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135
Voted
DAC
2003
ACM
16 years 4 months ago
A complexity effective communication model for behavioral modeling of signal processing applications
In this paper, we argue that the address space of memory regions that participate in inter task communication is over-specified by the traditional communication models used in beh...
M. N. V. Satya Kiran, M. N. Jayram, Pradeep Rao, S...
147
Voted
ICML
2008
IEEE
16 years 4 months ago
Training structural SVMs when exact inference is intractable
While discriminative training (e.g., CRF, structural SVM) holds much promise for machine translation, image segmentation, and clustering, the complex inference these applications ...
Thomas Finley, Thorsten Joachims
110
Voted
ICML
2006
IEEE
16 years 4 months ago
Using query-specific variance estimates to combine Bayesian classifiers
Many of today's best classification results are obtained by combining the responses of a set of base classifiers to produce an answer for the query. This paper explores a nov...
Chi-Hoon Lee, Russell Greiner, Shaojun Wang
156
Voted
ICML
2006
IEEE
16 years 4 months ago
Full Bayesian network classifiers
The structure of a Bayesian network (BN) encodes variable independence. Learning the structure of a BN, however, is typically of high computational complexity. In this paper, we e...
Jiang Su, Harry Zhang
ICML
2006
IEEE
16 years 4 months ago
Two-dimensional solution path for support vector regression
Recently, a very appealing approach was proposed to compute the entire solution path for support vector classification (SVC) with very low extra computational cost. This approach ...
Gang Wang, Dit-Yan Yeung, Frederick H. Lochovsky