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  • 1
    Electronic Resource
    Electronic Resource
    Springer
    Queueing systems 32 (1999), S. 383-396 
    ISSN: 1572-9443
    Keywords: effective bandwidths ; feedforward networks ; large deviations ; decoupling bandwidths ; output of a switch ; many sources
    Source: Springer Online Journal Archives 1860-2000
    Topics: Computer Science
    Notes: Abstract Consider a switch which queues traffic from many independent input flows. We show that in the large deviations limiting regime in which the number of inputs increases and the service rate and buffer size are increased in proportion, the statistical characteristics of a flow are essentially unchanged by passage through the switch. This significantly simplifies the analysis of networks of switches. It means that each traffic flow in a network can be assigned an effective bandwidth, independent of the other flows, and the behaviour of any switch in the network depends only on the effective bandwidths of the flows using it.
    Type of Medium: Electronic Resource
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  • 2
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    Springer Nature | Springer
    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
    Format: image/jpeg
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