Advances in Data Mining: Applications and Theoretical Aspects

1. Front Matter

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2. Medical Data Mining

   1. Risk Factors and Identifiers for Alzheimer’s Disease: A Data Mining Analysis

      • Gürdal Ertek, Bengi Tokdil, İbrahim Günaydın

      Pages 1-11

3. Text Mining in Printed Text and Web Pages

   1. Unsupervised Named Entity Recognition and Disambiguation: An Application to Old French Journals

      • Yusra Mosallam, Alaa Abi-Haidar, Jean-Gabriel Ganascia

      Pages 12-23

   2. Multiple Template Detection Based on Segments

      • Bo Gao, Qifeng Fan

      Pages 24-38

   3. Analysis and Evaluation of Web Pages Classification Techniques for Inappropriate Content Blocking

      • Igor Kotenko, Andrey Chechulin, Andrey Shorov, Dmitry Komashinsky

      Pages 39-54

   4. Extending PubMed Related Article (PMRA) for Multiple Citations

      • Sachintha Pitigala, Cen Li

      Pages 55-69

4. Data Mining in the Energy Sector

   1. Variability of Behaviour in Electricity Load Profile Clustering; Who Does Things at the Same Time Each Day?

      • Ian Dent, Tony Craig, Uwe Aickelin, Tom Rodden

      Pages 70-84

5. Data Mining in Marketing

   1. Hybrid Recommender System for Prediction of the Yelp Users Preferences

      • Vladimir Nikulin

      Pages 85-99

   2. Analysis Using Popularity Awareness Index, Recency Index and Purchase Diversity in Group Buying

      • Yasuyuki Shirai, Hiroyuki Morita, Masakazu Nakamoto, Satoshi Oyama

      Pages 100-114

   3. Choice Modelling and Forecasting Demand for Alternative-Fuel Tractors

      • Ginevra Virginia Lombardi, Rossella Berni

      Pages 115-129

6. Social Media Mining

   1. Data Mining Cultural Aspects of Social Media Marketing

      • Ronald Hochreiter, Christoph Waldhauser

      Pages 130-143

7. Data Mining in Industry

   1. A Methodology for the Diagnostic of Aircraft Engine Based on Indicators Aggregation

      • Tsirizo Rabenoro, Jérôme Lacaille, Marie Cottrell, Fabrice Rossi

      Pages 144-158

8. Data Mining in Logistics

   1. Visual Trajectory Pattern Mining: An Exploratory Study in Baggage Handling Systems

      • Ayman Al-Serafi, Ahmed Elragal

      Pages 159-173

   2. Analysis of Trajectory Data in Support of Traffic Management: A Data Mining Approach

      • Ahmed Elragal, Hisham Raslan

      Pages 174-188

9. Data Mining in System Biology

   1. Detecting the Transition Stage of Cells and Cell Parts by Prototype-Based Classification

      • Petra Perner

      Pages 189-199

10. Theoretical Aspects of Data Mining

    1. Discovering Main Vertexical Planes in a Multivariate Data Space by Using CPL Functions

       • Leon Bobrowski

       Pages 200-213

11. Aspects of Data Mining

    1. Big Data Analytics: A Literature Review Paper

       • Nada Elgendy, Ahmed Elragal

       Pages 214-227

12. Back Matter

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This book constitutes the refereed proceedings of the 14th Industrial Conference on Advances in Data Mining, ICDM 2014, held in St. Petersburg, Russia, in July 2014. The 16 revised full papers presented were carefully reviewed and selected from various submissions. The topics range from theoretical aspects of data mining to applications of data mining, such as in multimedia data, in marketing, in medicine and agriculture and in process control, industry and society.

• anomaly detection
• business intelligence
• content analysis and feature selection
• data mining
• data warehouse
• decision making
• information retrieval
• machine learning
• recommender systems
• self-organizing maps
• similarity measures

• Institute of Computer Vision and Applied Computer Sciences, IBaI, Leipzig, Germany

  Petra Perner

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