Emerging trends in knowledge discovery and data mining : PAKDD 2012 International Workshops: DMHM, GeoDoc, 3Clust, and DSDM, Kuala Lumpur, Malaysia, May 29-June 1, 2012, Revised selected papers / Takashi Washio, Jun Luo (eds.).

Modality Classification for Medical Images Using Sparse Coded Affine-Invariant Descriptors / Viktor Gál, Illés Solt, Etienne Kerre -- Mining Web Data for Epidemiological Surveillance / Didier Breton, Sandra Bringay -- Getting a Grasp on Clinical Pathway Data: An Approach Based on Process Mining / Jochen De Weerdt, Filip Caron -- ALIVE: A Multi-relational Link Prediction Environment for the Healthcare Domain / Reid A. Johnson, Yang Yang, Everaldo Aguiar -- The Relevance of Spatial Relation Terms and Geographical Feature Types / Chunju Zhang, Xueying Zhang, Chaoli Du -- Applying NLP Techniques for Query Reformulation to Information Retrieval with Geographical References / José M. Perea-Ortega -- Adaptive Evidence Accumulation Clustering Using the Confidence of the Objects' Assignments / João M.M. Duarte, Ana L.N. Fred -- An Explicit Description of the Extended Gaussian Kernel / Yong Liu, Shizhong Liao -- An Improved Genetic Clustering Algorithm for Categorical Data / Hongwu Qin, Xiuqin Ma, Tutut Herawan -- Instance-Ranking: A New Perspective to Consider the Instance Dependency for Classification / Xin Xia, Xiaohu Yang, Shanping Li, Chao Wu -- Triangular Kernel Nearest-Neighbor-Based Clustering Algorithm for Discovering True Clusters / Aina Musdholifah, Siti Zaiton Mohd Hashim -- DisClose: Discovering Colossal Closed Itemsets via a Memory Efficient Compact Row-Tree / Nurul F. Zulkurnain, David J. Haglin.

This book constitutes the thoroughly refereed proceedings of the PAKDD 2012 International Workshops: Third Workshop on Data Mining for Healthcare Management (DMHM 2012), First Workshop on Geospatial Information and Documents (GeoDoc 2012), First Workshop on Multi-view data, High-dimensionality, External Knowledge: Striving for a Unified Approach to Clustering (3Clust 2012), and the Second Doctoral Symposium on Data Mining (DSDM 2012); held in conjunction with the 16th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2012), in Kuala Lumpur, Malaysia, May/June 2012. The 12 revised papers presented were carefully reviewed and selected from numerous submissions. DMHM 2012 aimed at providing a common platform for the discussion of challenging issues and potential techniques in this emerging field of data mining for health care management; 3Clust 2012 focused on solving emerging problems such as clustering ensembles, semi-supervised clustering, subspace/projective clustering, co-clustering, and multi-view clustering; GeoDoc 2012 highlighted the formalization of geospatial concepts and relationships with a focus on the extraction of geospatial relations in free text datasets to offer to the database community a unified framework for geodata discovery; and DSDM 2012 provided the opportunity for Ph. D. students and junior researchers to discuss their work on data mining foundations, techniques and applications.

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Includes author index.

English.