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Computational Modeling and Problem Solving in the Networked World

Interfaces in Computer Science and Operations Research

  • Hemant K. Bhargava
  • Nong Ye
Book

Part of the Operations Research/Computer Science Interfaces Series book series (ORCS, volume 21)

Table of contents

  1. Front Matter
    Pages i-xi
  2. Perspectives on Computation

    1. Front Matter
      Pages 1-1
    2. Steven Orla Kimbrough
      Pages 31-57
  3. Machine Learning & Heuristics

    1. Front Matter
      Pages 59-59
    2. Stefan Boettcher, Allon G. Percus
      Pages 61-77
    3. Abdellah El Fallahi, Rafael Martí
      Pages 79-96
    4. Richard D. Lawrence
      Pages 97-118
  4. Algorithm Performance

  5. Applications

    1. Front Matter
      Pages 189-189
    2. Martin Bichler, Jayant R. Kalagnanam, Ho Soo Lee
      Pages 235-258
    3. Dimitris Bertsimas, Eugene Perevalov
      Pages 277-302
    4. Joseph Callender, Bruce Golden, Shreevardhan Lele, Edward Wasil
      Pages 303-325

About this book

Introduction

This book is a compilation of a selected subset of research articles presented at the Eighth INFORMS Computing Society Conference, held in Chandler, Arizona, from January 8 to 10, 2003. The articles in this book represent the diversity and depth of the interface between ORiMS (operations research and the management sciences) and CS/AI (computer science and artificial intelligence ). This volume starts with two papers that represent the reflective and integrative thinking that is critical to any scientific discipline. These two articles present philosophical perspectives on computation, covering a variety of traditional and newer methods for modeling, solving, and explaining mathematical models. The next set includes articles that study machine learning and computational heuristics, and is followed by articles that address issues in performance testing of solution algorithms and heuristics. These two sets of papers demonstrate the richness of thought that takes place at the ORiMS and CSI AI interface. The final set of articles demonstrates the usefulness of these and other methods at the interface towards solving problems in the real world, covering e-commerce, workflow, electronic negotiation, music, parallel computation, and telecommunications. The articles in this collection represent the results of cross-fertilization between ORiMS and CSI AI, making possible advances that could have not been achieved in isolation. The continuing aim ofthe INFORMS Computing Society and this research conference is to invigorate and further develop this interface.

Keywords

algorithms communication heuristics learning linear optimization machine learning modeling operations research optimization programming verification

Editors and affiliations

  • Hemant K. Bhargava
    • 1
  • Nong Ye
    • 2
  1. 1.The Pennsylvania State UniversityUSA
  2. 2.Arizona State UniversityUSA

Bibliographic information

  • DOI https://doi.org/10.1007/978-1-4615-1043-7
  • Copyright Information Kluwer Academic Publishers 2003
  • Publisher Name Springer, Boston, MA
  • eBook Packages Springer Book Archive
  • Print ISBN 978-1-4613-5366-9
  • Online ISBN 978-1-4615-1043-7
  • Series Print ISSN 1387-666X
  • Buy this book on publisher's site