01901n00 a220045700 4500 33404 20240109131502.0 150620 2553 THAmd a001 0 eng u 9781466583283 PITLIB TJ230 .M268 2015 Marsland, Stephen 43342 Machine learning: an algorithmic perspective / Stephen Marsland [book] 2nd ed Boca Raton: CRC Press, 2015. 4402 437p: ill. •L012– New Arrivals- Sep. 2015 Machine Learning 43343 0022 วิศวกรรมศาสตรบัณฑิต สาขาวิศวกรรมอุตสาหการ IE (ป.ตรี) 49 BK 1 CHAPTER 1 Intorduction p.1 CHAPTER2 preliminaries หน้า 15 CHAPTER 3 Neurons,NEUR Networks, and Linear Discriminats p.39 CHAPTER4 The Multi-layer Perceptron p.71 CHAPTER5 Radial Basis Functions and Splines p. 111 CHAPTER 6 Dimensionality Reduction p. 129 CHAPTER7 Probabilistic Learning p.153 CHAPTER8 Support Vector Machines p.169 CHAPTER 9 Optimistion and Search p.189 CHAPTER10 Evolutionary Learning p.211 CHAPTER11 Reinforcement Learning p.231 CHAPTER 12 Learning with Trees p.249 CHAPTER 13 Decision by Committee: Ensemble Learning p.267 CHAPTER 14 Unsupervised Learning p.281 CHAPTER 15 Morkov Chain Monte Carlo (MCMC) Methods p.305 CHAPTER 16 Graphical Models p.321 CHAPTER 17 Symmetric Weights and Deep Belief Networks p.359 CHAPTER 18 Gaussian Processes p.395 33404 33404 33404 0 0 lcc 0 0 BKE PIMLIB PIMLIB GEN-EN 2015-06-20 2987.75 0130000041507 14 4 5 TJ230 .M268 2015 32550000234134 2024-03-18 2024-01-09 2987.75 2023-05-09 BK