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Title: Pattern recognition and machine learning / Christopher M. Bishop.
Information science and statistics
Information science and statistics.
Author: Bishop, Christopher M., author.
General Notes: Textbook for graduates., Textbook for graduates.

Publisher: Springer,
Publication Place: New York :
ISBN: 0387310738
9780387310732
1493938436
9781493938438
Subject: Pattern perception.
Pattern recognition systems.
Machine learning.
Reconnaissance des formes (Informatique) -- Manuels d'enseignement sup�erieur.
Apprentissage automatique -- Manuels d'enseignement sup�erieur.
Reconnaissance des formes (Informatique) -- Probl�emes et exercices.
Apprentissage automatique -- Probl�emes et exercices.
Statistique math�ematique.
54.74 pattern recognition, image processing.
Machine learning.
Pattern perception.
Pattern recognition systems.
Maschinelles Lernen
Patroonherkenning.
Machine-learning.
Redes neurais.
Reconhecimento de padr�oes.
Aprendizado computacional.
MACHINE LEARNING.
54.74 pattern recognition, image processing.
Mustererkennung.
Series: Information science and statistics
Information science and statistics.
Contents: Introduction. Example : polynomial curve fitting ; Probability theory ; Model selection ; The curse of dimensionality ; Decision theory ; Information theory -- Probability distributions. Binary variables ; Multinomial variables ; The Gaussian distribution ; The exponential family ; Nonparametric methods -- Linear models for regression. Linear basis function models ; The bias-variance decomposition ; Bayesian linear regression ; Bayesian model comparison ; The evidence approximation ; Limitations of fixed basis functions -- Linear models for classification. Discriminant functions ; Probabilistic generative models ; Probabilistic discriminative models ; The Laplace approximation ; Bayesian logistic regression -- Neural networks. Feed-forward network functions ; Network training ; Error backpropagation ; The Hessian matrix ; Regularization in neural networks ; Mixture density networks ; Bayesian neural networks -- Kernel methods. Dual representations ; Constructing kernels ; Radial basis function networks ; Gaussian processes -- Sparse Kernel machines. Maximum margin classifiers ; Relevance vector machines -- Graphical models. Bayesian networks ; Conditional independence ; Markov random fields ; Inference in graphical models -- Mixture models and EM. K-means clustering ; Mixtures of Gaussians ; An alternative view of EM ; The EM algorithm in general -- Approximate inference. Variational inference ; Illustration : variational mixture of Gaussians ; Variational linear regression ; Exponential family distributions ; Local variational methods ; Variational logistic regression ; Expectation propagation -- Sampling methods. Basic sampling algorithms ; Markov chain Monte Carlo ; Gibbs sampling ; Slice sampling ; The hybrid Monte Carlo algorithm ; Estimating the partition function-- Continuous latent variables. Principal component analysis ; Probabilistic PCA ; Kernel PCA ; Nonlinear latent variable models -- Sequential data. Markov models ; Hidden Markov models ; Linear dynamical systems -- Combining models. Bayesian model averaging ; Committees ; Boosting ; Tree-based models ; Conditional mixture models -- Data sets -- Probability distributions -- Properties of matrices -- Calculus of variations -- Lagrange multipliers.

Physical Description: xx, 738 pages : illustrations (chiefly color) ;

Electronic Location: http://catdir.loc.gov/catdir/enhancements/fy0818/2006922522-t.html
http://swbplus.bsz-bw.de/bsz250316129inh.htm
http://swbplus.bsz-bw.de/bsz28047668xinh.htm
http://www.ulb.tu-darmstadt.de/tocs/198320841.pdf
http://digitool.hbz-nrw.de:1801/webclient/DeliveryManager?pid=3283721&custom_att_2=simple_viewer
http://swbplus.bsz-bw.de/bsz250316129cov.htm
http://swbplus.bsz-bw.de/bsz250316129kap.htm
http://catdir.loc.gov/catdir/enhancements/fy0818/2006922522-d.html
http://swbplus.bsz-bw.de/bsz250316129vor.htm

Publication Date: �2006.

	Agency:	Collection:	Call No.:	Item Type:	Status:	Copy:	Barcode:	Media Type:
	Muta Main Library	General	006.4 BIS	Normal Circulation	Shelving Cart	1	MU20106306	Book