Data Mining Special Issue in Annals of Information Systems /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Stahlbock, Robert (Επιμελητής έκδοσης), Crone, Sven F. (Επιμελητής έκδοσης), Lessmann, Stefan (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Boston, MA : Springer US, 2010.
• Έκδοση: 1.
• Σειρά: Annals of Information Systems, 8
• Θέματα: Computer science.; Business.; Management science.; Operations research.; Decision making.; Data mining.; Statistics.; Engineering economics.; Engineering economy.; Computer Science.; Data Mining and Knowledge Discovery.; Operation Research/Decision Theory.; Business and Management, general.; Information Systems Applications (incl. Internet).; Engineering Economics, Organization, Logistics, Marketing.; Statistics for Business/Economics/Mathematical Finance/Insurance.

Over the course of the last twenty years, research in data mining has seen a substantial increase in interest, attracting original contributions from various disciplines including computer science, statistics, operations research, and information systems. Data mining supports a wide range of applica...

Πίνακας περιεχομένων:

• Data Mining and Information Systems: Quo Vadis?
• Confirmatory data analysis
• Response-Based Segmentation Using Finite Mixture Partial Least Squares
• Knowledge discovery from supervised learning
• Building Acceptable Classification Models
• Mining Interesting Rules Without Support Requirement: A General Universal Existential Upward Closure Property
• Classification Techniques and Error Control in Logic Mining
• Classification analysis
• An Extended Study of the Discriminant Random Forest
• Prediction with the SVM Using Test Point Margins
• Effects of Oversampling Versus Cost-Sensitive Learning for Bayesian and SVM Classifiers
• The Impact of Small Disjuncts on Classifier Learning
• Hybrid data mining procedures
• Predicting Customer Loyalty Labels in a Large Retail Database: A Case Study in Chile
• PCA-based Time Series Similarity Search
• Evolutionary Optimization of Least-Squares Support Vector Machines
• Genetically Evolved kNN Ensembles
• Web-mining
• Behaviorally Founded Recommendation Algorithm for Browsing Assistance Systems
• Using Web Text Mining to Predict Future Events: A Test of the Wisdom of Crowds Hypothesis
• Privacy-preserving data mining
• Avoiding Attribute Disclosure with the (Extended) p-Sensitive k-Anonymity Model
• Privacy-Preserving Random Kernel Classification of Checkerboard Partitioned Data.