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ICANN
2010
Springer
13 years 11 months ago
Reinforcement Learning Based Neural Controllers for Dynamic Processes without Exploration
Abstract. In this paper we present a Reinforcement Learning (RL) approach with the capability to train neural adaptive controllers for complex control problems without expensive on...
Frank-Florian Steege, André Hartmann, Erik ...
KDD
1998
ACM
112views Data Mining» more  KDD 1998»
14 years 2 months ago
Evaluating Usefulness for Dynamic Classification
This paper develops the concept of usefulness in the context of supervised learning. We argue that usefulness can be used to improve the performance of classification rules (as me...
Gholamreza Nakhaeizadeh, Charles Taylor, Carsten L...
DSN
2004
IEEE
14 years 1 months ago
Dynamic Quarantine of Internet Worms
If we limit the contact rate of worm traffic, can we alleviate and ultimately contain Internet worms? This paper sets out to answer this question. Specifically, we are interested ...
Cynthia Wong, Chenxi Wang, Dawn Xiaodong Song, Sta...
IWANN
2009
Springer
14 years 4 months ago
Switching Dynamics of Neural Systems in the Presence of Multiplicative Colored Noise
We study the dynamics of a simple bistable system driven by multiplicative correlated noise. Such system mimics the dynamics of classical attractor neural networks with an addition...
Jorge F. Mejías, Joaquín J. Torres, ...
PERCOM
2007
ACM
14 years 4 months ago
Sensor Web Design Studies for Realtime Dynamic Congestion Pricing
Traffic Congestion is a multi-billion dollar national problem and worsening every year with population growth and increase in freight traffic. We present a model for realistic s...
Milton Halem, Anand Patwardhan, Sandor Dornbush, M...