Isbn: 9780387366104 - Information and Complexity in Statistical Modeling (information Science and Statistics) (23 results)

Language: English
Published by Springer, 2007
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Published by Springer, 2007
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Published by Springer, 2007
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Condition: New. pp. 158.

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Published by Springer, 2007
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Condition: New. pp. 158 52:B&W 6.14 x 9.21in or 234 x 156mm (Royal 8vo) Case Laminate on White w/Gloss Lam.

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Published by Springer, 2007
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Language: English
Published by Springer, 2007
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Language: English
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Language: English
Published by Springer, 2007
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Language: English
Published by Springer 1/25/2007, 2007
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Hardback or Cased Book. Condition: New. Information and Complexity in Statistical Modeling. Book.

Language: English
Published by Springer, 2007
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Language: English
Published by Springer, 2007
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Language: English
Published by Springer, 2007
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Language: English
Published by Springer-Verlag New York Inc., US, 2007
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Hardback. Condition: New. 2007 ed. No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data that can be learned with suggested classes of probability models. The intuitive and fundamental concepts of complexity, learnable information, and noise are formalized, which provides a firm information theoretic foundation for statistical modeling. Inspired by Kolmogorov's structure function in the algorithmic theory of complexity, this is accomplished by finding the shortest code length, called the stochastic complexity, with which the data can be encoded when advantage is taken of the models in a suggested class, which amounts to the MDL (Minimum Description Length) principle. The complexity, in turn, breaks up into the shortest code length for the optimal model in a set of models that can be optimally distinguished from the given data and the rest, which defines "noise" as the incompressible part in the data without useful information.Such a view of the modeling problem permits a unified treatment of any type of parameters, their number, and even their structure. Since only optimally distinguished models are worthy of testing, we get a logically sound and straightforward treatment of hypothesis testing, in which for the first time the confidence in the test result can be assessed. Although the prerequisites include only basic probability calculus and statistics, a moderate level of mathematical proficiency would be beneficial. The different and logically unassailable view of statistical modelling should provide excellent grounds for further research and suggest topics for graduate students in all fields of modern engineering, including and not restricted to signal and image processing, bioinformatics, pattern recognition, and machine learning to mention just a few.…

Language: English
Published by Springer, 2007
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Language: English
Published by Springer, 2007
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Language: English
Published by Springer Verlag;, 2007
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gebundene Ausgabe. Condition: Gut. 142 Seiten Der Erhaltungszustand des hier angebotenen Werks ist trotz seiner Bibliotheksnutzung sehr sauber und kann entsprechende Merkmale aufweisen (Rückenschild, Instituts-Stempel.). In ENGLISCHER Sprache. Sprache: Englisch Gewicht in Gramm: 395.

Language: English
Published by SP SPRINGER, 2007
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- International Edition
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Condition: New. Brand New! Fast Delivery This is an International Edition and ship within 24-48 hours. Deliver by FedEx and Dhl, & Aramex, UPS, & USPS and we do accept APO and PO BOX Addresses. Order can be delivered worldwide within 6-10 days and we do have flat rate for up to 2LB. Extra shipping charges will be requested if the Book weight is more than 5 LB. This Item May be shipped from India, United states & United Kingdom. Depending on your location and availability.…

Language: English
Published by Springer, 2007
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Language: English
Published by Springer, 2007
- Hardcover
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hardcover. Condition: New. In shrink wrap. Looks like an interesting title.

Language: English
Published by Springer-Verlag New York Inc., US, 2007
- Hardcover
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Hardback. Condition: New. 2007 ed. No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data that can be learned with suggested classes of probability models. The intuitive and fundamental concepts of complexity, learnable information, and noise are formalized, which provides a firm information theoretic foundation for statistical modeling. Inspired by Kolmogorov's structure function in the algorithmic theory of complexity, this is accomplished by finding the shortest code length, called the stochastic complexity, with which the data can be encoded when advantage is taken of the models in a suggested class, which amounts to the MDL (Minimum Description Length) principle. The complexity, in turn, breaks up into the shortest code length for the optimal model in a set of models that can be optimally distinguished from the given data and the rest, which defines "noise" as the incompressible part in the data without useful information.Such a view of the modeling problem permits a unified treatment of any type of parameters, their number, and even their structure. Since only optimally distinguished models are worthy of testing, we get a logically sound and straightforward treatment of hypothesis testing, in which for the first time the confidence in the test result can be assessed. Although the prerequisites include only basic probability calculus and statistics, a moderate level of mathematical proficiency would be beneficial. The different and logically unassailable view of statistical modelling should provide excellent grounds for further research and suggest topics for graduate students in all fields of modern engineering, including and not restricted to signal and image processing, bioinformatics, pattern recognition, and machine learning to mention just a few.…

Language: English
Published by Springer, 2007
- Hardcover
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Hardcover. Condition: Like New. LIKE NEW. SHIPS FROM MULTIPLE LOCATIONS. book.

Language: English
Published by Springer Verlag, 2007
- Hardcover
Seller: BUCHSERVICE / ANTIQUARIAT Lars Lutzer, Wahlstedt, GermanyBUCHSERVICE / ANTIQUARIAT Lars Lutzer
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Condition: gut. 2007. Information and Complexity in Statistical Modeling. Information Science and Statistics. In englischer Sprache. pages.

Language: English
Published by Springer New York, 2007
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- Print on Demand
Seller: moluna, Greven, Germanymoluna
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Gebunden. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. The author is a distinguished scientist in information theory and statistical modelingThis volume presents a different, yet logically unassailable, view of statistical modeling. It details a method of modeling based on the principle that t. …