FAIR Principles
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FAIR Principles
FAIR data is data which meets the FAIR principles of findability, accessibility, interoperability, and reusability (FAIR). The acronym and principles were defined in a March 2016 paper in the journal '' Scientific Data'' by a consortium of scientists and organizations. The FAIR principles emphasize machine-actionability (i.e., the capacity of computational systems to find, access, interoperate, and reuse data with none or minimal human intervention) because humans increasingly rely on computational support to deal with data as a result of the increase in the volume, complexity, and rate of production of data. Material was copied from this source, which is available under Creative Commons Attribution 4.0 International License The abbreviation is sometimes used to indicate that the dataset or database in question complies with the FAIR principles and also carries an explicit data‑capable open license. FAIR principles published by GO FAIR Acceptance and implementation B ...
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Controlled Vocabulary
A controlled vocabulary provides a way to organize knowledge for subsequent retrieval. Controlled vocabularies are used in subject indexing schemes, subject headings, thesauri, taxonomies and other knowledge organization systems. Controlled vocabulary schemes mandate the use of predefined, preferred terms that have been preselected by the designers of the schemes, in contrast to natural language vocabularies, which have no such restriction. In library and information science In library and information science, controlled vocabulary is a carefully selected list of words and phrases, which are used to tag units of information (document or work) so that they may be more easily retrieved by a search. Controlled vocabularies solve the problems of homographs, synonyms and polysemes by a bijection between concepts and preferred terms. In short, controlled vocabularies reduce unwanted ambiguity inherent in normal human languages where the same concept can be given different name ...
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Data Management
Data management comprises all disciplines related to handling data as a valuable resource, it is the practice of managing an organization's data so it can be analyzed for decision making. Concept The concept of data management emerged alongside the evolution of computing technology. In the 1950s, as computers became more prevalent, organizations began to grapple with the challenge of organizing and storing data efficiently. Early methods relied on punch cards and manual sorting, which were labor-intensive and prone to errors. The introduction of database management systems in the 1970s marked a significant milestone, enabling structured storage and retrieval of data. By the 1980s, relational database models revolutionized data management, emphasizing the importance of data as an asset and fostering a data-centric mindset in business. This era also saw the rise of data governance practices, which prioritized the organization and regulation of data to ensure quality and complian ...
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Artificial Intelligence
Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of research in computer science that develops and studies methods and software that enable machines to machine perception, perceive their environment and use machine learning, learning and intelligence to take actions that maximize their chances of achieving defined goals. High-profile applications of AI include advanced web search engines (e.g., Google Search); recommendation systems (used by YouTube, Amazon (company), Amazon, and Netflix); virtual assistants (e.g., Google Assistant, Siri, and Amazon Alexa, Alexa); autonomous vehicles (e.g., Waymo); Generative artificial intelligence, generative and Computational creativity, creative tools (e.g., ChatGPT and AI art); and Superintelligence, superhuman play and analysis in strategy games (e.g., ...
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Data Mining
Data mining is the process of extracting and finding patterns in massive data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and statistics with an overall goal of extracting information (with intelligent methods) from a data set and transforming the information into a comprehensible structure for further use. Data mining is the analysis step of the " knowledge discovery in databases" process, or KDD. Aside from the raw analysis step, it also involves database and data management aspects, data pre-processing, model and inference considerations, interestingness metrics, complexity considerations, post-processing of discovered structures, visualization, and online updating. The term "data mining" is a misnomer because the goal is the extraction of patterns and knowledge from large amounts of data, not the extraction (''mining'') of data itself. It also is a buzzwo ...
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Nature (journal)
''Nature'' is a British weekly scientific journal founded and based in London, England. As a multidisciplinary publication, ''Nature'' features Peer review, peer-reviewed research from a variety of academic disciplines, mainly in science and technology. It has core editorial offices across the United States, continental Europe, and Asia under the international scientific publishing company Springer Nature. ''Nature'' was one of the world's most cited scientific journals by the Science Edition of the 2022 ''Journal Citation Reports'' (with an ascribed impact factor of 50.5), making it one of the world's most-read and most prestigious academic journals. , it claimed an online readership of about three million unique readers per month. Founded in the autumn of 1869, ''Nature'' was first circulated by Norman Lockyer and Alexander MacMillan (publisher), Alexander MacMillan as a public forum for scientific innovations. The mid-20th century facilitated an editorial expansion for the j ...
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Times Higher Education
''Times Higher Education'' (''THE''), formerly ''The Times Higher Education Supplement'' (''The THES''), is a British magazine reporting specifically on news and issues related to higher education. Ownership TPG Capital acquired TSL Education from Charterhouse in a £400 million deal in July 2013 and rebranded TSL Education, of which ''Times Higher Education'' was a part, as TES Global. The acquisition by TPG marked the third change of ownership in less than a decade for Times Higher Education, which was previously owned by News International before being acquired by Exponent Private Equity in 2005. In March 2019, private equity group Inflexion Pvt. Equity Partners LLP acquired ''Times Higher Education'' from TPG Capital, becoming THE's fourth owners in 15 years. Following the acquisition by the private equity group, ''Times Higher Education'' was carved out as an independent entity from TES Global. The investment was made by Inflexion's dedicated mid-market buyout funds. Th ...
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Gaborone
Gaborone ( , , ) is the Capital city, capital and List of cities in Botswana, largest city of Botswana, with a population of 246,325 based on the 2022 census, about 10% of the total population of Botswana. Its metropolitan area is home to 534,842 inhabitants at the 2022 census. Gaborone is situated between Kgale Hill and Oodi Hill, near the confluence of the Notwane River and Segoditshane River in the southeastern corner of Botswana, within from the South African border. The city is served by the Sir Seretse Khama International Airport. It is an administrative district in its own right, but is the capital of the surrounding South-East District (Botswana), South-East District. Locals often refer to the city as ''GC or Motse-Mshate''. The city of Gaborone is named after Chief Gaborone of the Tlokwa people, who once controlled land nearby. Because it was not affiliated with any specific indigenous group and was close to fresh water, the city was New town, planned to be the capi ...
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CARE Principles For Indigenous Data Governance
The CARE Principles for Indigenous Data Governance are a set of principles intended to guide open data projects in engaging Indigenous Peoples rights and interests. CARE was created in 2019 by the International Indigenous Data Sovereignty Interest Group, a group that is a part of the Research Data Alliance. It outlines collective rights related to open data in the context of the United Nations Declaration on the Rights of Indigenous Peoples and Indigenous data sovereignty. CARE is an acronym which stands for Collective Benefit, Authority to Control, Responsibility, Ethics. The CARE Principles are 'people and purpose-oriented, reflecting the crucial role of data in advancing Indigenous innovation and self-determination', and intended as a complement to the data-oriented perspective of other standards such as FAIR data (findable, accessible, interoperable, reusable). The CARE principles have been embedded into the Beta version of Standardised Data on Initiatives (STARDIT). CARE pr ...
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Association Of European Research Libraries
The Association of European Research Libraries (Ligue des Bibliothèques Européennes de Recherche or LIBER) is a professional association of national and university research libraries in Europe. As of 2018 its membership includes some 400 organizations. It operates as a Dutch foundation, with headquarters in the Koninklijke Bibliotheek in The Hague. Overview The origin of LIBER sprang from a 1968 meeting of the International Federation of Library Associations. Among its founders was Swiss librarian . LIBER held its first conference in Strasbourg in 1971, and continues meeting annually. Its 2018 conference will take place in Lille. The group also publishes an open access Open access (OA) is a set of principles and a range of practices through which nominally copyrightable publications are delivered to readers free of access charges or other barriers. With open access strictly defined (according to the 2001 de ... journal about librarianship, ''LIBER Quarterly.'' Presiden ...
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Research Data Alliance
The Research Data Alliance (RDA) is a global research community-driven organization started in 2013 by the European Commission, the US National Science Foundation and National Institute of Standards and Technology, and the Australian Department of Industry, Innovation, Climate Change, Science, Research and Tertiary Education, Department of Innovation. Its mission is to build the social and technical bridges to enable open sharing and re-use of data.Research Data Alliance (2018"About RDA" Web Page. Accessed 2018-04-27 The RDA vision is researchers and innovators openly sharing and resuing data across technologies, disciplines, and countries to address the grand challenges of society. In its initial years, the RDA was major recipient of support in the form of grants from its constituent members' governments. Since 2017, the RDA is sustained by its Organisational and Regional members. As of March 2025, the RDA has over 15,000 individual members from over 150 countries.Research Data A ...
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