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  • bic Book Industry Communication::U Computing & information technology::UY Computer science::UYQ Artificial intelligence  (2)
  • Springer Nature  (2)
  • American Chemical Society
  • 1
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    Design of Heuristic Algorithms for Hard Optimization (2022)
    Springer Nature | Springer International Publishing
    Details
    Publication Date: 2022-11-19
    Description: This open access book demonstrates all the steps required to design heuristic algorithms for difficult optimization. The classic problem of the travelling salesman is used as a common thread to illustrate all the techniques discussed. This problem is ideal for introducing readers to the subject because it is very intuitive and its solutions can be graphically represented. The book features a wealth of illustrations that allow the concepts to be understood at a glance. The book approaches the main metaheuristics from a new angle, deconstructing them into a few key concepts presented in separate chapters: construction, improvement, decomposition, randomization and learning methods. Each metaheuristic can then be presented in simplified form as a combination of these concepts. This approach avoids giving the impression that metaheuristics is a non-formal discipline, a kind of cloud sculpture. Moreover, it provides concrete applications of the travelling salesman problem, which illustrate in just a few lines of code how to design a new heuristic and remove all ambiguities left by a general framework. Two chapters reviewing the basics of combinatorial optimization and complexity theory make the book self-contained. As such, even readers with a very limited background in the field will be able to follow all the content.
    Keywords: Algorithms ; Heuristics ; Travelling Salesman ; Local Search ; Metaheuristics ; Combinatorial Optimization ; Artificial Intelligence ; bic Book Industry Communication::K Economics, finance, business & management::KJ Business & management::KJT Operational research ; bic Book Industry Communication::P Mathematics & science::PB Mathematics::PBU Optimization ; bic Book Industry Communication::P Mathematics & science::PB Mathematics::PBK Calculus & mathematical analysis::PBKS Numerical analysis ; bic Book Industry Communication::P Mathematics & science::PD Science: general issues::PDE Maths for scientists ; bic Book Industry Communication::U Computing & information technology::UY Computer science::UYQ Artificial intelligence
    Language: English
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  • 2
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    On the path to AI (2021)
    Springer Nature | Springer
    Details
    Publication Date: 2021-02-10
    Description: This open access book explores machine learning and its impact on how we make sense of the world. It does so by bringing together two ‘revolutions’ in a surprising analogy: the revolution of machine learning, which has placed computing on the path to artificial intelligence, and the revolution in thinking about the law that was spurred by Oliver Wendell Holmes Jr in the last two decades of the 19th century. Holmes reconceived law as prophecy based on experience, prefiguring the buzzwords of the machine learning age—prediction based on datasets. On the path to AI introduces readers to the key concepts of machine learning, discusses the potential applications and limitations of predictions generated by machines using data, and informs current debates amongst scholars, lawyers and policy makers on how it should be used and regulated wisely. Technologists will also find useful lessons learned from the last 120 years of legal grappling with accountability, explainability, and biased data.
    Keywords: Science and Technology Studies ; Human Geography ; IT Law, Media Law, Intellectual Property ; Artificial Intelligence ; AI ; Machine learning ; artificial intelligence ; 'big data' ; probability theory ; history of ideas ; legal interpretation ; Transhumanism ; Futurism ; Oliver Wendell Holmes Jr ; Wendell Holmes Jr. ; legal philosophy ; machine bias ; algorithmic bias ; Open Access ; Sociology ; Human geography ; Entertainment & media law ; Artificial intelligence ; bic Book Industry Communication::J Society & social sciences::JH Sociology & anthropology::JHB Sociology ; bic Book Industry Communication::R Earth sciences, geography, environment, planning::RG Geography::RGC Human geography ; bic Book Industry Communication::L Law::LN Laws of Specific jurisdictions::LNJ Entertainment & media law ; bic Book Industry Communication::U Computing & information technology::UY Computer science::UYQ Artificial intelligence
    Language: English
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