530 search results - page 31 / 106 » Learning Bounds for Domain Adaptation |
83
Voted
COCOON
2005
Springer
15 years 6 months ago
2005
Springer
Rocchio’s similarity-based relevance feedback algorithm, one of the most important query reformation methods in information retrieval, is essentially an adaptive supervised lear...
94
Voted
SDM
2007
SIAM
15 years 1 months ago
2007
SIAM
We present a new approach for dealing with distribution change and concept drift when learning from data sequences that may vary with time. We use sliding windows whose size, inst...
102
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IJCAI
2007
15 years 1 months ago
2007
Multiagent distributed resource allocation requires that agents act on limited, localized information with minimum communication overhead in order to optimize the distribution of ...
126
Voted
COLT
2010
Springer
14 years 10 months ago
2010
Springer
We present a new online learning algorithm in the selective sampling framework, where labels must be actively queried before they are revealed. We prove bounds on the regret of ou...
103
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IUI
2005
ACM
15 years 6 months ago
2005
ACM
XML has emerged as the primary standard of data representation and data exchange [13]. Although many software tools exist to assist the XML implementation process, data must be ma...