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» Adaptive learning in evolving task allocation networks
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ML
2000
ACM
157views Machine Learning» more  ML 2000»
13 years 6 months ago
A Multistrategy Approach to Classifier Learning from Time Series
We present an approach to inductive concept learning using multiple models for time series. Our objective is to improve the efficiency and accuracy of concept learning by decomposi...
William H. Hsu, Sylvian R. Ray, David C. Wilkins
NN
2002
Springer
113views Neural Networks» more  NN 2002»
13 years 6 months ago
Control of exploitation-exploration meta-parameter in reinforcement learning
In reinforcement learning (RL), the duality between exploitation and exploration has long been an important issue. This paper presents a new method that controls the balance betwe...
Shin Ishii, Wako Yoshida, Junichiro Yoshimoto
ICAC
2006
IEEE
14 years 23 days ago
Autonomic Provisioning of Backend Databases in Dynamic Content Web Servers
— In autonomic provisioning, a resource manager allocates resources to an application, on-demand, e.g., during load spikes. Modelling-based approaches have proved very successful...
Jin Chen, Gokul Soundararajan, Cristiana Amza
PERVASIVE
2004
Springer
14 years 2 days ago
Adaptive On-Device Location Recognition
Abstract. Location-awareness is useful for mobile and pervasive computing. We present a novel adaptive framework for recognizing personally important locations in cellular networks...
Kari Laasonen, Mika Raento, Hannu Toivonen
ICML
2000
IEEE
14 years 7 months ago
Hierarchical Unsupervised Learning
We consider the problem of unsupervised classification of temporal sequences of facial expressions in video. This problem arises in the design of an adaptive visual agent, which m...
Shivakumar Vaithyanathan, Byron Dom