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126
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ICML
2007
IEEE
16 years 4 months ago
Focused crawling with scalable ordinal regression solvers
In this paper we propose a novel, scalable, clustering based Ordinal Regression formulation, which is an instance of a Second Order Cone Program (SOCP) with one Second Order Cone ...
Rashmin Babaria, J. Saketha Nath, S. Krishnan, K. ...
135
Voted
ICML
2007
IEEE
16 years 4 months ago
What is decreased by the max-sum arc consistency algorithm?
Inference tasks in Markov random fields (MRFs) are closely related to the constraint satisfaction problem (CSP) and its soft generalizations. In particular, MAP inference in MRF i...
Tomás Werner
138
Voted
ICML
2008
IEEE
16 years 4 months ago
Fast solvers and efficient implementations for distance metric learning
In this paper we study how to improve nearest neighbor classification by learning a Mahalanobis distance metric. We build on a recently proposed framework for distance metric lear...
Kilian Q. Weinberger, Lawrence K. Saul
144
Voted
CAV
2009
Springer
184views Hardware» more  CAV 2009»
16 years 4 months ago
Monotonic Partial Order Reduction: An Optimal Symbolic Partial Order Reduction Technique
Abstract. We present a new technique called Monotonic Partial Order Reduction (MPOR) that effectively combines dynamic partial order reduction with symbolic state space exploration...
Vineet Kahlon, Chao Wang, Aarti Gupta
123
Voted
KDD
2008
ACM
115views Data Mining» more  KDD 2008»
16 years 4 months ago
Topical query decomposition
We introduce the problem of query decomposition, where we are given a query and a document retrieval system, and we want to produce a small set of queries whose union of resulting...
Francesco Bonchi, Carlos Castillo, Debora Donato, ...
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