Probability and Statistics for Computer Science

Front Matter ....Pages i-xxiv
Front Matter ....Pages 1-1
 First Tools for Looking at Data  (David Forsyth)....Pages 3-27
 Looking at Relationships  (David Forsyth)....Pages 29-50
Front Matter ....Pages 51-51
 Basic Ideas in Probability  (David Forsyth)....Pages 53-85
 Random Variables and Expectations  (David Forsyth)....Pages 87-114
 Useful Probability Distributions  (David Forsyth)....Pages 115-137
Front Matter ....Pages 139-139
 Samples and Populations  (David Forsyth)....Pages 141-157
 The Significance of Evidence  (David Forsyth)....Pages 159-177
 Experiments  (David Forsyth)....Pages 179-196
 Inferring Probability Models from Data  (David Forsyth)....Pages 197-222
Front Matter ....Pages 223-223
 Extracting Important Relationships in High Dimensions  (David Forsyth)....Pages 225-252
 Learning to Classify  (David Forsyth)....Pages 253-279
 Clustering: Models of High Dimensional Data  (David Forsyth)....Pages 281-304
 Regression  (David Forsyth)....Pages 305-330
 Markov Chains and Hidden Markov Models  (David Forsyth)....Pages 331-351
Front Matter ....Pages 353-353
 Resources and Extras  (David Forsyth)....Pages 355-361
Back Matter ....Pages 363-367