DATA MINING Desktop Survival Guide by Graham Williams
Desktop Survival Project Home Preface List of Figures List of Tables Process . Data Graphics in R Understanding Data Preparing Data Building Models Evaluating Models Algorithms Apriori Bagging Bayes Classifier Boosting Conditional Trees Decision Trees Hierarchical Clustering Kernel Methods K-Means K-Nearest Neighbours Linear Models Logistic Regression Neural Networks Support Vector Machines Text Mining Open Products Borgelt Data Mining Suite R Rattle Weka Closed Products C4.5 Clementine Enterprise Miner Equbits Foresight GhostMiner InductionEngine ODM Statistica Data Miner TreeNet Virtual Predict Appendicies Glossary Bibliography Index

Contents

• • Preface
  
  
• List of Figures
• List of Tables
• Process
  • .
  • Data
  • Graphics in R
  • Understanding Data
  • Preparing Data
  • Building Models
  • Evaluating Models
  
  
• Algorithms
  • Apriori: Association Analysis
  • Bagging: Meta Algorithm
  • Bayes Classifier: Classification
  • Boosting: Meta Algorithm
  • Bootstrapping: Meta Algorithm
  • Conditional Trees: Classification
  • Decision Trees: Classification
  • Hierarchical Clustering: Clustering
  • Kernel Methods: Classification
  • K-Means: Clustering
  • K-Nearest Neighbours: Classification
  • Linear Models
  • Logistic Regression: Regression
  • Neural Networks: Classification and Regression
  • Random Forests: Classification
  • Support Vector Machines: Classification
  • Text Mining
  
  
• Open Products
  • Borgelt Data Mining Suite: From University of Magdeburg
  • R: From the R Foundation
  • Rattle: From Togaware
  • Weka: From University of Waikato
  
  
• Closed Products
  • C4.5: Classification
  • Clementine: From SPSS
  • Enterprise Miner: From SAS
  • Equbits Foresight: Tool from Equbits
  • GhostMiner: From Fujitsu
  • InductionEngine: Tool from PredictionWorks
  • ODM: Tool from Oracle
  • Statistica Data Miner: From StatSoft
  • TreeNet: From Salford Systems
  • Virtual Predict: From Virtual Genetics
  
  
• Appendicies
  • Glossary
  
  
• Bibliography
• Index

Brought to you by Togaware.