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  • © 2004

Artificial Intelligence Methods and Tools for Systems Biology

Part of the book series: Computational Biology (COBO, volume 5)

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Table of contents (11 chapters)

  1. Front Matter

    Pages i-xvii
  2. Characterizing Gene Expression Time Series using a Hidden Markov Model

    • Sally McClean, Bryan Scotney, Steve Robinson
    Pages 37-50
  3. A Data-Driven, Flexible Machine Learning Strategy for the Classification of Biomedical Data

    • Rajmund L. Somorjai, Murray E. Alexander, Richard Baumgartner, Stephanie Booth, Christopher Bowman, Aleksander Demko et al.
    Pages 67-85
  4. Cooperative Metaheuristics for Exploring Proteomic Data

    • Robin Gras, David Hernandez, Patricia Hernandez, Nadine Zangger, Yoan Mescam, Julien Frey Olivier Martin et al.
    Pages 87-106
  5. Integrating Gene Expression Data, Protein Interaction Data, and Ontology-Based Literature Searches

    • Panos Dafas, Alexander Kozlenkov, Alan Robinson, Michael Schroeder
    Pages 107-127
  6. Ontologies in Bioinformatics and Systems Biology

    • Patrick Lambrix
    Pages 129-145
  7. Natural Language Processing and Systems Biology

    • K. Bretonnel Cohen, Lawrence Hunter
    Pages 147-173
  8. Systems Level Modeling of Gene Regulatory Networks

    • Martin Stetter, Bernd Schürmann, Mathäus Dejori
    Pages 175-195
  9. Computational Neuroscience for Cognitive Brain Functions

    • Marco Loh, Miruna Szabo, Rita Almeida, Martin Stetter, Gustavo Deco
    Pages 197-215
  10. Back Matter

    Pages 217-221

About this book

This book provides simultaneously a design blueprint, user guide, research agenda, and communication platform for current and future developments in artificial intelligence (AI) approaches to systems biology. It places an emphasis on the molecular dimension of life phenomena and in one chapter on anatomical and functional modeling of the brain.

As design blueprint, the book is intended for scientists and other professionals tasked with developing and using AI technologies in the context of life sciences research. As a user guide, this volume addresses the requirements of researchers to gain a basic understanding of key AI methodologies for life sciences research. Its emphasis is not on an intricate mathematical treatment of the presented AI methodologies. Instead, it aims at providing the users with a clear understanding and practical know-how of the methods. As a research agenda, the book is intended for computer and life science students, teachers, researchers, and managers who want to understand the state of the art of the presented methodologies and the areas in which gaps in our knowledge demand further research and development. Our aim was to maintain the readability and accessibility of a textbook throughout the chapters, rather than compiling a mere reference manual. The book is also intended as a communication platform seeking to bride the cultural and technological gap among key systems biology disciplines. To support this function, contributors have adopted a terminology and approach that appeal to audiences from different backgrounds.

Bibliographic Information

Buy it now

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access