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  • Conference proceedings
  • © 2016

Conformal and Probabilistic Prediction with Applications

5th International Symposium, COPA 2016, Madrid, Spain, April 20-22, 2016, Proceedings

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 9653)

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

Conference series link(s): COPA: Symposium on Conformal and Probabilistic Prediction with Applications

Conference proceedings info: COPA 2016.

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Table of contents (15 papers)

  1. Front Matter

    Pages I-XII
  2. Invited Paper

    1. Front Matter

      Pages 1-1
    2. Learning with Intelligent Teacher

      • Vladimir Vapnik, Rauf Izmailov
      Pages 3-19
  3. Theory of Conformal Prediction

    1. Front Matter

      Pages 21-21
    2. Criteria of Efficiency for Conformal Prediction

      • Vladimir Vovk, Valentina Fedorova, Ilia Nouretdinov, Alexander Gammerman
      Pages 23-39
    3. Universal Probability-Free Conformal Prediction

      • Vladimir Vovk, Dusko Pavlovic
      Pages 40-47
  4. Applications of Conformal Prediction

    1. Front Matter

      Pages 49-49
    2. Conformal Predictors for Compound Activity Prediction

      • Paolo Toccaceli, Ilia Nouretdinov, Alexander Gammerman
      Pages 51-66
    3. Conformal Prediction of Disruptions from Scratch: Application to an ITER Scenario

      • Raúl Moreno, Jesús Vega, Sebastián Dormido, JET Contributors
      Pages 67-74
    4. Evaluation of a Variance-Based Nonconformity Measure for Regression Forests

      • Henrik Boström, Henrik Linusson, Tuve Löfström, Ulf Johansson
      Pages 75-89
    5. Binary Relevance Multi-label Conformal Predictor

      • Antonis Lambrou, Harris Papadopoulos
      Pages 90-104
    6. A Metric to Improve the Robustness of Conformal Predictors in the Presence of Error Bars

      • Andrea Murari, Saeed Talebzadeh, Jesús Vega, Emmanuele Peluso, Michela Gelfusa, Michele Lungaroni et al.
      Pages 105-115
    7. Decision Trees for Instance Transfer

      • Shuang Zhou, Evgueni Smirnov, Gijs Schoenmakers, Ralf Peeters
      Pages 116-127
    8. Hidden Markov Models with Confidence

      • Giovanni Cherubin, Ilia Nouretdinov
      Pages 128-144
  5. Machine Learning

    1. Front Matter

      Pages 145-145
    2. Effective Design for Sobol Indices Estimation Based on Polynomial Chaos Expansions

      • Evgeny Burnaev, Ivan Panin, Bruno Sudret
      Pages 165-184
    3. Method of Learning Malware Behavior Scripts by Sequential Pattern Mining

      • A. V. Moldavskaya, V. M. Ruvinskaya, E. L. Berkovich
      Pages 196-207
    4. Extended Regression on Manifolds Estimation

      • Alexander Kuleshov, Alexander Bernstein
      Pages 208-228

About this book

This book constitutes the refereed proceedings of the 5th International Symposium on Conformal and Probabilistic Prediction with Applications, COPA 2016, held in Madrid, Spain, in April 2016.

The 14 revised full papers presented together with 1 invited paper were carefully reviewed and selected from 23 submissions and cover topics on theory of conformal prediction; applications of conformal prediction; and machine learning.

Editors and Affiliations

  • University of London, Egham, United Kingdom

    Alexander Gammerman, Zhiyuan Luo, Vladimir Vovk

  • CIEMAT, Madrid, Spain

    Jesús Vega

Bibliographic Information

Buy it now

Buying options

eBook USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access