243 search results - page 3 / 49 » Interpretation of Trained Neural Networks by Rule Extraction |
ICANN
2007
Springer
15 years 3 months ago
2007
Springer
Abstract. We develop a probabilistic interpretation of non-linear component extraction in neural networks that activate their hidden units according to a softmaxlike mechanism. On ...
119
Voted
ESANN
1997
14 years 11 months ago
1997
Two recently developed methods for extraction of crisp logical rules from neural networks trained with backpropagation algorithm are compared. Both methods impose constraints on th...
CIBCB
2005
IEEE
14 years 11 months ago
2005
IEEE
— A fuzzy neural network (FNN) and multiple linear regression (MLR) were used to predict biological activities of 26 newly designed HIV-1 protease potential inhibitory compounds....
84
Voted
VLDB
1995
ACM
15 years 1 months ago
1995
ACM
Classification, which involves finding rules that partition a given da.ta set into disjoint groups, is one class of data mining problems. Approaches proposed so far for mining cla...
100
click to vote
IEEEICCI
2002
IEEE
15 years 2 months ago
2002
IEEE
We present a model of creating a hierarchical set of rules that encode generalizations and exceptions derived from induction learning. The rules use the input features directly an...