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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

  • Conference proceedings
  • © 2013

Overview

Editors:
  1. Takashi Washio

    1. ISIR, Osaka University, Ibaraki, Japan

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  2. Jun Luo

    1. Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China

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  • High quality selected papers
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  • State of the art research

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 7769)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Included in the following conference series:

Conference proceedings info: PAKDD 2012.

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Table of contents (12 papers)

  1. Front Matter

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  2. Modality Classification for Medical Images Using Sparse Coded Affine-Invariant Descriptors

    • Viktor Gál, Illés Solt, Etienne Kerre, Mike Nachtegael
    Pages 1-10

  3. Mining Web Data for Epidemiological Surveillance

    • Didier Breton, Sandra Bringay, François Marques, Pascal Poncelet, Mathieu Roche
    Pages 11-21

  4. Getting a Grasp on Clinical Pathway Data: An Approach Based on Process Mining

    • Jochen De Weerdt, Filip Caron, Jan Vanthienen, Bart Baesens
    Pages 22-35

  5. ALIVE: A Multi-relational Link Prediction Environment for the Healthcare Domain

    • Reid A. Johnson, Yang Yang, Everaldo Aguiar, Andrew Rider, Nitesh V. Chawla
    Pages 36-46

  6. The Relevance of Spatial Relation Terms and Geographical Feature Types

    • Chunju Zhang, Xueying Zhang, Chaoli Du
    Pages 47-56

  7. Applying NLP Techniques for Query Reformulation to Information Retrieval with Geographical References

    • José M. Perea-Ortega, Miguel A. García-Cumbreras, L. Alfonso Ureña-López
    Pages 57-69

  8. Adaptive Evidence Accumulation Clustering Using the Confidence of the Objects’ Assignments

    • João M. M. Duarte, Ana L. N. Fred, F. Jorge F. Duarte
    Pages 70-87

  9. An Explicit Description of the Extended Gaussian Kernel

    • Yong Liu, Shizhong Liao
    Pages 88-99

  10. An Improved Genetic Clustering Algorithm for Categorical Data

    • Hongwu Qin, Xiuqin Ma, Tutut Herawan, Jasni Mohamad Zain
    Pages 100-111

  11. Instance-Ranking: A New Perspective to Consider the Instance Dependency for Classification

    • Xin Xia, Xiaohu Yang, Shanping Li, Chao Wu
    Pages 112-123

  12. Triangular Kernel Nearest-Neighbor-Based Clustering Algorithm for Discovering True Clusters

    • Aina Musdholifah, Siti Zaiton Mohd Hashim
    Pages 124-140

  13. DisClose: Discovering Colossal Closed Itemsets via a Memory Efficient Compact Row-Tree

    • Nurul F. Zulkurnain, David J. Haglin, John A. Keane
    Pages 141-156

  14. Back Matter

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Other volumes

  1. Advances in Knowledge Discovery and Data Mining

  2. Advances in Knowledge Discovery and Data Mining

  3. Emerging Trends in Knowledge Discovery and Data Mining

Keywords

About this book

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.

Editors and Affiliations

  • ISIR, Osaka University, Ibaraki, Japan

    Takashi Washio

  • Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China

    Jun Luo

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