Linear Algebra and Probability for Computer Science Applications

AvErnest Davis

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PDF, Engelska, 2012

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Beskrivning

Based on the author's course at NYU, Linear Algebra and Probability for Computer Science Applications gives an introduction to two mathematical fields that are fundamental in many areas of computer science. The course and the text are addressed to students with a very weak mathematical background. Most of the chapters discuss relevant MATLAB functi

Produktinformation

Utgivningsdatum:2012-05-02
Språk:Engelska
Filformat:PDF
Kopieringsskydd:LCP
ISBN:9781466501591
Förlag:Taylor & Francis Inc

Utforska kategorier

Matematisk statistik inom Naturvetenskap och teknik
Algebra inom Naturvetenskap och teknik
Tillämpad datateknik inom Data och IT

Mer om författaren

Ernest Davis is a computer science professor in the Courant Institute of Mathematical Sciences at New York University. He earned a Ph.D. in computer science from Yale University. Dr. Davis is a member of the American Association of Artificial Intelligence and is a reviewer for many journals. His research primarily focuses on spatial and physical reasoning.

Innehållsförteckning

MATLAB. LINEAR ALGEBRA: Vectors. Matrices. Vector Spaces. Algorithms. Geometry. Change of Basis, DFT, and SVD. PROBABILITY: Probability. Numerical Random Variables. Markov Models. Confidence Intervals. Monte Carlo Methods. Information and Entropy. Maximum Likelihood Estimation. References. Notation. Index.