Bethe Free energy and contrastive divergence approximations for undirected graphical models Export

@misc{citeulike:1903622, abstract = {Bethe Free Energy and Contrastive Divergence Approximations for Undirected Graphical Models Yee Whye Teh Doctorate of Philosophy Graduate Department of Computer Science University of Toronto 2003 As the machine learning community tackles more complex and harder problems, the graphical models needed to solve such problems become larger and more complicated. As a result performing inference and learning exactly for such graphical models become ever more expensive, and approximate inference ...}, author = {Teh, Y.}, citeulike-article-id = {1903622}, citeulike-linkout-0 = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.8.6378}, keywords = {graphical-models, inference, kikuchi-approximations}, posted-at = {2007-11-21 16:03:22}, priority = {2}, title = {Bethe Free energy and contrastive divergence approximations for undirected graphical models}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.8.6378}, year = {2003} }

TY - GEN ID - citeulike:1903622 L3 - citeulike-article-id:1903622 N2 - Bethe Free Energy and Contrastive Divergence Approximations for Undirected Graphical Models Yee Whye Teh Doctorate of Philosophy Graduate Department of Computer Science University of Toronto 2003 As the machine learning community tackles more complex and harder problems, the graphical models needed to solve such problems become larger and more complicated. As a result performing inference and learning exactly for such graphical models become ever more expensive, and approximate inference ... TI - Bethe Free energy and contrastive divergence approximations for undirected graphical models KW - graphical-models KW - inference KW - kikuchi-approximations AU - Teh, Y PY - 2003/// UR - http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.8.6378 ER -