Mathematical methods for knowledge discovery and data mining

• Corporate Author: IGI Global.
• Other Authors: Felici, Giovanni., Vercellis, Carlo.
• Format: Electronic
• Language: English
• Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2008.
• Subjects: Data mining.; Data mining > Mathematical models.; Knowledge acquisition (Expert systems); Analysis of service quality; Bayesian belief networks; Control signatures; Data cleaning; Data mining and visualization techniques; Discretization of rational data; Distributed knowledge discovery; Evolutionary algorithms; Fuzzy miner; Genetic clustering; Genmax algorithms; Hierarchical clustering; Hierarchical profiling; Hybrid data mining; Kernel width selection; Logical commonsense reasoning operations; Machine learning algorithms; Markov chains models; Multicategory discrete SVM; Probabilistic principal surfaces; Protein folding classification; Routing attribute data mining; Rule-based classification; Spatial navigation assistance system; Stated preference models; Support vector machines; SVM classification; Time series data mining; Vector DNF for datasets classification; Web clickstream analysis
• Online Access: View fulltext via EzAccess

"This book focuses on the mathematical models and methods that support most data mining applications and solution techniques, covering such topics as association rules; Bayesian methods; data visualization; kernel methods; neural networks; text, speech, and image recognition; an invaluable reso...

Table of Contents:

• 1. Discretization of rational data / Jonathan Mugan, Klaus Truemper
• 2. Vector DNF for datasets classifications / Massimo Liquori, Andrea Scozzari
• 3. Reducing a class of machine learning algorithms to logical commonsense reasoning operations / Xenia Naidenova
• 4. The analysis of service quality through stated preference models and rule-based classification / Giovanni Felici, Valerio Gatta
• 5. Support vector machines for business applications / Brian Lovell, Christian Walder
• 6. Kernel width selection for SVM classification / Ali Smith, Kate Smith
• 7. Protein folding classification through multicategory discrete SVM / Carlotta Orsenigo, Carlo Vercellis
• 8. Hierarchical profiling, scoring, and applications in bioinformatics / Li Liao
• 9. Hierarchical clustering using evolutionary algorithms / Monica Chis
• 10. Exploratory time series data mining by genetic clustering / T. Liao
• 11. Development of control signatures with a hybrid data mining and genetic algorithm / Alex Burns, Shital Shah, Andrew Kusiak
• 12. Bayesian belief networks for data cleaning / Enrico Fagiuoli, Sara, Fabio Stella
• 13. A comparison of revision schemes for cleaning labeling noise / Chuck Lam, David Stork
• 14. Improving web clickstream analysis / Paolo Baldini, Paolo Giudici
• 15. Advanced data mining and visualization techniques with probabilistic principal surfaces / Antonino Staiano ... [et al.]
• 16. Spatial navigation assistance system for large virtual environments / Mehmed Kantardzic, Pedram Sadeghian, Walaa Sheta
• 17. Using grids for distributed knowledge discovery / Antonio Congiusta, Domenico Talia, Paolo Trunfio
• 18. Fuzzy Miner / Nikos Pelekis ... [et al.]
• 19. Routing attribute data mining based on Rough Set Theory / Yanbing Liu, Menghao Wang, Jong Tang.