Machine learning in non-stationary environments introduction to covariate shift adaptation

This volume focuses on a specific non-stationary environment known as covariate shift, in which the distributions of inputs (queries) changes but the conditional distributions of outputs (answers) is unchanged, and presents machine learning theory algorithms, and applications to overcome this variet...

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Bibliographic Details
Main Author: Sugiyama, Masashi, 1974-
Other Authors: Kawanabe, Motoaki.
Format: eBook
Language: English
Published: Cambridge, Mass. : MIT Press, c2012.
Series: Adaptive computation and machine learning.
Subjects:
Machine learning.
elektronické knihy
electronic books
ISBN: 9780262301220
Physical Description: 1 online zdroj (xiv, 261 p.) : ill.

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020 |a 9780262301220  |q (ebook) 
035 |a (OCoLC)784949353  |z (OCoLC)794489207 
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100 1 |a Sugiyama, Masashi,  |d 1974- 
245 1 0 |a Machine learning in non-stationary environments  |h [elektronický zdroj] :  |b introduction to covariate shift adaptation /  |c Masashi Sugiyama and Motoaki Kawanabe. 
260 |a Cambridge, Mass. :  |b MIT Press,  |c c2012. 
300 |a 1 online zdroj (xiv, 261 p.) :  |b ill. 
490 1 |a Adaptive computation and machine learning 
504 |a Includes bibliographical references and index. 
520 8 |a This volume focuses on a specific non-stationary environment known as covariate shift, in which the distributions of inputs (queries) changes but the conditional distributions of outputs (answers) is unchanged, and presents machine learning theory algorithms, and applications to overcome this variety of non-stationarity. 
506 |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty univerzity 
650 0 |a Machine learning. 
655 7 |a elektronické knihy  |7 fd186907  |2 czenas 
655 9 |a electronic books  |2 eczenas 
700 1 |a Kawanabe, Motoaki. 
776 0 8 |i Print version:  |a Sugiyama, Masashi, 1974-  |t Machine learning in non-stationary environments.  |d Cambridge, Mass. : MIT Press, c2012  |z 9780262017091  |w (DLC) 2011032824  |w (OCoLC)752909553 
830 0 |a Adaptive computation and machine learning. 
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992 |a BK  |c EBOOK-TN  |c MITPRESS 
999 |c 74917  |d 74917 
993 |x NEPOSILAT  |y EIZ 

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