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Advanced Mean Field Methods: Theory and Practice (Neural Information Processing)
Advanced Mean Field Methods: Theory and Practice (Neural Information Processing)
This book covers the theoretical foundations of advanced mean field methods, explores the relation between the different approaches, examines the quality of the approximation obtained, and demonstrates their application to various areas of probabilistic modeling.A major problem in modern probabilistic modeling is the huge computational complexity involved in typical calculations with multivariate probability distributions when the number of random variables is large. Because exact computations are infeasible in such cases and Monte Carlo sampling techniques may reach their limits, there is a need for methods that allow for efficient approximate computations. One of the simplest approximations is based on the mean field method, which has a long history in statistical physics. The method is widely used, particularly in the growing field of graphical models.Researchers from disciplines such as statistical physics, computer science, and mathematical statistics are studying ways to improve this and related methods and are exploring novel application areas. Leading approaches include the variational approach, which goes beyond factorizable distributions to achieve systematic improvements; the TAP (Thouless-Anderson-Palmer) approach, which incorporates correlations by including effective reaction terms in the mean field theory; and the more general methods of graphical models.Bringing together ideas and techniques from these diverse disciplines, this book covers the theoretical foundations of advanced mean field methods, explores the relation between the different approaches, examines the quality of the approximation obtained, and demonstrates their application to various areas of probabilistic modeling.

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$25.00



NFL St. Louis Rams Six Different Licensed Trading Card Team Sets
NFL St. Louis Rams Six Different Licensed Trading Card Team Sets
This package is a must for all Saint Louis Rams fans.  You'll get Official Topps and Score NFL team sets from the last six years, featuring your favorite Rams players.

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$35.57



NFL Saint Louis Rams 5 Different Licensed Trading Card Team Sets
NFL Saint Louis Rams 5 Different Licensed Trading Card Team Sets
This package is a must for all Saint Louis Rams fans.  You'll get Official Topps® and Score NFL team sets from the last five years, featuring your favorite Rams players.

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$17.20



2015 Donruss Season Stat Line #14 Sam Bradford NM-MT of 159 Eagles
2015 Donruss Season Stat Line #14 Sam Bradford NM-MT of 159 Eagles
2015 Donruss Season Stat Line #14 Sam Bradford NM-MT of 159 Eagles

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2015 Donruss Gridiron Kings Career Stat Line #274 Sam Bradford NM-MT /586 Eagles
2015 Donruss Gridiron Kings Career Stat Line #274 Sam Bradford NM-MT /586 Eagles
2015 Donruss Gridiron Kings Career Stat Line #274 Sam Bradford NM-MT /586 Eagles

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2017 Panini Donruss Football Season Stat Line /400 #68 Sam Bradford Vikings
2017 Panini Donruss Football Season Stat Line /400 #68 Sam Bradford Vikings
2017 Panini Donruss Football Season Stat Line /400 #68 Sam Bradford Vikings

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2015 Donruss Stat Line Career #14 Sam Bradford /225 - NM-MT
2015 Donruss Stat Line Career #14 Sam Bradford /225 - NM-MT
2015 Panini Group trading card in near mint/mint condition, authenticated by Seller

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2016 Donruss Football Stat Line Season #227 Sam Bradford NM/M (Near Mint/Mint)
2016 Donruss Football Stat Line Season #227 Sam Bradford NM/M (Near Mint/Mint)
Mailed In bubble wrap envelope. Card is nm/mint. SERIALLY NUMBERED OUT OF 346. ONLY 346 MADE.

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2015 Donruss Stat Line Season #14 Sam Bradford /159 - NM-MT
2015 Donruss Stat Line Season #14 Sam Bradford /159 - NM-MT
2015 Panini Group trading card in near mint/mint condition, authenticated by Seller

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2015 Donruss Stat Line Season #274 Sam Bradford GK /328 - NM-MT
2015 Donruss Stat Line Season #274 Sam Bradford GK /328 - NM-MT
2015 Panini Group trading card in near mint/mint condition, authenticated by Seller

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