Knowledge Discovery and Data Mining
Presents many fundamental technologies and recent advances in data mining and knowledge discovery.
TABLE OF CONTENTS Knowledge Discovery and Data Mining
Index
A
activation function 162, 163, 164, 167, 168, 243, 244, 245
aggregate data 117
aggregate operator 68
aggregated probability distribution 70
aggregation 67 70, 79, 84, 114, 119, 120, 121, 122, 123, 130, 131 2, 133, 134, 135
association pattern 134
association rule 100, 104 5, 107 9, 122, 123, 134
attribute 4
auto insurance dataset 19, 27, 28, 29
autoclass-c 184
AVD (attribute value distribution) 47 63
B
babies at risk of asphyxia database 149, 153 5, 158
back pain 160, 161 3, 168 78
back propagation 161, 162, 210, 218, 219, 240, 242, 254, 292 9
Bayes' theorem 48
beam search 5
beam width 27
bias 4, 5, 9, 28
bitmap indexing 119
bitmap representation 228, 229
blurring 3, 11 5, 16, 17, 19, 20, 26
BNF grammar 100
bottom-up approach to data mining 140, 150
breast cancer dataset 19, 20, 27
business 88, 115, 116
C
C4.5 19, 27, 39 40
C5.0 197, 198, 199, 218, 219
case-based reasoning 208, 210 1
causal model 263, 285
causal relationship 96, 97
characteristic rule 95
chemical compound 227 30, 234 8
chemistry 228, 234 8
chess endgame dataset 19, 20, 27
ChiMerge 19
classification 186, 208, 218
classification rule 46, 95, 97, 100, 120 1
cleaning (of data) 142 4, 157 8
Clementine 197, 198, 199
cluster analysis 148
cluster detection 214
clustering 186
concept 3
concept difficulty 3 29
concept dispersion 7, 8, 25
concept hierarchy 71, 72, 75, 83
connectionist paradigm 210
contact lens dataset 47, 48, 49, 55 60
contingency table 79
cross-entropy 13
customer credit ratings 95
D
DAG (directed acyclic graph) 96
data capture...
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