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    1. Data och IT
    2. Systemvetenskap och AI

    Probability and Statistics for Computer Scientists

    AvMichael Baron

    Inbunden, Engelska, 2019

    1 762 kr

    Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt över 249 kr.

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    E-bok

    2 096 kr

    E-bok

    2 096 kr

    Beskrivning

    Praise for the Second Edition:"The author has done his homework on the statistical tools needed for the particular challenges computer scientists encounter... [He] has taken great care to select examples that are interesting and practical for computer scientists. ... The content is illustrated with numerous figures, and concludes with appendices and an index. The book is erudite and … could work well as a required text for an advanced undergraduate or graduate course." ---Computing ReviewsProbability and Statistics for Computer Scientists, Third Edition helps students understand fundamental concepts of Probability and Statistics, general methods of stochastic modeling, simulation, queuing, and statistical data analysis; make optimal decisions under uncertainty; model and evaluate computer systems; and prepare for advanced probability-based courses. Written in a lively style with simple language and now including R as well as MATLAB, this classroom-tested book can be used for one- or two-semester courses.Features:Axiomatic introduction of probabilityExpanded coverage of statistical inference and data analysis, including estimation and testing, Bayesian approach, multivariate regression, chi-square tests for independence and goodness of fit, nonparametric statistics, and bootstrapNumerous motivating examples and exercises including computer projectsFully annotated R codes in parallel to MATLABApplications in computer science, software engineering, telecommunications, and related areasIn-Depth yet Accessible Treatment of Computer Science-Related TopicsStarting with the fundamentals of probability, the text takes students through topics heavily featured in modern computer science, computer engineering, software engineering, and associated fields, such as computer simulations, Monte Carlo methods, stochastic processes, Markov chains, queuing theory, statistical inference, and regression. It also meets the requirements of the Accreditation Board for Engineering and Technology (ABET).

    Produktinformation

    • Utgivningsdatum:2019-06-14
    • Mått:178 x 254 x 36 mm
    • Vikt:1 060 g
    • Format:Inbunden
    • Språk:Engelska
    • Antal sidor:486
    • Upplaga:3
    • Förlag:Taylor & Francis Ltd
    • ISBN:9781138044487

    Utforska kategorier

    • Systemvetenskap och AI inom Data och IT
    • Matematisk statistik inom Naturvetenskap och teknik

    Mer om författaren

    Michael Baron is a professor of statistics at the American University in Washington, DC. He has published two books and numerous research articles and book chapters. Dr. Baron is a fellow of the American Statistical Association, a member of the International Society for Bayesian Analysis, and an associate editor of the Journal of Sequential Analysis. In 2007, he was awarded the Abraham Wald Prize in Sequential Analysis. His research focuses on the use of sequential analysis, change-point detection, and Bayesian inference in epidemiology, clinical trials, cyber security, energy, finance, and semiconductor manufacturing. He received a Ph.D. in statistics from the University of Maryland.

    Innehållsförteckning

    • 1. Introduction and Overview 2. Probability 3. Discrete Random Variables and Their Distributions 4. Continuous Distributions 5. Computer Simulations and Monte Carlo Methods 6. Stochastic Processes 7. Queuing Systems 8. Introduction to Statistics 9. Statistical Inference I 10. Statistical Inference II 11. Regression 12. Appendix