Title New frontiers in applied data mining : PAKDD 2011 International Workshops, Shenzhen, China, May 24-27, 2011, Revised selected papers / Longbing Cao [and others] (eds.)

Published Berlin ; New York : Springer, ©2012

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Description 1 online resource (xxx, 508 pages) Series Lecture notes in artificial intelligence ; 7104 Lecture notes in computer science, 0302-9743 LNCS sublibrary. SL 7, Artificial intelligence Lecture notes in computer science. Lecture notes in artificial intelligence ; 7104 Lecture notes in computer science. LNCS sublibrary. SL 7, Artificial intelligence. Contents Evaluating the Regularity of Human Behavior from Mobile Phone Usage Logs -- Explicit and Implicit User Preferences in Online Dating -- Blogger-Link-Topic Model for Blog Mining -- A Random Indexing Approach for Web User Clustering and Web Prefetching -- Emotional Reactions to Real-World Events in Social Networks -- Constructing Personal Knowledge Base: Automatic Key-Phrase Extraction from Multiple-Domain Web Pages -- Discovering Valuable User Behavior Patterns in Mobile Commerce Environments -- A Novel Method for Community Detection in Complex Network Using New Representation for Communities -- Link Prediction on Evolving Data Using Tensor Factorization -- Permutation Anonymization: Improving Anatomy for Privacy Preservation in Data Publication -- Efficient Mining Top-k Regular-Frequent Itemset Using Compressed Tidsets -- A Method of Similarity Measure and Visualization for Long Time Series Using Binary Patterns -- A BIRCH-Based Clustering Method for Large Time Series Databases -- Visualizing Cluster Structures and Their Changes over Time by Two-Step Application of Self-Organizing Maps -- Analysis of Cluster Migrations Using Self-Organizing Maps -- ClasSi: Measuring Ranking Quality in the Presence of Object Classes with Similarity Information -- The Instance Easiness of Supervised Learning for Cluster Validity -- A New Efficient and Unbiased Approach for Clustering Quality Evaluation -- A Structure Preserving Flat Data Format Representation for Tree-Structured Data -- A Fusion of Algorithms in Near Duplicate Document Detection -- Searching Interesting Association Rules Based on Evolutionary Computation -- An Efficient Approach to Mine Periodic-Frequent Patterns in Transactional Databases -- Algorithms to Discover Complete Frequent Episodes in Sequences -- Certainty upon Empirical Distributions -- A Measure Oriented Training Scheme for Imbalanced Classification Problems -- An SVM-Based Approach to Discover MicroRNA Precursors in Plant Genomes -- Towards Recommender System Using Particle Swarm Optimization Based Web Usage Clustering -- Weighted Association Rule Mining Using Particle Swarm Optimization -- An Unsupervised Feature Selection Framework Based on Clustering -- Discovery of Regularities in the Use of Herbs in Traditional Chinese Medicine Prescriptions -- COW: A Co-evolving Memetic Wrapper for Herb-Herb Interaction Analysis in TCM Informatics -- Selecting an Appropriate Interestingness Measure to Evaluate the Correlation between Syndrome Elements and Symptoms -- The Impact of Feature Representation to the Biclustering of Symptoms-Herbs in TCM -- Usage of Mobile Phones for Personalized Healthcare Solutions -- Robust Learning of Mixture Models and Its Application on Trial Pruning for EEG Signal Analysis -- An Integrated Approach to Multi-criteria-Based Health Care Facility Location Planning -- Medicinal Property Knowledge Extraction from Herbal Documents for Supporting Question Answering System -- Age Estimation Using Bayesian Process -- Significant Node Identification in Social Networks -- Improving Bagging Performance through Multi-algorithm Ensembles -- Mining Tourist Preferences with Twice-Learning -- Towards Cost-Sensitive Learning for Real-World Applications Summary Annotation This book constitutes the thoroughly refereed post-conference proceedings of five international workshops held in conjunction with PAKDD 2011 in Shenzhen, China, in May 2011: the International Workshop on Behavior Informatics (BI 2011), the Workshop on Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models (QIMIE 2011), the Workshop on Biologically Inspired Techniques for Data Mining (BDM 2011), the Workshop on Advances and Issues in Traditional Chinese Medicine Clinical Data Mining (AI-TCM 2011), and the Second Workshop on Data Mining for Healthcare Management (DMGHM 2011). The book also includes papers from the First PAKDD Doctoral Symposium on Data Mining (DSDM 2011). The42 papers were carefully reviewed and selected from numerous submissions. The papers cover a wide range of topics discussing emerging techniques in the field of knowledge discovery in databases and their application domains extending to previously unexplored areas such as data mining based on optimization techniques from biological behavior of animals and applications in Traditional Chinese Medicine clinical research and health care management Analysis Computer science Database management Data mining Information storage and retrieval systems Artificial intelligence Optical pattern recognition Artificial Intelligence (incl. Robotics) Information Storage and Retrieval Information Systems Applications (incl. Internet) Pattern Recognition Data Mining and Knowledge Discovery Bibliography Includes bibliographical references and author index Notes English Subject Data mining -- Congresses Artificial intelligence. Information storage and retrieval systems. Artificial Intelligence Information Systems Data Mining artificial intelligence. Informatique. Data mining Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Cao, Longbing, 1969- International Workshop on Behavior Informatics (2011 : Shenzhen, China) Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models Workshop (2011 : Shenzhen, China) Workshop on Biologically Inspired Techniques for Data Mining (2011 : Shenzhen, China) Workshop on Advances and Issues in Traditional Chinese Medicine Clinical Data Mining (2011 : Shenzhen, China) Workshop on Data Mining for Healthcare Management (2nd : 2011 : Shenzhen, China) ISBN 9783642283208 3642283209

Other Titles PAKDD 2011

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