Real World Data Mining Applications

  • Mahmoud Abou-Nasr
  • Stefan Lessmann
  • Robert Stahlbock
  • Gary M. Weiss

Part of the Annals of Information Systems book series (AOIS, volume 17)

Table of contents

  1. Front Matter
    Pages i-xvi
  2. Mahmoud Abou-Nasr, Stefan Lessmann, Robert Stahlbock, Gary M. Weiss
    Pages 1-12
  3. Established Data Mining Tasks

    1. Front Matter
      Pages 13-13
    2. Eya Ben Ahmed, Ahlem Nabli, Faïez Gargouri
      Pages 31-50
    3. Dharmveer Singh Rajput, Pramod Kumar Singh, Mahua Bhattacharya
      Pages 51-70
    4. Guangzhi Qu, Ishwar Sethi, Craig Hartrick, Hui Zhang
      Pages 71-89
    5. Ryosuke Saga, Naoki Kaisaku, Hiroshi Tsuji
      Pages 123-136
  4. Business and Management Tasks

  5. Fraud Detection

    1. Front Matter
      Pages 179-179
    2. Brendan Kitts, Jing Ying Zhang, Gang Wu, Wesley Brandi, Julien Beasley, Kieran Morrill et al.
      Pages 181-201
    3. Kuo-Wei Hsu, Nishith Pathak, Jaideep Srivastava, Greg Tschida, Eric Bjorklund
      Pages 221-245
  6. Medical Applications

    1. Front Matter
      Pages 247-247
    2. Émilien Gauthier, Laurent Brisson, Philippe Lenca, Stéphane Ragusa
      Pages 249-269
    3. Yinghao Huang, Yi Lu Murphey, Naeem Seliya, Roy B. Friedenthal
      Pages 271-295
  7. Engineering Tasks

    1. Front Matter
      Pages 297-297

About this book

Introduction

Introduction

Mahmoud Abou-Nasr, Stefan Lessmann. Robert Stahlbock, Gary M. Weiss

 

What Data Scientists can Learn from History

Aaron Lai

 

On Line Mining of Cyclic Association Rules From Parallel Dimension Hierarchies

Eya Ben Ahmed, Ahlem Nabli, Faıez Gargouri

 

PROFIT: A Projected Clustering Technique

Dharmveer Singh Rajput, Pramod Kumar Singh, Mahua Bhattacharya

 

Multi-Label Classification with a Constrained Minimum Cut Model

Guangzhi Qu, Ishwar Sethi, Craig Hartrick, Hui Zhang

 

On the Selection of Dimension Reduction Techniques for Scientific Applications

Ya Ju Fan, Chandrika Kamath

 

Relearning Process for SPRT in Structural Change Detection of Time-Series Data

Ryosuke Saga, Naoki Kaisaku, Hiroshi Tsuji

 

K-means clustering on a classifier-induced representation space: application to customer contact personalization

Vincent Lemaire, Fabrice Clerot, Nicolas Creff

 

Dimensionality Reduction using Graph Weighted Subspace Learning for Bankruptcy Prediction

Bernardete Ribeiro, Ning Chen

 

Click Fraud Detection: Adversarial Pattern Recognition over 5 Years at Microsoft

Brendan Kitts, Jing Ying Zhang, Gang Wu, Wesley Brandi, Julien Beasley, Kieran Morrill, John Ettedgui, Sid Siddhartha, Hong Yuan, Feng Gao, Peter Azo, Raj Mahato

 

A Novel Approach for Analysis of ’Real World’ Data: A Data Mining Engine for Identification of Multi-author Student Document Submission

Kathryn Burn-Thornton, Tim Burman

 

Data Mining Based Tax Audit Selection: A Case Study of a Pilot Project at the Minnesota Department of Revenue

Kuo-Wei Hsu, Nishith Pathak, Jaideep Srivastava, Greg Tschida, Eric Bjorklund

 

A nearest neighbor approach to build a readable risk score for breast cancer

Emilien Gauthier, Laurent Brisson, Philippe Lenca, Stephane Ragusa

 

Machine Learning for Medical Examination Report Processing

Yinghao Huang, Yi Lu Murphey, Naeem Seliya, Roy B. Friedenthal

 

Data Mining Vortex Cores Concurrent with Computational Fluid Dynamics Simulations

Clifton Mortensen, Steve Gorrell, Robert Woodley, Michael Gosnell

 

A Data Mining Based Method for Discovery of Web Services and their Compositions

Richi Nayak, Aishwarya Bose

 

Exploiting Terrain Information for Enhancing Fuel Economy of Cruising Vehicles by Supervised Training of Recurrent Neural Optimizers

Mahmoud Abou-Nasr, John Michelini, Dimitar Filev

 

Exploration of Flight State and Control System Parameters for Prediction of Helicopter Loads via Gamma Test and Machine Learning Techniques

Catherine Cheung, Julio J. Valdes, Matthew Li

 

Multilayer Semantic Analysis In Image Databases

Ismail El Sayad, Jean Martinet, Zhongfei (Mark) Zhang, Peter Eisert

 

Keywords

Data Mining Fraud Detection Informatics Knowledge Management Machine Learning Web Analytics

Editors and affiliations

  • Mahmoud Abou-Nasr
    • 1
  • Stefan Lessmann
    • 2
  • Robert Stahlbock
    • 3
  • Gary M. Weiss
    • 4
  1. 1.Research & Advanced EngineeringFord Motor CompanyDearbornUSA
  2. 2.Universität Hamburg Inst. WirtschaftsinformatikHamburgGermany
  3. 3.Universität Hamburg Inst. WirtschaftsinformatikHamburgGermany
  4. 4.Deptartment of Computer & Information ScienceFordham UniversityBronxUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-07812-0
  • Copyright Information Springer International Publishing Switzerland 2015
  • Publisher Name Springer, Cham
  • eBook Packages Business and Economics
  • Print ISBN 978-3-319-07811-3
  • Online ISBN 978-3-319-07812-0
  • Series Print ISSN 1934-3221
  • Series Online ISSN 1934-3213
  • About this book