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» Agnostic Domain Adaptation
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DAGM
2011
Springer
12 years 4 months ago
Agnostic Domain Adaptation
The supervised learning paradigm assumes in general that both training and test data are sampled from the same distribution. When this assumption is violated, we are in the setting...
Alexander Vezhnevets, Joachim M. Buhmann
ALT
2002
Springer
14 years 2 months ago
Optimally-Smooth Adaptive Boosting and Application to Agnostic Learning
We describe a new boosting algorithm that is the first such algorithm to be both smooth and adaptive. These two features make possible performance improvements for many learning ...
Dmitry Gavinsky
CBSE
2008
Springer
13 years 7 months ago
Experiences from Developing a Component Technology Agnostic Adaptation Framework
Systems are increasingly expected to adapt themselves to changing requirements and environmental situations with minimum user interactions. A challenge for self-adaptation is the i...
Eli Gjørven, Frank Eliassen, Romain Rouvoy
INFOCOM
2008
IEEE
13 years 11 months ago
BodyQoS: Adaptive and Radio-Agnostic QoS for Body Sensor Networks
—As wireless devices and sensors are increasingly deployed on people, researchers have begun to focus on wireless body-area networks. Applications of wireless body sensor network...
Gang Zhou, Jian Lu, Chieh-Yih Wan, Mark D. Yarvis,...
ICS
2010
Tsinghua U.
14 years 2 months ago
Distribution-Specific Agnostic Boosting
We consider the problem of boosting the accuracy of weak learning algorithms in the agnostic learning framework of Haussler (1992) and Kearns et al. (1992). Known algorithms for t...
Vitaly Feldman