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COLT
2005
Springer
16 years 6 days ago
A PAC-Style Model for Learning from Labeled and Unlabeled Data
Abstract. There has been growing interest in practice in using unlabeled data together with labeled data in machine learning, and a number of different approaches have been develo...
Maria-Florina Balcan, Avrim Blum
COLT
2005
Springer
16 years 6 days ago
Margin-Based Ranking Meets Boosting in the Middle
Abstract. We present several results related to ranking. We give a general margin-based bound for ranking based on the L∞ covering number of the hypothesis space. Our bound sugge...
Cynthia Rudin, Corinna Cortes, Mehryar Mohri, Robe...
DCOSS
2005
Springer
16 years 6 days ago
A Local Facility Location Algorithm for Sensor Networks
In this paper we address a well-known facility location problem (FLP) in a sensor network environment. The problem deals with finding the optimal way to provide service to a (poss...
Denis Krivitski, Assaf Schuster, Ran Wolff
ECAL
2005
Springer
16 years 6 days ago
How Niche Construction Can Guide Coevolution
Niche construction is the process whereby organisms, through their metabolism, activities, and choices, modify their own and/or each other’s niches. Our purpose is to clarify the...
Reiji Suzuki, Takaya Arita
EMO
2005
Springer
194views Optimization» more  EMO 2005»
16 years 6 days ago
An EMO Algorithm Using the Hypervolume Measure as Selection Criterion
Abstract. The hypervolume measure is one of the most frequently applied measures for comparing the results of evolutionary multiobjective optimization algorithms (EMOA). The idea t...
Michael Emmerich, Nicola Beume, Boris Naujoks