174 search results - page 1 / 35 » Advances in Instance Selection for Instance-Based Learning A... |
DATAMINE
2002
13 years 4 months ago
2002
The basic nearest neighbour classifier suffers from the indiscriminate storage of all presented training instances. With a large database of instances classification response time ...
AI
1998
Springer
13 years 8 months ago
1998
Springer
This paper presents and evaluates sequential instance-based learning (SIBL), an approach to action selection based upon data gleaned from prior problem solving experiences. SIBL le...
ML
2000
ACM
13 years 4 months ago
2000
ACM
IJCAI
1989
13 years 5 months ago
1989
Several published reports show that instancebased learning algorithms yield high classification accuracies and have low storage requirements during supervised learning application...
MICAI
2004
Springer
13 years 9 months ago
2004
Springer
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...