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MICAI
2004
Springer
13 years 10 months ago
An Optimization Algorithm Based on Active and Instance-Based Learning
We present an optimization algorithm that combines active learning and locally-weighted regression to find extreme points of noisy and complex functions. We apply our algorithm to...
Olac Fuentes, Thamar Solorio
FUIN
2002
132views more  FUIN 2002»
13 years 4 months ago
RIONA: A New Classification System Combining Rule Induction and Instance-Based Learning
The article describes a method combining two widely-used empirical approaches to learning from examples: rule induction and instance-based learning. In our algorithm (RIONA) decisi...
Grzegorz Góra, Arkadiusz Wojna
ROBOCUP
2007
Springer
99views Robotics» more  ROBOCUP 2007»
13 years 11 months ago
Instance-Based Action Models for Fast Action Planning
Abstract. Two main challenges of robot action planning in real domains are uncertain action effects and dynamic environments. In this paper, an instance-based action model is lear...
Mazda Ahmadi, Peter Stone
ML
2000
ACM
128views Machine Learning» more  ML 2000»
13 years 4 months ago
Reduction Techniques for Instance-Based Learning Algorithms
D. Randall Wilson, Tony R. Martinez
IJCAI
1989
13 years 6 months ago
Noise-Tolerant Instance-Based Learning Algorithms
Several published reports show that instancebased learning algorithms yield high classification accuracies and have low storage requirements during supervised learning application...
David W. Aha, Dennis F. Kibler