Download ebook Change of Representation and Inductive Bias
Download ebook Change of Representation and Inductive Bias
---------------------------------------------------------------
Author: D. Paul Benjamin
Page Count: 356 pages
Published Date: 30 Sep 2011
Publisher: Springer-Verlag New York Inc.
Publication Country: New York, United States
Language: English
Format: eBook
ISBN: 9781461288176
Download Link: Change of Representation and Inductive Bias
---------------------------------------------------------------
Change of Representation and Inductive Bias One of the most important emerging concerns of machine learning researchers is the dependence of their learning programs on the underlying representations, especially on the languages used to describe hypotheses. The effectiveness of learning algorithms is very sensitive to this choice of language; choosing too large a language permits too many possible hypotheses for a program to consider, precluding effective learning, but choosing too small a language can prohibit a program from being able to find acceptable hypotheses. This dependence is not just a pitfall, however; it is also an opportunity. The work of Saul Amarel over the past two decades has demonstrated the effectiveness of representational shift as a problem-solving technique. An increasing number of machine learning researchers are building programs that learn to alter their language to improve their effectiveness. At the Fourth Machine Learning Workshop held in June, 1987, at the University of California at Irvine, it became clear that the both the machine learning community and the number of topics it addresses had grown so large that the representation issue could not be discussed in sufficient depth. A number of attendees were particularly interested in the related topics of constructive induction, problem reformulation, representation selection, and multiple levels of abstraction. Rob Holte, Larry Rendell, and I decided to hold a workshop in 1988 to discuss these topics. To keep this workshop small, we decided that participation be by invitation only.
Read online Change of Representation and Inductive Bias Buy Change of Representation and Inductive Bias Download and read Change of Representation and Inductive Bias ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent Download to iPad/iPhone/iOS, B&N nook Change of Representation and Inductive Bias ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent
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Change of Representation and Inductive Bias. D. Paul Benjamin
Author: D. Paul Benjamin
Page Count: 356 pages
Published Date: 30 Sep 2011
Publisher: Springer-Verlag New York Inc.
Publication Country: New York, United States
Language: English
Format: eBook
ISBN: 9781461288176
Download Link: Change of Representation and Inductive Bias
---------------------------------------------------------------
Change of Representation and Inductive Bias One of the most important emerging concerns of machine learning researchers is the dependence of their learning programs on the underlying representations, especially on the languages used to describe hypotheses. The effectiveness of learning algorithms is very sensitive to this choice of language; choosing too large a language permits too many possible hypotheses for a program to consider, precluding effective learning, but choosing too small a language can prohibit a program from being able to find acceptable hypotheses. This dependence is not just a pitfall, however; it is also an opportunity. The work of Saul Amarel over the past two decades has demonstrated the effectiveness of representational shift as a problem-solving technique. An increasing number of machine learning researchers are building programs that learn to alter their language to improve their effectiveness. At the Fourth Machine Learning Workshop held in June, 1987, at the University of California at Irvine, it became clear that the both the machine learning community and the number of topics it addresses had grown so large that the representation issue could not be discussed in sufficient depth. A number of attendees were particularly interested in the related topics of constructive induction, problem reformulation, representation selection, and multiple levels of abstraction. Rob Holte, Larry Rendell, and I decided to hold a workshop in 1988 to discuss these topics. To keep this workshop small, we decided that participation be by invitation only.
Read online Change of Representation and Inductive Bias Buy Change of Representation and Inductive Bias Download and read Change of Representation and Inductive Bias ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent Download to iPad/iPhone/iOS, B&N nook Change of Representation and Inductive Bias ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent
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