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» Efficient Algorithms for Online Decision Problems
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KDD
2004
ACM
117views Data Mining» more  KDD 2004»
16 years 4 months ago
Systematic data selection to mine concept-drifting data streams
One major problem of existing methods to mine data streams is that it makes ad hoc choices to combine most recent data with some amount of old data to search the new hypothesis. T...
Wei Fan
IJCAI
2001
15 years 5 months ago
Complexity of Probabilistic Planning under Average Rewards
A general and expressive model of sequential decision making under uncertainty is provided by the Markov decision processes (MDPs) framework. Complex applications with very large ...
Jussi Rintanen
ISER
2000
Springer
80views Robotics» more  ISER 2000»
15 years 7 months ago
Robot Navigation for Automatic Model Construction Using Safe Regions
: Automatic model construction is a core problem in mobile robotics. To solve this task efficiently, we need a motion strategy to guide a robot equipped with a range sensor through...
Héctor H. González-Baños, Jea...
CORR
2010
Springer
103views Education» more  CORR 2010»
15 years 2 months ago
Structural Solutions to Dynamic Scheduling for Multimedia Transmission in Unknown Wireless Environments
In this paper, we propose a systematic solution to the problem of scheduling delay-sensitive media data for transmission over time-varying wireless channels. We first formulate th...
Fangwen Fu, Mihaela van der Schaar
AIPS
2000
15 years 5 months ago
Computing Global Strategies for Multi-Market Commodity Trading
Thefocus of this workis the computationof efficient strategies for commoditytrading in a multi-marketenvironment. In today's "global economy"commodities are often b...
Milos Hauskrecht, Luis E. Ortiz, Ioannis Tsochanta...