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Wednesday, May 1, 2019

DNA database

From Wikipedia, the free encyclopedia

A DNA database or DNA databank is a database of DNA profiles which can be used in the analysis of genetic diseases, genetic fingerprinting for criminology, or genetic genealogy. DNA databases may be public or private, the largest ones being national DNA databases.
 
When a match is made from a national DNA database to link a crime scene to a person whose DNA profile is stored on a database, that link is often referred to as a cold hit. A cold hit is of particular value in linking a specific person to a crime scene, but is of less evidential value than a DNA match made without the use of a DNA database. Research shows that DNA databases of criminal offenders reduce crime rates.

Types

Forensic

A centralised DNA database for storing DNA profiles of individuals that enables searching and comparing of DNA samples collected from a crime scene against stored profiles. The most important function of the forensic database is to produce matches between the suspected individual and crime scene bio-markers, and then provides evidence to support criminal investigations, and also leads to identify potential suspects in the criminal investigation. Majority of the National DNA databases are used for forensic purposes.

The Interpol DNA database is used in criminal investigations. Interpol maintains an automated DNA database called DNA Gateway that contains DNA profiles submitted by member countries collected from crime scenes, missing persons, and unidentified bodies. The DNA Gateway was established in 2002, and at the end of 2013, it had more than 140,000 DNA profiles from 69 member countries. Unlike other DNA databases, DNA Gateway is only used for information sharing and comparison, it does not link a DNA profile to any individual, and the physical or psychological conditions of an individual are not included in the database.

Genealogical

A national or forensic DNA database is not available for non-police purposes. DNA profiles can also be used for genealogical purposes, so that a separate genetic genealogy database needs to be created that stores DNA profiles of genealogical DNA test results. GenBank is a public genetic genealogy database that stores genome sequences submitted by many genetic genealogists. Until now, GenBank has contained large number of DNA sequences gained from more than 140,000 registered organizations, and is updated every day to ensure a uniform and comprehensive collection of sequence information. These databases are mainly obtained from individual laboratories or large-scale sequencing projects. The files stored in GenBank are divided into different groups, such as BCT (bacterial), VRL (viruses), PRI (primates)…etc. People can access GenBank from NCBI’s retrieval system, and then use “BLAST” function to identify a certain sequence within the GenBank or to find the similarities between two sequences.

Medical

A medical DNA database is a DNA database of medically relevant genetic variations. It collects an individual's DNA which can reflect their medical records and lifestyle details. Through recording DNA profiles, scientists may find out the interactions between the genetic environment and occurrence of certain diseases (such as cardiovascular disease or cancer), and thus finding some new drugs or effective treatments in controlling these diseases. It is often collaborated with the National Health Service.

National

A national DNA database is a DNA database maintained by the government for storing DNA profiles of its population. Each DNA profile based on PCR and uses STR (Short Tandem Repeats) analysis. They are generally used for forensic purposes which includes searching and matching of DNA profiles of potential criminal suspects.

In 2009 Interpol reported there were 54 police national DNA databases in the world at the time and 26 more countries planned to start one. In Europe Interpol reported there were 31 national DNA databases and six more planned. The European Network of Forensic Science Institutes (ENFSI) DNA working group made 33 recommendations in 2014 for DNA database management and guidelines for auditing DNA databases. Other countries have adopted privately developed DNA databases, such as Qatar, which has adopted Bode dbSEARCH.

Typically, a tiny subset of the individual's genome is sampled from 13 or 16 regions that have high individuation.

United Kingdom

The first national DNA database in the United Kingdom was established in April 1995, called National DNA Database (NDNAD). By 2006, it contained 2.7 million DNA profiles (about 5.2% of the UK population), as well as other information from individuals and crime scenes. This had increased to 5.7 million profiles by 2015. The information is stored in the form of a digital code, which is based on the nomenclature of each STR. In the UK, police have wide-ranging powers to take DNA samples and retain them if the subject is convicted of a recordable offence. As the large amount of DNA profiles which have been stored in NDNAD, "cold hits" may happen during the DNA matching, which means finding an unexpected match between an individual's DNA profile and an unsolved crime-scene DNA profile. This can introduce a new suspect into the investigation, thus helping to solve the old cases.

In England and Wales, anyone arrested on suspicion of a recordable offence must submit a DNA sample, the profile of which is then stored on the DNA database. Those not charged or not found guilty have their DNA data deleted within a specified period of time. In Scotland, the law similarly requires the DNA profiles of most people who are acquitted be removed from the database.

New Zealand

New Zealand was the second country to set up a DNA database.

United States

The United States national DNA database is called Combined DNA Index System (CODIS). It is maintained at three levels: national, state and local. Each level implemented its own DNA index system. The national DNA index system (NDIS) allows DNA profiles to be exchanged and compared between participated laboratories nationally. Each state DNA index system (SDIS) allows DNA profiles to be exchanged and compared between the laboratories of various states and the local DNA index system (LDIS) allows DNA profiles collected at local sites and uploaded to SDIS and NDIS. 

CODIS software integrates and connects all the DNA index systems at the three levels. CODIS is installed on each participating laboratory site and uses a standalone network known as Criminal Justice Information Systems Wide Area Network (CJIS WAN) to connect to other laboratories. In order to decrease the number of irrelevant matches at NDIS, the Convicted Offender Index requires all 13 CODIS STRs to be present for a profile upload. Forensic profiles only require 10 of the STRs to be present for an upload.

As of 2011, over 9 million records were held within CODIS. As of March 2011, 361,176 forensic profiles and 9,404,747 offender profiles have been accumulated, making it the largest DNA database in the world. As of the same date, CODIS has produced over 138,700 matches to requests, assisting in more than 133,400 investigations.

The growing public approval of DNA databases has seen the creation and expansion of many states' own DNA databases. California currently maintains the third largest DNA database in the world. Political measures such as California Proposition 69 (2004), which increased the scope of the DNA database, have already met with a significant increase in numbers of investigations aided. Forty-nine states in the USA, all apart from Idaho, store DNA profiles of violent offenders, and many also store profiles of suspects. A 2017 study showed that DNA databases in U.S. states "deter crime by profiled offenders, reduce crime rates, and are more cost-effective than traditional law enforcement tools".

CODIS is also used to help find missing persons and identify human remains. It is connected to the National Missing Persons DNA Database; samples provided by family members are sequenced by the University of North Texas Center for Human Identification, which also runs the National Missing and Unidentified Persons System. UNTCHI can sequence both nuclear and mitochondrial DNA.

The Department of Defense maintains a DNA database to identify the remains of servicemembers. The Department of Defense Serum Repository maintains more than 50,000,000 records, primarily to assist in the identification of human remains. Submission of DNA samples is mandatory for US servicemen, but the database also includes information on military dependents. The National Defense Authorization Act of 2003 provided a means for federal courts or military judges to order the use of the DNA information collected to be made available for the purpose of investigation or prosecution of a felony, or any sexual offense, for which no other source of DNA information is reasonably available. 

Australia

The Australian national DNA database is called the National Criminal Investigation DNA Database (NCIDD). By July 2018, it contained 837,000+ DNA profiles. The database used 9 STR loci and a sex gene for analysis, and this was increased to 18 core markers in 2013. NCIDD combines all forensic data, including DNA profiles, advanced bio-metrics or cold cases.

Canada

The Canadian national DNA database is called the National DNA Data Bank (NDDB) which was established in 1998 but first used in 2000. The legislation that Parliament enacted to govern the use of this technology within the criminal justice system has been found by Canadian courts to be respectful of the constitutional and privacy rights of suspects, and of persons found guilty of designated offences.

On December 11, 1999, The Canadian Government agreed upon the DNA Identification Act. This would allow a Canadian DNA data bank to be created and amended for the criminal code. This provides a mechanism for judges to request the offender to provide blood, buccal swabs, or hair samples from DNA profiles. This legislation became official on June 29, 2000. Canadian police has been using forensic DNA evidence for over a decade. It has become one of the most powerful tools available to law enforcement agencies for the administration of justice.

NDDB consists of two indexes: the Convicted Offender Index (COI) and National Crime Scene Index (CSI-nat). There is also the Local Crime Scene Index (CSI-loc) which is maintained by local laboratories but not NDDB as local DNA profiles do not meet NDDB collection criteria. Another National Crime Scene Index (CSI-nat) is a collection of three labs operated by Royal Canadian Mounted Police (RCMP), Laboratory Sciences Judiciary Medicine Legal (LSJML) and Center of Forensic Sciences (CFS).

Dubai

In 2017 Dubai announced an initiative called Dubai 10X which was planned to create 'disruptive innovation' into the country. One of the projects in this initiative was a DNA database that would collect the genomes of all 3 million citizens of the country over a 10-year period. It was intended to use the data base for finding genetic causes of diseases and creating personalised medical treatments.

Germany

Germany set up its DNA database for the German Federal Police (BKA) in 1998. In late 2010, the database contained DNA profiles of over 700,000 individuals and in September 2016 it contained 1,162,304 entries. On 23 May 2011 in the "Stop the DNA Collection Frenzy!" campaign various civil rights and data protection organizations handed an open letter to the German minister of justice Sabine Leutheusser-Schnarrenberger asking her to take action in order to stop the "preventive expansion of DNA data-collection" and the "preemptive use of mere suspicions and of the state apparatus against individuals" and to cancel projects of international exchange of DNA data at the European and transatlantic level.

Israel

The Israeli national DNA database is called the Israel Police DNA Index System (IPDIS) which was established in 2007, and has a collection of more than 135,000 DNA profiles. The collection includes DNA profiles from suspected and accused persons and convicted offenders. The Israeli database also include an “elimination bank” of profiles from laboratory staff and other police personnel who may have contact with the forensic evidence in the course of their work.

In order to handle the high throughput processing and analysis of DNA samples from FTA cards, the Israeli Police DNA database has established a semi-automated program LIMS, which enables a small number of police to finish processing a large number of samples in a relatively small period of time, and it is also responsible for the future tracking of samples.

Kuwait

The Kuwaiti government passed a law in July 2015 requiring all citizens and permanent residents (4.2 million people) to have their DNA taken for a national database. The reason for this law was security concerns after the ISIS suicide bombing of the Imam Sadiq mosque. They planned to finish collecting the DNA by September 2016 which outside observers thought was optimistic. In October 2017 the Kuwait constitutional court struck down the law saying it was an invasion of personal privacy and the project was cancelled.

Brazil

In 1998, the Forensic DNA Research Institute of Federal District Civil Police created DNA databases of sexual assault evidence. In 2012, Brazil approved a national law establishing DNA databases at state and national levels regarding DNA typing of individuals convicted of violent crimes. Following the decree of the Presidency of the Republic of Brazil in 2013, which regulates the 2012 law, Brazil began using CODIS in addition to the DNA databases of sexual assault evidence to solve sexual assault crimes in Brazil.

France

France set up the DNA database called FNAEG in 1998. By December 2009, there were 1.27 million profiles on FNAEG.

Other European countries

In Sweden, only the DNA profiles of criminals who have spent more than two years in prison are stored. In Norway and Germany, court orders are required, and are only available, respectively, for serious offenders and for those convicted of certain offences and who are likely to reoffend. Austria started a criminal DNA database in 1997 and Italy also set one up in 2016 Switzerland started a temporary criminal DNA database in 2000 and confirmed it in law in 2005.

In 2005 the incoming Portuguese government proposed to introduce a DNA database of the entire population of Portugal. However, after informed debate including opinion from the Portuguese Ethics Council the database introduced was of just the criminal population.

Corporate

  • 23andme's DNA database contains genetic information of over 1,000,000 people worldwide. The company explores selling the "anonymous aggregated genetic data" to other researchers and pharmaceutical companies for research purposes if patients give their consent. Ahmad Hariri, professor of psychology and neuroscience at Duke University who has been using 23andMe in his research since 2009 states that the most important aspect of the company's new service is that it makes genetic research accessible and relatively cheap for scientists. A study that identified 15 genome sites linked to depression in 23andMe's database lead to a surge in demands to access the repository with 23andMe fielding nearly 20 requests to access the depression data in the two weeks after publication of the paper.

Compression

DNA databases occupy more storage when compared to other non DNA databases due to the enormous size of each DNA sequence. Every year DNA databases grow exponentially. This poses a major challenge to the storage, data transfer, retrieval and search of these databases. To address these challenges DNA databases are compressed to save storage space and bandwidth during the data transfers. They are decompressed during search and retrieval. Various compression algorithms are used to compress and decompress. The efficiency of any compression algorithm depends how well and fast it compresses and decompresses, which is generally measured in compression ratio. The greater the compression ratio, the better the efficiency of an algorithm. At the same time, the speed of compression and decompression are also considered for evaluation.

DNA sequences contain palindromic repetitions of A, C, T, G. Compression of these sequences involve locating and encoding these repetitions and decoding them during decompression. 

Some approaches used to encode and decode are:
  1. Huffman Encoding
  2. Adaptive Huffman Encoding
  3. Arithmetic coding
  4. Arithmetic coding
  5. Context tree weighting (CTW) method
The compression algorithms listed below may use one of the above encoding approaches to compress and decompress DNA database
  1. Compression using Redundancy of DNA sets (COMRAD)
  2. Relative Lempel-Ziv (RLZ)
  3. GenCompress
  4. BioCompress
  5. DNACompress
  6. CTW+LZ
In 2012, a team of scientists from Johns Hopkins University published the first genetic compression algorithm that does not rely on external genetic databases for compression. HAPZIPPER was tailored for HapMap data and achieves over 20-fold compression (95% reduction in file size), providing 2- to 4-fold better compression much faster than leading general-purpose compression utilities.

Genomic sequence compression algorithms, also known as DNA sequence compressors, explore the fact that DNA sequences have characteristic properties, such as inverted repeats. The most successful compressors are XM and GeCo. For eukaryotes XM is slightly better in compression ratio, though for sequences larger than 100 MB its computational requirements are impractical.

Medicine

Many countries collect newborn blood samples to screen for diseases mainly with a genetic basis. Mainly these are destroyed soon after testing. In some countries the dried blood (and the DNA) is retained for later testing. 

In Denmark the Danish Newborn Screening Biobank at Statens Serum Institut keeps a blood sample from people born after 1981. The purpose is to test for phenylketonuria and other diseases. However, it is also used for DNA profiling to identify deceased and suspected criminals. Parents can request that the blood sample of their newborn be destroyed after the result of the test is known.

Privacy issues

Critics of DNA databases warn that the various uses of the technology can pose a threat to individual civil liberties. Personal information included in genetic material, such as markers that identify various genetic diseases, physical and behavioral traits, could be used for discriminatory profiling and its collection may constitute an invasion of privacy. Also, DNA can be used to establish paternity and whether or not a child is adopted. Nowadays, the privacy and security issues of DNA database has caused huge attention. Some people are afraid that their personal DNA information will be let out easily, others may define their DNA profiles recording in the Databases as a sense of "criminal", and being falsely accused in a crime can lead to having a "criminal" record for the rest of their lives. 

UK laws in 2001 and 2003 allowed DNA profiles to be taken immediately after a person was arrested and kept in a Database even if the suspect was later acquitted. In response to public unease at these provisions, the UK later changed this by passing the Protection of Freedoms Act 2012 which required that those suspects not charged or found not guilty would have their DNA data deleted from the Database.

In European countries which have established a DNA database, there are some measures which are being used to protect the privacy of individuals, more specifically, some criteria to help removing the DNA profiles from the databases. Among the 22 European countries which have been analyzed, most of the countries will record the DNA profiles of suspects or those who have committed serious crimes. For some countries (like Belgium and France) may remove the criminal’s profile after 30–40 years, because these “criminal investigation” database are no longer needed. Most of the countries will delete the suspect’s profile after they are acquitted…etc. All the countries have a completed legislation to largely avoid the privacy issues which may occur during the use of DNA database.

Public discussion around the introduction of advanced forensic techniques (such as genetic genealogy using public genealogy databases and DNA phenotyping approaches) has been limited, disjointed, and unfocused, and raises issues of privacy and consent that may warrant additional legal protections to be established.

Privacy issues surrounding DNA databases not only means privacy is threatened in collecting and analyzing DNA samples, it also exists in protecting and storing this important personal information. As the DNA profiles can be stored indefinitely in DNA database, it has raised concerns that these DNA samples can be used for new and unidentified purposes. With the increase of the users who access the DNA database, people are worried about their information being let out or shared inappropriately, for example, their DNA profile may be shared with others such as law enforcement agencies or countries without individual consent.

The application of DNA databases have been expanded into two controversial areas: arrestees and familial searching. An arrestee is a person arrested for a crime and who has not yet been convicted for that offense. Currently, 21 states in the a United States have passed legislation that allows law enforcement to take DNA from an arrestee and enter it into the state's CODIS DNA database to see if that person has a criminal record or can be linked to any unsolved crimes. In familial searching, the DNA database is used to look for partial matches that would be expected between close family members. This technology can be used to link crimes to the family members of suspects and thereby help identify a suspect when the perpetrator has no DNA sample in the database.

Furthermore, DNA databases could fall into the wrong hands due to data breaches or data sharing.

DNA collection and human rights

In a judgement in December 2008, the European Court of Human Rights ruled that two British men should not have had their DNA and fingerprints retained by police saying that retention "could not be regarded as necessary in a democratic society".

The DNA fingerprinting pioneer Professor Sir Alec Jeffreys condemned UK government plans to keep the genetic details of hundreds of thousands of innocent people in England and Wales for up to 12 years. Jeffreys said he was "disappointed" with the proposals, which came after a European court ruled that the current policy breaches people's right to privacy. Jefferys said "It seems to be as about as minimal a response to the European court of human rights judgment as one could conceive. There is a presumption not of innocence but of future guilt here … which I find very disturbing indeed".

Effects on crime

A 2017 study in the American Economic Journal: Applied Economics showed that databases of criminal offenders' DNA profiles in US states "deter crime by profiled offenders, reduce crime rates, and are more cost-effective than traditional law enforcement tools."

Monozygotic Twins

Monozygotic twins share around 99.99% of their DNA, while other siblings share around 50%. Some next generation sequencing tools are capable of detecting rare de novo mutations in only one of the twins (detectable in rare single nucleotide polymorphisms). Most DNA testing tools would not detect these rare SNPs in most twins. 

Each person’s DNA is unique to them to the slight exception of identical (monozygotic and monospermotic) twins, who start out from the identical genetic line of DNA but during the twinning event have incredibly small mutations which can be detected now (for all intents and purposes, compared to all other humans and even to theoretical "clones, [who would not share the same uterus nor experience the same mutations pre-twinning event]" identical twins have more identical DNA than is probably possible to achieve between any other two humans). Tiny differences between identical twins can now (2014) be detected by next generation sequencing. For current fiscally available testing, "identical" twins cannot be easily differentiated by the most common DNA testing, but it has been shown to be possible. While other siblings (including fraternal twins) share about 50% of their DNA, monozygotic twins share virtually 99.99%. Beyond these more recently discovered twinning-event mutation disparities, since 2008 it has been known that people who are identical twins also each have their own set of copy number variants, which can be thought of as the number of copies they each personally exhibit for certain sections of DNA.

Charitable organization

From Wikipedia, the free encyclopedia

American Cancer Society offices in Washington, D.C.
 
A charitable organization or charity is a non-profit organization whose primary objectives are philanthropy and social well-being (e.g. charitable, educational, religious, or other activities serving the public interest or common good). 

The legal definition of a charitable organization (and of charity) varies between countries and in some instances regions of the country. The regulation, the tax treatment, and the way in which charity law affects charitable organizations also vary. Charitable organizations may not use any of its funds to profit individual persons or entities.

Financial figures (e.g. tax refund, revenue from fundraising, revenue from sale of goods and services or revenue from investment) are indicators to assess the financial sustainability of a charity, especially to charity evaluators. This information can impact a charity's reputation with donors and societies, and thus the charity's financial gains.

Charitable organizations often depend partly on donations from businesses. Such donations to charitable organizations represent a major form of corporate philanthropy.
  • The Organizational Test: If the organization doesn't follow the exemption organizational test, it will be under mentoring, in order to meet the organizational test it has to be exclusively organized and operated.
  • Total Giving USA:1979-2011
  • Serving the public interest: In order to receive and pass the exemption test, charitable organization must follow the public interest and all exempt income should be for the public interest.

History

Early systems

Until the mid-18th century, charity was mainly distributed through religious structures (such as the English Poor Laws of 1601), almshouses and bequests from the rich. Both Christianity and Islam incorporated significant charitable elements from their very beginnings and dāna (alms-giving) has a long tradition in Hinduism, Jainism, Buddhism and Sikhism. Charities provided education, health, housing and even prisons. Almshouses were established throughout Europe in the Early Middle Ages to provide a place of residence for poor, old and distressed people; King Athelstan of England (reigned 924-939) founded the first recorded almshouse in York in the 10th century.

Enlightenment charity

The Foundling Hospital. The building has been demolished.
 
In the Enlightenment era charitable and philanthropic activity among voluntary associations and rich benefactors became a widespread cultural practice. Societies, gentleman's clubs, and mutual associations began to flourish in England, and the upper-classes increasingly adopted a philanthropic attitude toward the disadvantaged. In England this new social activism was channeled into the establishment of charitable organizations; these proliferated from the middle of the 18th century.

This emerging upper-class fashion for benevolence resulted in the incorporation of the first charitable organizations. Captain Thomas Coram, appalled by the number of abandoned children living on the streets of London, set up the Foundling Hospital in 1741 to look after these unwanted orphans in Lamb's Conduit Fields, Bloomsbury. This, the first such charity in the world, served as the precedent for incorporated associational charities in general.

Jonas Hanway, another notable philanthropist of the Enlightenment era, established The Marine Society in 1756 as the first seafarer's charity, in a bid to aid the recruitment of men to the navy. By 1763 the Society had recruited over 10,000 men; an Act of Parliament incorporated it in 1772. Hanway was also instrumental in establishing the Magdalen Hospital to rehabilitate prostitutes. These organizations were funded by subscription and run as voluntary associations. They raised public awareness of their activities through the emerging popular press and were generally held in high social regard - some charities received state recognition in the form of the royal charter

Charities also began to adopt campaigning roles, where they would champion a cause and lobby the government for legislative change. This included organized campaigns against the ill treatment of animals and children and the campaign that eventually succeeded at the turn of the 19th century in ending the slave trade throughout the British Empire and within its considerable sphere of influence. (This process was however a lengthy one, which finally concluded when Saudi Arabia abolished slavery in 1962.) 

The Enlightenment also saw growing philosophical debate between those who championed state intervention and those who believed that private charities should provide welfare. The Reverend Thomas Malthus (1766-1834), the political economist, criticized poor relief for paupers on economic and moral grounds and proposed leaving charity entirely to the private sector. His views became very influential and informed the Victorian laissez-faire attitude toward state intervention for the poor.

Growth during 19th century

During the 19th century a profusion of charitable organizations emerged to alleviate the awful conditions of the working class in the slums. The Labourer's Friend Society, chaired by Lord Shaftesbury in the United Kingdom in 1830, aimed to improve working-class conditions. It promoted, for example, the allotment of land to labourers for "cottage husbandry" that later became the allotment movement. In 1844 it became the first Model Dwellings Company - one of a group of organizations that sought to improve the housing conditions of the working classes by building new homes for them, at the same time receiving a competitive rate of return on any investment. This was one of the first housing associations, a philanthropic endeavour that flourished in the second half of the nineteenth century brought about by the growth of the middle class. Later associations included the Peabody Trust (originating in 1862) and the Guinness Trust (founded in 1890). The principle of philanthropic intention with capitalist return was given the label "five per cent philanthropy".

Andrew Carnegie's philanthropy. Puck magazine cartoon by Louis Dalrymple, 1903.

There was strong growth in municipal charities. The Brougham Commission led on to the Municipal Corporations Act 1835, which reorganized multiple local charities by incorporating them into single entities under supervision from local government

Charities at the time, including the Charity Organization Society (established in 1869) tended to discriminate between the "deserving poor" who would be provided with suitable relief and the "underserving" or "improvident poor" who were regarded as the cause of their own woes through their idleness. Charities tended to oppose the provision of welfare by the state, due to the perceived demoralizing effect. Although minimal state involvement was the dominant philosophy of the period, there was still significant government involvement in the shape of statutory regulation and even limited funding.

Philanthropy became a very fashionable activity among the expanding middle classes in Britain and America. Octavia Hill (1838-1912) and John Ruskin (1819-1900) were an important force behind the development of social housing, and Andrew Carnegie (1835-1919) exemplified the large-scale philanthropy of the newly rich in industrialized America. In Gospel of Wealth (1889), Carnegie wrote about the responsibilities of great wealth and the importance of social justice. He established public libraries throughout the English-speaking countries as well as contributing large sums to schools and universities. A little over ten years after his retirement, Carnegie had given away over 90% of his fortune.

Towards the end of the 19th century, with the advent of the New Liberalism and the innovative work of Charles Booth on documenting working-class life in London, attitudes towards poverty began to change, which led to the first social liberal welfare reforms, including the provision of old age pensions and free school-meals.

Since 1901

During the 20th century charitable organizations such as Oxfam (established in 1947), Care International and Amnesty International greatly expanded, becoming large, multinational, non-governmental organizations with very large budgets. 

With the advent of the Internet, charitable organizations established a presence in online social media and started (for example) cyber-based humanitarian crowdfunding.

In various countries

Australia

The definition of charity in Australia is derived through English common law, originally from the Charitable Uses Act 1601, and then through several centuries of case law based upon it. In 2002, the federal government established an inquiry into the definition of a charity. The inquiry proposed a statutory definition of a charity, based on the principles developed through case law. This resulted in the Charities Bill 2003, which included limitations on involvement of charities in political campaigning, which many charities saw as an unwelcome departure from the case law. The government appointed a Board of Taxation inquiry to consult with charities on the bill. As a result of widespread criticism from charities, the government abandoned the bill.

The government then introduced what became the Extension of Charitable Purpose Act 2004, which did not attempt to codify the definition of a charitable purpose, but merely sought to clarify that certain purposes were charitable, whose charitable status had been subject to legal doubts. These purposes included childcare, self-help groups, and closed/contemplative religious orders.

To publicly raise funds, a charity in Australia must register in each Australian jurisdiction in which it intends to raise funds. In Queensland, for example, charities must register with the Queensland Office of Fair Trading. Also, any charity fundraising online must have approval in every Australian jurisdiction that requires them to do so, which is currently New South Wales, Queensland, Victoria, Tasmania, Western Australia, and the Australian Capital Territory. For example, Donate Your Day Ltd, is a purely online New South Wales based charity. Many Australian charities have called on federal, state, and territory governments to enact uniform legislation to enable charities registered in a state or territory to be allowed to raise funds in all other Australian jurisdictions.

The Australian Charities and Not-For-Profits Commission commenced operations in December 2012 and regulates the approximately 56,000 non-profit organizations with tax exempt status, and about 600,000 other NPO in total and seeks to harmonise state-based fund-raising laws.

Canada

Charities in Canada must be registered with the Charities Directorate of the Canada Revenue Agency. According to the Canada Revenue Agency:
A registered charity is an organization established and operated for charitable purposes, and must devote its resources to charitable activities. The charity must be resident in Canada, and cannot use its income to benefit its members. A charity also has to meet a public benefit test. To qualify under this test, an organization must show that:
  • its activities and purposes provide a tangible benefit to the public
  • those people who are eligible for benefits are either the public as a whole, or a significant section of it, in that they are not a restricted group or one where members share a private connection, such as social clubs or professional associations with specific membership
  • the charity's activities must be legal and must not be contrary to public policy
To register as a charity, the organization has to be either incorporated or governed by a legal document called a trust or a constitution. This document has to explain the organization's purposes and structure.

Singapore

The legal situation in Singapore is regulated in the Singapore Charities Act (Chapter 37). Charities in Singapore must be registered with the Charities Directorate of the Ministry of Community Development, Youth and Sports. One can also find specific organizations that are members of the National Council of Social Service (NCSS) which is operated by the Ministry of Social and Family Development.

United Kingdom

Charity law within the UK varies among (i) England and Wales, (ii) Scotland and (iii) Northern Ireland, but the fundamental principles are the same. Most organizations that are charities are required to registered with the appropriate regulator for their jurisdiction, but significant exceptions apply so that many organizations are bona fide charities but do not appear on a public register. The registers are maintained by the Charity Commission for England and Wales and for Scotland by the Office of the Scottish Charity Regulator. The Charity Commission for Northern Ireland maintains a register of charities that have completed formal registration (see below). Organizations applying must meet the specific legal requirements summarized below, and have filing requirements with their regulator, and are subject to inspection or other forms of review. The oldest charity in the UK is The King's School, Canterbury established in 597.

The Transparency of Lobbying, Non-party Campaigning and Trade Union Administration Act 2014 subjects charities to regulation by the Electoral Commission in the run-up to a general election.

England and Wales

Definition of a Charity

Section 1 Charities Act 2011 provides the definition in England and Wales:
(1) For the purposes of the law of England and Wales, “charity” means an institution which—
(a) is established for charitable purposes only, and
(b) falls to be subject to the control of the High Court in the exercise of its jurisdiction with respect to charities.
The Charities Act 2011 provides the following list of charitable purposes.
  1. the prevention or relief of poverty
  2. the advancement of education
  3. the advancement of religion
  4. the advancement of health or the saving of lives
  5. the advancement of citizenship or community development
  6. the advancement of the arts, culture, heritage or science
  7. the advancement of amateur sport
  8. the advancement of human rights, conflict resolution or reconciliation or the promotion of religious or racial harmony or equality and diversity
  9. the advancement of environmental protection or improvement
  10. the relief of those in need, by reason of youth, age, ill-health, disability, financial hardship or other disadvantage
  11. the advancement of animal welfare
  12. the promotion of the efficiency of the armed forces of the Crown or of the police, fire and rescue services or ambulance services
  13. other purposes currently recognized as charitable and any new charitable purposes which are similar to another charitable purpose.
A charity must also provide a public benefit.

Before the Charities Act 2006, which introduced the definition now contained in the 2011 Act, the definition of charity arose from a list of charitable purposes in the Charitable Uses Act 1601 (also known as the Statute of Elizabeth), which had been interpreted and expanded into a considerable body of case law. In Commissioners for Special Purposes of Income Tax v. Pemsel (1891), Lord McNaughten identified four categories of charity which could be extracted from the Charitable Uses Act and which were the accepted definition of charity prior to the Charities Act 2006.
  1. the relief of poverty,
  2. the advancement of education,
  3. the advancement of religion, and
  4. other purposes considered beneficial to the community.
Charities in England and Wales – such as Age UK, the Royal Society for the Protection of Birds (RSPB) and the Royal Society for the Protection of Animals (RSPCA) – must comply with the 2011 Act regulating matters such as charity reports and accounts and fundraising.
Charity structures
As of 2011, there are a number of types of legal structure for a charity in England and Wales.
The unincorporated association is the most common form of organization within the voluntary sector in England and Wales. This is essentially a contractual arrangement between individuals who have agreed to come together to form an organization for a particular purpose. An unincorporated association will normally have as its governing document a constitution or set of rules, which will deal with such matters as the appointment of office bearers, and the rules governing membership. The organization is not though a separate legal entity, so it cannot start legal action, it cannot borrow money, and it cannot enter into contracts in its own name. Its officers can be personally liable if the charity is sued or has debts.

A trust is essentially a relationship among three parties: the donor of some assets, the trustees who hold the assets, and the beneficiaries (those people who are eligible to benefit from the charity). When the trust has charitable purposes, and is a charity, the trust is known as a charitable trust. The governing document is the trust deed or declaration of trust, which comes into operation once it is signed by all the trustees. The main disadvantage of a trust is that, as with an unincorporated association, it does not have a separate legal entity and the trustees must themselves own property and enter into contracts. The trustees are also liable if the charity is sued or incurs liability. 

A company limited by guarantee is a private limited company where the liability of members is limited. A guarantee company does not have a share capital, but instead has members who are guarantors instead of shareholders. In the event of the company being wound up, the members agree to pay a nominal sum which can be as little as £1. A company limited by guarantee is a useful structure for a charity where it is desirable for the trustees to have the protection of limited liability. Also, the charity has legal personality, and so can enter into contracts, such as employment contracts in its own name.

A small number of charities are incorporated by royal charter, a document which creates a corporation with legal personality (or, in some instances, transforms a charity incorporated as a company into a charity incorporated by royal charter). The charter must be approved by the Privy Council before receiving royal assent. Although the nature of the charity will vary depending on the clauses enacted, generally a royal charter will offer a charity the same limited liability as a company and the ability to enter into contracts. 

The Charities Act 2006 legislated for a new legal form of incorporation designed specifically for charities, the charitable incorporated organization, with powers similar to a company but without the need to register as a company. Becoming a CIO was only made possible in 2013, with staggered introduction dates, with the charities with highest turnover eligible first. 

The word foundation is not generally used in England and Wales. Occasionally, a charity will use the word as part of its name, e.g. British Heart Foundation, but this has no legal significance and does not provide any information about either the work of the charity or how it is legally structured. The structure of the organization will be one of the types of structure described above.

Charity registration

Charitable organizations that have an income of more than £5,000, and for whom the law of England and Wales applies, must register with the Charity Commission for England and Wales, unless they are an "exempt" or "excepted" charity. For companies, the law of England and Wales will normally apply if the company itself is registered in England and Wales. In other cases, if the governing document does not make it clear, the law which applies will be the country with which the organization is most connected.

When an organization's income does not exceed £5,000, it is not able to register as a charity with the Charity Commission for England and Wales. It can, however, register as a charity with HM Revenue and Customs for tax purposes only. With the rise in mandatory registration level, to £5,000 by The Charities Act 2006, smaller charities can be reliant upon HMRC recognition to evidence their charitable purpose and confirm their not-for-profit principles.

Some charities which are called exempt charities are not required to register with the Charity Commission and are not subject to any of the Charity Commission's supervisory powers. These charities include most universities and national museums and some other educational institutions. Other charities are excepted from the need to register, but are still subject to the supervision of the Charity Commission. The regulations on excepted charities have however been changed by the Charities Act 2006. Many excepted charities are religious charities.

Northern Ireland

The Charity Commission for Northern Ireland was established in 2009 and has received the names and details of over 7,000 organizations in Northern Ireland that have previously been granted charitable status for tax purposes (the "deemed list"). Compulsory registration of organizations from the deemed list began in December 2013, and it is expected to take three to four years to complete. The new Register of Charities is publicly available on the CCNI website and contains the details of those organizations who have so far been confirmed by the Commission to exist for charitable purposes and the public benefit. The Commission estimates that there are between 5,000 and 11,500 charitable organizations to be formally registered in total.

Scotland

The 24,000 or so charities in Scotland are registered with the Office of the Scottish Charity Regulator (OSCR), which also publishes a register of charities online.

Taxation of charities

Charitable organizations, including charitable trusts, are eligible for a complex set of reliefs and exemptions from taxation in the UK. These include reliefs and exemptions in relation to income tax, capital gains tax, inheritance tax, stamp duty land tax and value added tax. These tax exemptions have led to criticisms that private schools are able to use charitable status as a tax avoidance technique rather than because they offer a genuine charitable good.

Ireland

There is no legal framework for the registration of charities in Ireland. The Office of the Revenue Commissioners, Charities Section maintains a database of organizations to which they have granted charitable tax exemption. In granting tax exemption, Charities Section gives the body a CHY reference number. The full list of bodies granted exemption is published on the Revenue Commissioners website. 

The Irish Nonprofits Database was created by Irish Nonprofits Knowledge Exchange (INKEx) to act as a repository for regulatory and voluntarily disclosed information about Irish public benefit nonprofits. The organization is currently looking for government funding to continue to provide the service.

Ukraine

Legislation of charitable activity and obtainment of charitable organization status is regulated by the Civil Code of Ukraine and by Law of Ukraine Charitable Activities and Charitable Organizations.
By Ukrainian law, there are three forms of charitable organization:
  • charitable society- charitable organization created by at least two founders and operates on the basis of the charter or statute;
  • charitable institution- a kind of charitable trust, acts on the basis of the constituent or founding act; charitable organization whose founding act defines assets that one or several founders transfer to achieve the goals of charitable activity from such assets and/or income from such assets. A constituent act of a charitable institution may be contained in a will or testament. The founder or founders of the charitable institution do not participate in the management such charitable organization;
  • charitable fund or charitable foundation- is a charitable organization that operates on the basis of the charter; has participants or members and is managed by them; participants or members are not obliged to transfer any assets to such organization in order to achieve the goals of charitable activity; charitable foundation can be created by one or several founders. The assets of charitable fund can be formed by participants and/or other benefactors.
Ministry of justice of Ukraine is the main registration authority for charitable organization registration/constitution. Individuals and legal entities, except for public authorities, local governments can be the founders of charitable organizations. Charitable societies and charitable foundations may have (besides founders) other participants who have joined them in the way prescribed by the charters of such charitable associations or charitable foundations. Aliens (non-Ukrainian citizens and legal entities, corporations or non-governmental organizations) can be the founders and members of philanthropic organization in Ukraine.

All funds received by a charitable organization that were used for charity purposes are exempt from taxation, but it requires obtaining of non-profit status from tax authority.

Legalization needed for International charitable fund to make activity in Ukraine.

United States

In the United States, a charitable organization is an organization operated for purposes that are beneficial to the public interest. There are different types of charitable organizations. Every U.S. and foreign charity that qualifies as tax-exempt under Section 501(c)(3) of the Internal Revenue Code is considered a "private foundation" unless it demonstrates to the IRS that it falls into another category. Generally, any organization that is not a private foundation (i.e., it qualifies as something else) is usually a public charity as described in Section 509(a) of the Internal Revenue Code.

In addition, a private foundation usually derives its principal funding from an individual, family, corporation, or some other single source and is more often than not a grantmaker and does not solicit funds from the public. In contrast, a foundation or public charity generally receives grants from individuals, government, and private foundations, and while some public charities engage in grantmaking activities, most conduct direct service or other tax-exempt activities. Foundations that are generally grantmakers (i.e. they use their endowment to make grants to other organizations, which in turn carry out the goals of the foundation indirectly) are usually called "grantmaker" or "non-operating" foundations.

The requirements and procedures for forming charitable organizations vary from state to state, as do the registration and filing requirements for charitable organizations that conduct charitable activities, solicit charitable contributions, or hire professional fundraisers. In practice, the detailed definition of "charitable organization" is determined by the requirements of state law where the charitable organization operates, and the requirements for federal tax relief by the IRS.

Resources exist to provide information, even rankings, of US charities.

Federal tax relief

Federal tax law provides tax benefits to nonprofit organizations recognized as exempt from federal income tax under section 501(c)(3) of the Internal Revenue Code (IRC). The benefits of 501(c)(3) status include exemption from federal income tax as well as eligibility to receive tax deductible charitable contributions. To qualify for 501(c)(3) status most organizations must apply to the Internal Revenue Service (IRS) for such status.

Several requirements must be met for a charitable organization to obtain 501(c)(3) status. These include the organization being organized as a corporation, trust, or unincorporated association, and the organization’s organizing document (such as the articles of incorporation, trust documents, or articles of association) must limit its purposes to being charitable, and permanently dedicate its assets to charitable purposes. The organization must refrain from undertaking a number of other activities such as participating in the political campaigns of candidates for local, state or federal office, and must ensure that its earnings do not benefit any individual. Most tax exempt organizations are required to file annual financial reports (IRS Form 990) at the state and federal level. A tax exempt organization's 990 and some other forms are required to be made available to public scrutiny.

The types of charitable organization that are considered by the IRS to be organized for the public benefit include those that are organized for:
  • Relief of the poor, the distressed, or the underprivileged
  • Advancement of religion
  • Advancement of education or science
  • Construction or maintenance of public buildings, monuments, or works
  • Lessening the burdens of government
  • Lessening of neighborhood tensions
  • Elimination of prejudice and discrimination
  • Defense of human and civil rights secured by law
  • Combating community deterioration and juvenile delinquency.
A number of other organizations may also qualify for exempt status, including those organized for religious, scientific, literary and educational purposes, as well as those for testing for public safety and for fostering national or international amateur sports competition, and for the prevention of cruelty to children or animals.

Charity regulating bodies

Artificial Global Intelligence (AGI)

Artificial Global Intelligence (AGI) is rising as the convergence of Human Intelligence, Artificial Intelligence and Machine Learning, Automation and Robotics, the Internet and Web 3.0, Big Data and the IoT.

INTRODUCTION: What is AI? What are its advantages and disadvantages?

Let’s start from what is Intelligence by its nature, regardless of how it is embodied, naturally or artificially.

Intelligence is the power for cognition, logic, understanding, self-awareness, learning, emotional knowledge, reasoning, planning, creativity, critical thinking, problem solving, or GOAL setting.

NATURAL INTELLIGENCE or ARTIFICIAL INTELLIGENCE is to perceive DATA and infer INFORMATION and to retain it as KNOWLEDGE to perform GOAL-directed behaviors in the WORLD, real, virtual or mixed REALITY.

Intelligence in techno-systems, ICT and machines, is ARTIFICIAL INTELLIGENCE, which is commonly implemented in computer systems using programs and smart hardware.

As to AI advantages and disadvantages.

The former means “AI is the new Mind of unlimited power”. It not just “AI is the new electricity”. Everything will be much smarter using powerful cheap chip AI that we get from the cloud or the edge devices.

Most big techno-bubbles feel it instinctively. Google bought in the last couple of years more than 13 Ai-companies. Alphabet — the parent company of Google and several former Google sub-companies — gains around 70% of its profit from google’s searching engine, but it’s expected that at 2026, Google will depend mainly on AI projects, if it survives.

The latter is more imagined threat of Artificial Superintelligence, as if super-intelligent machines end the human race. Almost as soon as it realizes what it is, will proceed to surpass humanity in every way, leaving us behind.

Here is a good but typical wording of the fake threat.

“General AI could be the biggest achievement that humankind achieved since discovering fire and agriculture, after the machine reaches the technological singularity — the invention of artificial superintelligence — an upgradable intelligent agent would enter a “runaway reaction” of self-improvement cycles, with each new and more intelligent generation appearing more and more rapidly, causing an intelligence explosion and resulting in a powerful superintelligence that would, qualitatively, far surpass all human intelligence”.

Revolution of Artificial Intelligence

In fact, Artificial Superintelligence is the only true blessing for humanity, and it is here, under study and development.

The Global Artificial Intelligence Is Here

It is to our common advantage if the GAI becomes a distributed intelligence with a large and diverse set of humans providing guidance.

But why build a new sort of GAI at all? Creation of an effective GAI is critical because today the entire human race faces many extremely serious problems. The ad-hoc GAI we have developed over the last four thousand years, mostly made up of politicians and lawyers executing algorithms and programs developed centuries ago, is not only failing to address these serious problems, it is threatening to extinguish us…

But because existing multinational governance systems have failed so miserably, such an approach may require replacing most of today's bureaucracies with "artificial intelligence prosthetics", i.e., digital systems that reliably gather accurate information and ensure that resources are distributed according to plan…

In my opinion, it is critical that we start building and testing GAIs that both solve humanity's existential problems and which ensure equality of control and access. Otherwise we may be doomed to a future full of environmental disasters, wars, and needless suffering.

Alex "Sandy" Pentland
Professor of Computer Science, MIT; Director, MIT Connection Science and Human Dynamics labs; Author, Social Physics

Introduction

Artificial Global Intelligence (AGI) is converging Artificial Intelligence and Machine Learning, Smart Data, Smart Web and the IoT to transform the world with such a pace that the economies and societies fail to prepare for the disruption bringing in.

First of all, AGI will transform both the Internet and the global economy.

Within the next several years, AGI elements are to become embedded in all forms of technology that incorporate data processing, exchange and analysis.

The first AGI entities are to intelligently organize the world's data/information and make it free and universally accessible.

As a global network intelligence, AGI is to integrate into one Data-World Platform all currently fragmented information services, such as monetized by Google while casting away useless services:

Search engine (Google Search), services designed for work and productivity (Google DocsGoogle Sheets, and Google Slides), email (Gmail/Inbox), scheduling and time management (Google Calendar), cloud storage (Google Drive), social networking (Google+), instant messaging and video chat (Google AlloDuoHangouts), language translation (Google Translate), mapping and navigation (Google MapsWazeGoogle EarthStreet View), video sharing (YouTube), note-taking (Google Keep), and photo organizing and editing (Google Photos), the Google Chrome web browser, etc.

Besides, AGI is to become the natural AI-human interface replacing mobile devices’s digital assistants and dedicated home consoles, like Alibaba’s Tmall Genie, Amazon’s Echo and Google’s Alexa.

The opportunities created are enormous, ranging from new smart processes and services and breakthroughs in science and technology, to the augmentation of human intelligence and its convergence with the digital data world.

AI is the road to super-intelligence

We are on the historical and dramatic way of creating Narrow Superintelligent AI systems which greatly exceed the cognitive performance of humans in special domains of interest.

Tomorrow will see superintelligent expert systems, superintelligent language translators, superintelligent conversational agents, superintelligent digital assistance systems, superintelligent engineering assistants, superintelligent gamers, superintelligent traders, superintelligent drivers, super-intelligent automation, superintelligent robotic systems, etc.

Super-human narrow artificial intelligences are driven by powerful but special algorithms to solve specific narrow problems, as ML systems, like DeepMind’s AlphaGo combining Deep Learning, Monte-Carlo Tree Search and Reinforcement learning to solve the ancient game of Go.

The road to Superintelligence or Global Intelligence is to pass through super-human narrow intelligence, sentient intelligence, self-aware sentient automation, human level self-conscious automation, self-aware intelligence or super-human general intelligence.

Superintelligence is to involve a Master Algorithm underpinning domain-specific AI, ML, DL and classic algorithms, while guided by the encoded world model (the general data schema of things).

Kiryl Persianov's answer to Could an AGI be built on a single unified algorithm or will a hodgepodge of domain-specific algorithms be necessary?

The Superintelligence is emerging as a globally distributed hybrid human-cyber-physical intelligence converging AI and Human Intelligence with all the smart emerging technologies:

Global AI, Smart Techno-Human Convergence = RAI = World’s Data + Advanced Analytics + ML (DNNs) + Natural Intelligence + Human Minds + Human Knowledge + AI + Cloud AI + Edge AI + Virtual Reality and Augmented Reality + Cyber-physical Systems + Computers + the Internet + IoT + 5G +Blockchain + Autonomous Things + Machines + Self-Driving Cars + 3D Printer + Nanotechnology + Biotechnology + Genetic Engineering + Cognitive Robotics + Social Engineering + Quantum Computing + Smart Spaces + Smart Cities + …

AGI Smart Investment Projects

Some key applications for the AGI are as follows:

1. AGI: General AI (GAI) + Internet + Web 3.0 + the Internet of things devices such as smart mobile devices, aerial (remote sensing), software logs, cameras, microphones, RFID readers, wireless sensor networks, etc.

All current AI systems are designed for a specific task and purpose. A strategic game computer cannot be used for a self-driving car.

GAI is also designed as domain-specific, revealing the cultural bias that the programmers, consciously or unconsciously, program into the system.

Russian, American, Indian, Chinese or European GAI will have some principles in common, but each will have the cultural and cognitive biases of their designers.

AGI is thus in need of unified machine model of reality, which is a global data/information model of the world, physical or social, virtual or physical realities.

AGI is to represent the world, as the Global Data Reality, with all its furniture, as data structures encoded as computational models, programs and algorithms, remember Data Commander.

Broadly, Reality is the totality of the universe, known and unknown; all abstract and concrete objects; the sum total of all that is real or existent and all that is virtual and imaginary, whether hypothetical unobservable entities, God, numbers and other abstract objects, quasi-abstract entities, and possible worlds.

Reality covers all three interacting worlds, called World 1, World 2 and World 3

World 1: the world of physical objects and events, including biological entities

World 2: the world of mental objects and events

World 3: objective knowledge, the products of thought, abstract objects such as scientific theories, stories, myths, tools, social institutions, and works of art.

For AGI, it is the Data World, embracing Data World 1, Data World 2, Data World 3.

This demands Global Data Ontology, supported with critical theoretical or technical breakthroughs.

As for theoretical breakthroughs, AGI implies the new “paradigm shift”, like as follows:

New Computing Science, as the theory and engineering of intelligent information and cognitive computation and the design of smart algorithms and computational systems.

AGI-driven Computing Science is about creating a human-machine distributed network intelligence, a complex smart global data-processing cybernetic-physical systems. It is all about smart global data programs, algorithms and structures, collections of data sets, the relationships among them, and the functions or operations to be applied to the world data processing.

New Maths of reality that studies abstract entities with respect to Reality.

https://www.linkedin.com/pulse/n...

New Real Statistics as dealing with Data-Model-Reality where Causality is replacing Correlation.

New Real Data Science and Technology: “Data science is only as much of a science as it facilitates the interpretation of data – a two-body problem, connecting data to reality. Data alone are hardly a science, regardless how big they get and how skillfully they are manipulated”. [Judea Pearl, Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution]

As for technical breakthroughs, AGI is to be constructed as a convergence of natural and machine intelligences, as well as of all the emerging smart technologies:

AI + ANN + Intelligent Automation + Cognitive Robotics + Future Internet + IoT + Cyber-Physical Systems + Human Collective Intelligence

China, USA, Russia and global IT corporations are to invest billions of dollars to be the first to achieve AGI. Some even declared of the historical achievement: https://kimera.ai/

However, Artificial Global Intelligence cannot emerge from model-blind and reality-ignorant deep learning machines.

So, true AGI requires the comprehensive and scientific synergy of Data, Models and Reality, with all the necessary theoretical or technical breakthroughs.

2. Machine, inductive, case-based learning using statistical techniques to give computer systems the ability to "learn" by trial and error from input data, without being programmed.

Applications for the Machine, inductive, case-based learning are just unlimited

AI
Agriculture
Automation
Automated theorem proving
Adaptive websites
Affective computing

Analytics, the discovery, interpretation, and communication of meaningful patterns in data; predictive analytics, prescriptive analytics, enterprise decision management, descriptive analytics, cognitive analytics, Big Data Analytics, retail analytics, supply chain analytics, store assortment and stock-keeping unit optimization, marketing optimization and marketing mix modeling, web analytics, call analytics, speech analytics, sales force sizing and optimization, price and promotion modeling, predictive science, credit risk analysis, and fraud analytics

Big data
Bioinformatics
Brain–machine interfaces
Cheminformatics
Classifying DNA sequences
Computational anatomy
Computer Networks
Telecommunication
Computer vision, including object recognition
Detecting credit-card fraud
General game playing
Industry
Information retrieval
Internet fraud detection
Computational linguistics
Marketing
Machine learning
Machine perception
Machine translation
Automated medical diagnosis
Computational economics
Insurance
Industry
Natural language processing
Natural language understanding
Optimization and metaheuristic
Online advertising
Recommender systems
Robot locomotion
Search engines
Sentiment analysis (or opinion mining)
Sequence mining
Software engineering
Speech and handwriting recognition
Financial market analysis
Structural health monitoring
Syntactic pattern recognition
Time series forecasting
User behavior analytics

3. The Global Data Base (GDB)

Formally, the GDB Information Processing System O is a quadruple

, where
T is the top-level schema;
D is the domain/source schema;
is the universal mapping between T and D, where the sources defined in terms of the global schema or vice versa or mixed or mapping between sources, without top schema;
A is the master algorithm, computing or effecting the universal mapping function, and as the universal classifier underpinning all manner of algorithms: computation or decision algorithms, etc.

And domain knowledge fields, as natural, cognitive, social and technical sciences, address to the ontological classes in all possible details, both theoretically and empirically.

In computer science and information science, a top-level formal ontology is involving a symbolic representation, formal naming, and definition of the categories, properties, and relationships among the data, concepts, and entities substantiating one, many, or all domains.

The GOD could be specified or modelled as an ontology-driven data integration system:

world data integration system is a quadruple <G; S; M; A>, where

is the global schema (over an alphabet AG);
S is the source schema, or source model, a source database of a domain of databases (over an alphabet AS);
M is the mapping between and S, function computable by an algorithm;
is data processing algorithm, associated with processing information, data can be read from an input source, written to an output device and stored for further processing in one or more data structures, as part of the internal state of the entity performing the algorithm.

The GDB Platform facilitates the World Data Integration from many different sources as below to generate actionable knowledge, new intelligence and comprehensive profiles of entities, persons or groups, objects or substances, events or processes, links or relations or structure and patterns in behavior, communication, movement and relationships:
  • Financial transactions data bases
  • Banking data bases
  • Environment Monitoring Data Bank
  • Data Retention Systems
  • Utilities data bases
  • Communications data bases
  • Government data bases
  • Telephone book data bases
  • Telephone billing records
  • Utility billing datasets (electricity, communications, tax)
  • Registry office records
  • Land registry data base
  • Car rental data base
  • Internet Protocol Address GIS
  • Police and criminal records for terrorism, money laundering, kidnapping, insurance fraud, drug trafficking, corruption, child pornography, slave traffic and arms trafficking
  • Data sets for terrorism, cyberterrorism, bioterrorism, chemical terrorism, nuclear terrorism, ecoterrorism, narcoterrorism, domestic terrorism, international terrorism and theo-terrorism
  • Driving License register
  • Traffic control points
  • Vehicle registration data base
  • Credit card transactions
  • Bank account transactions
  • Insurance company data bases
  • Border Control data base
  • Social Network data base
  • Passport data base
  • Finger print data base
  • DNA analysis data base
  • Biometric Data Center
  • Human genome data bases
  • Weather data bases
  • Natural disaster data bases
  • Resource management data bases
  • Big Science data bases
  • Global Brand Database
  • Global Soil Respiration Database and FLUXNET datasets
  • Global space telescopes and satellites datasets, etc.
4. Smart Data Global Platform: Artificial Intelligence + Big Data + the Internet of Things + Blockchain Technology

Digital platforms are becoming the preferred lifestyles and dominant business model in the future. Flows of data and information, searches, communication, video, and transactions now generate more economic value than the global goods trade.

Global digital platforms, as cloud computing systems or mobile platforms or social networks, are used to learn, find work, show your creativity and talent, and build personal networks. A billion and more people have international connections on social media, and multi-millions take part in cross-border e-commerce, participating in a digital globalization.

Digital data flows transmit valuable streams of information and ideas enabling the movement of goods, services, finance, and people. Currently, every type of commerce of transactions could have its digital component.

Most booming business is related with digital big data platforms. For example, the largest global companies, Google, Amazon, Apple, or Facebook, are digital data platforms, in the first places. Quora is a digital platform. Twitter is a digital data platform. Instagram is a digital data platform. Linked-in is a digital data platform. Any website is a digital data platform.

5. A smart city digital platform using electronic data collection sensors to manage urban assets and resources efficiently.

The smart city data collected from citizens, devices, and assets that is processed and analyzed to monitor and manage traffic and transportation systems, power plants, water supply networks, waste management, law enforcement, information systems, schools, libraries, hospitals, and other community services.

The smart city concept integrates AI solutions, advanced ICT, and various physical devices connected to the Internet of things to optimize the efficiency of city operations and services and connect to citizens.

Resources

1. smart world
2. Encyclopedic intelligence
3. Smart Big Data™
4. Smart Data Global Platform
5. AI GOD Architecture
isciencemagazine.uk.com

Introduction to entropy

From Wikipedia, the free encyclopedia https://en.wikipedia.org/wiki/Introduct...