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ICML
2004
IEEE
15 years 10 months ago
Bayesian inference for transductive learning of kernel matrix using the Tanner-Wong data augmentation algorithm
In kernel methods, an interesting recent development seeks to learn a good kernel from empirical data automatically. In this paper, by regarding the transductive learning of the k...
Zhihua Zhang, Dit-Yan Yeung, James T. Kwok
ICML
2003
IEEE
15 years 10 months ago
Learning Distance Functions using Equivalence Relations
We address the problem of learning distance metrics using side-information in the form of groups of "similar" points. We propose to use the RCA algorithm, which is a sim...
Aharon Bar-Hillel, Tomer Hertz, Noam Shental, Daph...
ICML
2003
IEEE
15 years 10 months ago
Q-Decomposition for Reinforcement Learning Agents
The paper explores a very simple agent design method called Q-decomposition, wherein a complex agent is built from simpler subagents. Each subagent has its own reward function and...
Stuart J. Russell, Andrew Zimdars
ISBI
2002
IEEE
15 years 10 months ago
Volumetric constraints in 3D tomography applied to electron microscopy
3D Electron Microscopy aims at the reconstruction of density volumes corresponding to the mass distribution of macromolecules imaged with an electron microscope. There are many fa...
Carlos Oscar Sánchez Sorzano, Gabor T. Herm...
ICLP
2009
Springer
15 years 10 months ago
Integrating Software Testing and Run-Time Checking in an Assertion Verification Framework
Abstract. We present a framework that unifies unit testing and runtime verification (as well as static verification and static debugging). A key contribution of our overall approac...
Edison Mera, Manuel V. Hermenegildo, Pedro L&oacut...