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» Interactive Comprehensible Data Mining
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KDD
2003
ACM
132views Data Mining» more  KDD 2003»
15 years 10 months ago
PaintingClass: interactive construction, visualization and exploration of decision trees
Decision trees are commonly used for classification. We propose to use decision trees not just for classification but also for the wider purpose of knowledge discovery, because vi...
Soon Tee Teoh, Kwan-Liu Ma
PAKDD
2001
ACM
104views Data Mining» more  PAKDD 2001»
15 years 2 months ago
Optimizing the Induction of Alternating Decision Trees
The alternating decision tree brings comprehensibility to the performance enhancing capabilities of boosting. A single interpretable tree is induced wherein knowledge is distribute...
Bernhard Pfahringer, Geoffrey Holmes, Richard Kirk...
KDD
1994
ACM
116views Data Mining» more  KDD 1994»
15 years 1 months ago
Exception Dags as Knowledge Structures
: The problem of transforming the knowledge bases of performance systems using induced rules or decision trees into comprehensible knowledgestructures is addressed. A knowledgestru...
Brian R. Gaines
KBS
2006
79views more  KBS 2006»
14 years 9 months ago
Using multiple and negative target rules to make classifiers more understandable
One major goal for data mining is to understand data. Rule based methods are better than other methods in making mining results comprehensible. However, the current rule based cla...
Jiuyong Li, Jason Jones
BIOCOMP
2006
14 years 11 months ago
Statistical Analysis of Long-Range Interactions in Proteins
We carry out a comprehensive study of long-range interactions on a large data set of non-homologous proteins. Our study reveals that the long-range interactions between amino acid...
Jinmiao Chen, Narendra S. Chaudhari