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83
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SDM
2008
SIAM
140views Data Mining» more  SDM 2008»
15 years 2 months ago
Large-Scale Many-Class Learning
In many multiclass learning scenarios, the number of classes is relatively large (thousands,...), or the space and time efficiency of the learning system can be crucial. We invest...
Omid Madani, Michael Connor
114
Voted
AAAI
2006
15 years 2 months ago
Semi-supervised Multi-label Learning by Constrained Non-negative Matrix Factorization
We present a novel framework for multi-label learning that explicitly addresses the challenge arising from the large number of classes and a small size of training data. The key a...
Yi Liu, Rong Jin, Liu Yang
AIPS
2004
15 years 2 months ago
Task Swapping for Schedule Improvement: A Broader Analysis
In this paper we analyze and extend a recently developed "task-swapping procedure" for improving schedules in oversubscribed situations. In such situations, there are ta...
Laurence A. Kramer, Stephen F. Smith
133
Voted
DAGSTUHL
2006
15 years 2 months ago
Many-to-Many Feature Matching in Object Recognition
One of the bottlenecks of current recognition (and graph matching) systems is their assumption of one-to-one feature (node) correspondence. This assumption breaks down in the gener...
Ali Shokoufandeh, Yakov Keselman, M. Fatih Demirci...
92
Voted
ERSA
2004
86views Hardware» more  ERSA 2004»
15 years 2 months ago
Incremental Timing Budget Management in Programmable Systems
Delay budget is an excess delay that each component of a design can tolerate under a given timing constraint. Delay budgeting has been widely exploited to improve the design quali...
Elaheh Bozorgzadeh, Soheil Ghiasi, Atsushi Takahas...