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» An Integrated Instance-Based Learning Algorithm
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CI
2000
75views more  CI 2000»
13 years 7 months ago
An Integrated Instance-Based Learning Algorithm
D. Randall Wilson, Tony R. Martinez
ML
2000
ACM
128views Machine Learning» more  ML 2000»
13 years 7 months ago
Reduction Techniques for Instance-Based Learning Algorithms
D. Randall Wilson, Tony R. Martinez
IJCAI
1989
13 years 8 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
MICAI
2004
Springer
14 years 22 days 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
DATAMINE
2002
169views more  DATAMINE 2002»
13 years 7 months ago
Advances in Instance Selection for Instance-Based Learning Algorithms
The basic nearest neighbour classifier suffers from the indiscriminate storage of all presented training instances. With a large database of instances classification response time ...
Henry Brighton, Chris Mellish