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DATAMINE
2002
169views more  DATAMINE 2002»
13 years 5 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
CI
2000
75views more  CI 2000»
13 years 5 months ago
An Integrated Instance-Based Learning Algorithm
D. Randall Wilson, Tony R. Martinez
IJAIT
2002
81views more  IJAIT 2002»
13 years 5 months ago
Guiding Constructive Search with Statistical Instance-Based Learning
Several real world applications involve solving combinatorial optimization problems. Commonly, existing heuristic approaches are designed to address specific difficulties of the u...
Orestis Telelis, Panagiotis Stamatopoulos
MICAI
2007
Springer
13 years 11 months ago
Weighted Instance-Based Learning Using Representative Intervals
Instance-based learning algorithms are widely used due to their capacity to approximate complex target functions; however, the performance of this kind of algorithms degrades signi...
Octavio Gómez, Eduardo F. Morales, Jes&uacu...
IPPS
1999
IEEE
13 years 10 months ago
Regularity Considerations in Instance-Based Locality Optimization
Instance based locality optimization 6 is a semi automatic program restructuring method that reduces the number of cache misses. The method imitates the human approach of consideri...
Claudia Leopold