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Refinements of Universal Approximation Results for Deep Belief Networks and Restricted Boltzmann Machines

JOURNAL ARTICLE published May 2011 in Neural Computation

Authors: Guido Montufar | Nihat Ay

Maximal Information Divergence from Statistical Models Defined by Neural Networks

BOOK CHAPTER published 2013 in Lecture Notes in Computer Science

Authors: Guido Montúfar | Johannes Rauh | Nihat Ay

Scaling of model approximation errors and expected entropy distances

JOURNAL ARTICLE published 22 May 2014 in Kybernetika

Authors: Guido F. Montúfar | Johannes Rauh

Selection Criteria for Neuromanifolds of Stochastic Dynamics

BOOK CHAPTER published 2013 in Advances in Cognitive Neurodynamics (III)

Authors: Nihat Ay | Guido Montúfar | Johannes Rauh

On the Fisher Metric of Conditional Probability Polytopes

JOURNAL ARTICLE published 6 June 2014 in Entropy

Authors: Guido Montúfar | Johannes Rauh | Nihat Ay

Universal Approximation Depth and Errors of Narrow Belief Networks with Discrete Units

JOURNAL ARTICLE published July 2014 in Neural Computation

Authors: Guido F. Montúfar

Escaping the Convex Hull with Extrapolated Vector Machines

BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14

Authors: Patrick Haffner

Support Vector Machines on a Budget

BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19

Authors: Ofer Dekel | Yoram Singer

Cross-Validation, Bootstrap, and Support Vector Machines

JOURNAL ARTICLE published 27 July 2011 in Advances in Artificial Neural Systems

Authors: Masaaki Tsujitani | Yusuke Tanaka

Simplifying Mixture Models through Function Approximation

BOOK CHAPTER published 7 September 2007 in Advances in Neural Information Processing Systems 19

Authors: Kai Zhang | James T. Kwok

Incorporating Invariances in Nonlinear Support Vector Machines

BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14

Authors: Olivier Chapelle | Bernhard Schölkopf

Restricted Linear Information Systems

BOOK CHAPTER published in Advances in Soft Computing

Authors: Mikhail Ju. Moshkov

Adaptive Nearest Neighbor Classification using Support Vector Machines

BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14

Authors: Carlotta Domeniconi | Dimitrios Gunopulos

POWER SYSTEM NETWORK TOPOLOGY PROCESSING BASED ON ARTIFICIAL NEURAL NETWORKS

JOURNAL ARTICLE published April 1998 in Electric Machines & Power Systems

Authors: D. M. VINOD KUMAR | S. C. SRIVASTAVA

Refinements of Approximation Results of Conditional Restricted Boltzmann Machines

JOURNAL ARTICLE published March 2023 in IEEE Transactions on Neural Networks and Learning Systems

Research funded by National Natural Science Foundation of China (11901113) | Guangzhou Science and Technology Plan Project (201904010225) | Guangdong Natural Science Foundation (2020A1515110951)

Authors: Linyan Gu | Lihua Yang | Feng Zhou

Asymptotic Universality for Learning Curves of Support Vector Machines

BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14

Authors: Manfred Opper | Robert Urbanczik

Kernel Machines and Boolean Functions

BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14

Authors: Adam Kowalczyk | Alex J. Smola | Robert C. Williamson

Optimal semi-online algorithms for scheduling problems with reassignment on two identical machines

JOURNAL ARTICLE published April 2011 in Information Processing Letters

Authors: Xiao Min | Jing Liu | Yuqing Wang

Novel Iteration Schemes for the Cluster Variation Method

BOOK CHAPTER published 8 November 2002 in Advances in Neural Information Processing Systems 14

Authors: Hilbert J. Kappen | Wim Wiegerinck

Approximation algorithms for restricted Bayesian network structures

JOURNAL ARTICLE published September 2008 in Information Processing Letters

Authors: Valentin Ziegler