Machine Learning by Dr. Sergios Theodoridis
Look inside with Google Book Preview
Machine Learning
By Dr. Sergios Theodoridis

Machine Learning

A Bayesian and Optimization Perspective

By (author) See other recent books by Dr. Sergios Theodoridis
Format: Hardback

Normal Price: $117.95
Your Price: $106.16 AUD, inc. GST
Shipping: $7.95 per order
You Save: $11.80! (10% off normal price)
Plus...earn $5.31 in Boomerang Bucks
Availability: Available Available to Backorder, No Due Date for Supply



Machine Learning by Dr. Sergios Theodoridis

Book Description

This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches -which are based on optimization techniques - together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models. The book presents the major machine learning methods as they have been developed in different disciplines, such as statistics, statistical and adaptive signal processing and computer science. Focusing on the physical reasoning behind the mathematics, all the various methods and techniques are explained in depth, supported by examples and problems, giving an invaluable resource to the student and researcher for understanding and applying machine learning concepts. The book builds carefully from the basic classical methods to the most recent trends, with chapters written to be as self-contained as possible, making the text suitable for different courses: pattern recognition, statistical/adaptive signal processing, statistical/Bayesian learning, as well as short courses on sparse modeling, deep learning, and probabilistic graphical models. * All major classical techniques: Mean/Least-Squares regression and filtering, Kalman filtering, stochastic approximation and online learning, Bayesian classification, decision trees, logistic regression and boosting methods.* The latest trends: Sparsity, convex analysis and optimization, online distributed algorithms, learning in RKH spaces, Bayesian inference, graphical and hidden Markov models, particle filtering, deep learning, dictionary learning and latent variables modeling.* Case studies - protein folding prediction, optical character recognition, text authorship identification, fMRI data analysis, change point detection, hyperspectral image unmixing, target localization, channel equalization and echo cancellation, show how the theory can be applied.* MATLAB code for all the main algorithms are available on an accompanying website, enabling the reader to experiment with the code.

Buy Machine Learning book by Dr. Sergios Theodoridis from Australia's Online Bookstore, Boomerang Books.


Book Details

ISBN: 9780128015223
ISBN-10: 0128015225
Format: Hardback
(240mm x 197mm x 51mm)
Pages: 1062
Imprint: Academic Press Inc
Publisher: Elsevier Science Publishing Co Inc
Publish Date: 8-May-2015
Country of Publication: United States

Books By Author Dr. Sergios Theodoridis

Academic Press Library in Signal Processing by Dr. Sergios Theodoridis Academic Press Library in Signal Processing, Hardback (May 2014)

Signal processing is an essential aspect of mobile and wireless communications, electronic systems, and biomedical engineering. This book gives a review of the principles, methods and techniques of vital and emerging research topics and technologies in Image and Video Compression and Multimedia Security.

Academic Press' Library in Signal Processing by Dr. Sergios Theodoridis Academic Press' Library in Signal Processing, Hardback (September 2013)

Gives a review of the principles, methods and techniques of important and emerging research topics and technologies in machine learning and advanced signal processing theory.

Introduction to Pattern Recognition: A MATLAB Approach by Dr. Sergios Theodoridis Introduction to Pattern Recognition: A MATLAB Approach, Paperback (April 2010)

An accompanying manual to "Theodoridis/Koutroumbas, Pattern Recognition", that includes Matlab code of the most common methods and algorithms in the book, together with a descriptive summary and solved examples, and including real-life data sets in imaging and audio recognition.

Pattern Recognition by Dr. Sergios Theodoridis Pattern Recognition, Hardback (November 2008)

Considers classical and theory and practice, of supervised, unsupervised and semi-supervised pattern recognition, to build a complete background for professionals and students of engineering. This book provides an self-contained volume encapsulating this spectrum of information.

» View all books by Dr. Sergios Theodoridis

Reviews

» Have you read this book? We'd like to know what you think about it - write a review about Machine Learning book by Dr. Sergios Theodoridis and you'll earn 50c in Boomerang Bucks loyalty dollars (you must be a member - it's free to sign up!)

Write a book review


Author Biography - Dr. Sergios Theodoridis

Sergios Theodoridis is Professor of Signal Processing and Machine Learning in the Department of Informatics and Telecommunications of the University of Athens. He is the co-author of the bestselling book, Pattern Recognition, and the co-author of Introduction to Pattern Recognition: A MATLAB Approach. He serves as Editor-in-Chief for the IEEE Transactions on Signal Processing, and he is the co-Editor in Chief with Rama Chellapa for the Academic Press Library in Signal Processing. He has received a number of awards including the 2014 IEEE Signal Processing Magazine Best Paper Award, the 2009 IEEE Computational Intelligence Society Transactions on Neural Networks Outstanding Paper Award, the 2014 IEEE Signal Processing Society Education Award, the EURASIP 2014 Meritorious Service Award, and he has served as a Distinguished Lecturer for the IEEE Signal Processing Society and the IEEE Circuits and Systems Society. He is a Fellow of EURASIP and a Fellow of IEEE.

Boomerang Bucks close

For every $20 you spend on books, you will receive $1 in Boomerang Bucks loyalty dollars. You can use your Boomerang Bucks as a credit towards a future purchase from Boomerang Books. Note that you must be a Member (free to sign up) and that conditions do apply.

Recent books by Dr. Sergios Theodoridis close
Academic Press Library in Signal Processing by Dr. Sergios Theodoridis
Academic Press' Library in Signal Processing by Dr. Sergios Theodoridis
Academic Press' Library in Signal Processing by Dr. Sergios Theodoridis
Academic Press Library in Signal Processing by Dr. Sergios Theodoridis
Academic Press' Library in Signal Processing by Dr. Sergios Theodoridis
Introduction to Pattern Recognition: A MATLAB Approach by Dr. Sergios Theodoridis
Pattern Recognition by Dr. Sergios Theodoridis
»
BoomerangBooks.com.au close