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Introduction

As a basic and effective tool for explanation, prediction and decision making, causal relationships have been utilized in almost all disciplines. Traditionally, causal relationships are identified by making use of interventions or randomized controlled experiments. However, conducting such experiments is often expensive or even impossible due to cost or ethical concerns. Therefore there has been an increasing interest in discovering causal relationships based on observational data, and in the past few decades, significant contributions have been made to this field by computer scientists.

Inspired by such achievements and following the success of CD 2016, CD 2017 continues to serve as a forum for researchers and practitioners in data mining and other disciplines to share their recent research in causal discovery in their respective fields and to explore the possibility of interdisciplinary collaborations in the study of causality. Based on the platform of KDD, this workshop is especially interested in attracting contributions that link data mining/machine learning research with causal discovery, and solutions to causal discovery in large scale data sets.

Call for paper

Important date

2017-05-26
Draft paper submission deadline
2017-06-23
Draft paper acceptance notification
2017-07-31
Final paper submission deadline

Submission Topics

The workshop invites submissions on all topics of causal discovery, including but not limited to:

  • Causal structure learning

  • Local casual structure discovery

  • Causal discovery in high-dimensional data

  • Integration of experimental and observational data for causal discovery

  • Real world applications of causal discovery (e.g. in bioinformatics)

  • Applications of data mining approaches to causal discovery

  • Assessment of causal discovery methods

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Important Date
  • Aug 14

    2017

    Conference Date

  • May 26 2017

    Draft paper submission deadline

  • Jun 23 2017

    Draft Paper Acceptance Notification

  • Jul 31 2017

    Final Paper Deadline

  • Aug 14 2017

    Registration deadline

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美国计算机学会