Author(s): Eds Simoff S.,Williams G.
Publisher: Springer
Year: 2006
Language: English
Pages: 140
front-matter.pdf......Page 1
Introduction......Page 11
Evaluation......Page 14
Results......Page 18
Discussion......Page 19
On the Difficulty of Measuring Degree of Generalization......Page 21
Conclusion......Page 22
Introduction......Page 24
Graph Construction......Page 26
Graph Visualisation......Page 27
Analytical Tools......Page 28
Results......Page 29
Discussion......Page 34
Introduction......Page 38
Extending Data Mining Model for Knowledge Reuse......Page 39
Data Mining Case......Page 40
Storage Bases and Functional Modules......Page 43
Application Scenario......Page 45
Conclusion......Page 47
References......Page 48
Introduction......Page 49
Consolidated Trees’ Construction Algorithm......Page 50
Experimental Methodology......Page 53
Summary of Previous Work......Page 54
Analysis of Convergence......Page 56
Conclusions and Further Work......Page 60
References......Page 61
Introduction......Page 63
Decision Trees......Page 64
The K-NN Classification Method......Page 65
Change in the Variable to Split......Page 67
Change in the Pruning Decision......Page 68
Experimental Results......Page 69
Conclusions and Further Work......Page 71
Introduction......Page 74
Exploratory Rule Discovery......Page 75
Improvement......Page 76
Statistical Significance of Rules......Page 77
K-Most-Interesting Impact Rule Discovery and Notations......Page 78
Deriving Difference Set Statistics Without Data Access......Page 79
The Circular Intersection Approach......Page 81
Experimental Evaluations......Page 83
Conclusion......Page 86
Introduction......Page 88
Optimal Item Packages Problem......Page 90
Motivation for OIPP......Page 91
Data Preparation Stages......Page 93
Sample Optimal Package Selection Problem......Page 94
Conclusions......Page 97
References......Page 98
Introduction......Page 100
System Overview......Page 102
Speech Interactive Agent......Page 103
Sensory Fusion Rule......Page 104
Data Fusion Rules from Interface Modalities......Page 105
Active Interaction Rule Generation......Page 106
The Association of the Web......Page 108
Experimental Evaluation......Page 109
Discussions......Page 111
References......Page 113
Data Mining Applications in SDLC......Page 115
Software Development Process......Page 116
Software Reuse and Maintenance......Page 117
Major Issues Arising with Applications of Data Mining in SDLC......Page 118
Data Pre-processing......Page 119
Data Modelling and Mining......Page 121
Assimilation and Analysis of Outputs......Page 122
Problems in Performing Mining......Page 125
References......Page 126
Introduction......Page 128
Problem Statement......Page 129
The MOUCLAS-1 Algorithm......Page 130
The MOUCLAS-2 Algorithm......Page 135
Example of MOUCLAS Application in Reservoir Characterization......Page 137
References......Page 138
back-matter.pdf......Page 140
