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ICASSP
2010
IEEE
15 years 7 months ago
Automatic audio tagging using covariate shift adaptation
Automatically annotating or tagging unlabeled audio files has several applications, such as database organization and recommender systems. We are interested in the case where the...
Gordon Wichern, Makoto Yamada, Harvey D. Thornburg...
AAI
2008
93views more  AAI 2008»
15 years 7 months ago
Adaptive Machine Learning in Delayed Feedback Domains by Selective Relearning
We present a novel hybrid technique for improving the predictive performance of an online Machine Learning system: Combining advantages from both memory based and concept based pr...
Marcus-Christopher Ludl, Achim Lewandowski, Georg ...
CORR
2008
Springer
86views Education» more  CORR 2008»
15 years 7 months ago
Dynamic System Adaptation by Constraint Orchestration
Abstract. For Paradigm models, evolution is just-in-time specified coordination conducted by a special reusable component McPal. Evolution can be treated consistently and on-the-fl...
Luuk Groenewegen, Erik P. de Vink
COMPUTER
2006
98views more  COMPUTER 2006»
15 years 7 months ago
Energy-Aware User Interfaces and Energy-Adaptive Displays
The utility of a mobile computer, such as a handheld or a laptop, is largely constrained by battery life. The display stands out as a major consumer of battery energy, so reducing...
Parthasarathy Ranganathan, Erik Geelhoed, Meera Ma...
JAIR
2006
110views more  JAIR 2006»
15 years 7 months ago
Domain Adaptation for Statistical Classifiers
The most basic assumption used in statistical learning theory is that training data and test data are drawn from the same underlying distribution. Unfortunately, in many applicati...
Hal Daumé III, Daniel Marcu