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JMLR
2012
13 years 9 months ago
Krylov Subspace Descent for Deep Learning
In this paper, we propose a second order optimization method to learn models where both the dimensionality of the parameter space and the number of training samples is high. In ou...
Oriol Vinyals, Daniel Povey
JMLR
2012
13 years 9 months ago
Constrained 1-Spectral Clustering
An important form of prior information in clustering comes in form of cannot-link and must-link constraints. We present a generalization of the popular spectral clustering techniq...
Syama Sundar Rangapuram, Matthias Hein
BIBM
2009
IEEE
218views Bioinformatics» more  BIBM 2009»
16 years 1 months ago
Real-Time Non-rigid Registration of Medical Images on a Cooperative Parallel Architecture
Abstract—Unacceptable execution time of Non-rigid registration (NRR) often presents a major obstacle to its routine clinical use. Parallel computing is an effective way to accele...
Yixun Liu, Andriy Fedorov, Ron Kikinis, Nikos Chri...
ISBRA
2009
Springer
16 years 1 months ago
Untangling Tanglegrams: Comparing Trees by Their Drawings
A tanglegram is a pair of trees on the same set of leaves with matching leaves in the two trees joined by an edge. Tanglegrams are widely used in biology – to compare evolutiona...
Balaji Venkatachalam, Jim Apple, Katherine St. Joh...
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PRIB
2009
Springer
120views Bioinformatics» more  PRIB 2009»
16 years 1 months ago
Knowledge-Guided Docking of WW Domain Proteins and Flexible Ligands
Studies of interactions between protein domains and ligands are important in many aspects such as cellular signaling. We present a knowledge-guided approach for docking protein dom...
Haiyun Lu, Hao Li, Shamima Banu Bte Sm Rashid, Wee...