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» Improved Approximation Algorithms for Label Cover Problems
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169
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ACL
2006
15 years 4 months ago
Semi-Supervised Conditional Random Fields for Improved Sequence Segmentation and Labeling
We present a new semi-supervised training procedure for conditional random fields (CRFs) that can be used to train sequence segmentors and labelers from a combination of labeled a...
Feng Jiao, Shaojun Wang, Chi-Hoon Lee, Russell Gre...
143
Voted
ICMCS
2008
IEEE
143views Multimedia» more  ICMCS 2008»
15 years 9 months ago
Music fingerprint extraction for classical music cover song identification
An algorithm for extracting music fingerprints directly from an audio signal is proposed in this paper. The proposed music fingerprint aims to encapsulate various aspects of mus...
Samuel Kim, Erdem Unal, Shrikanth Narayanan
IPCO
1993
138views Optimization» more  IPCO 1993»
15 years 3 months ago
An efficient approximation algorithm for the survivable network design problem
The survivable network design problem (SNDP) is to construct a minimum-cost subgraph satisfying certain given edge-connectivity requirements. The first polynomial-time approximati...
Harold N. Gabow, Michel X. Goemans, David P. Willi...
120
Voted
KDD
2008
ACM
182views Data Mining» more  KDD 2008»
16 years 2 months ago
Classification with partial labels
In this paper, we address the problem of learning when some cases are fully labeled while other cases are only partially labeled, in the form of partial labels. Partial labels are...
Nam Nguyen, Rich Caruana
NIPS
2004
15 years 3 months ago
Analysis of a greedy active learning strategy
act out the core search problem of active learning schemes, to better understand the extent to which adaptive labeling can improve sample complexity. We give various upper and low...
Sanjoy Dasgupta