posted by user: lliu || 2157 views || tracked by 9 users: [display]

CD 2014 : The 2nd IEEE ICDM Workshop on Causal Discovery

FacebookTwitterLinkedInGoogle

Link: http://nugget.unisa.edu.au/CD2014/
 
When Dec 14, 2014 - Dec 14, 2014
Where Shenzhen, China
Submission Deadline Sep 26, 2014
Notification Due Oct 10, 2014
Final Version Due Oct 20, 2014
Categories    data mining   causal discovery   computer science   machine learning
 

Call For Papers

***************************************************************
* Call for Papers -- CD 2014 *
* The 2nd IEEE ICDM Workshop on Causal Discovery *
* December 14, 2014, Shenzhen, China *
* Workshop website: http://nugget.unisa.edu.au/CD2014/ *
* ==Paper submission deadline extended to September 26, 2014==*
***************************************************************

Traditionally causal relationships are identified with randomised controlled experiments. However, conducting such experiments is impossible in many cases due to cost or ethical concerns. Therefore discovering causal relationships from passively observed data is considered as an alternative to controlled experiments. In the field of computer science, causal discovery from observational data has attracted enormous research efforts in the past few decades. More recently with the rapid accumulation of huge volume of data, causal discovery is seeing exciting opportunities, as well as
greater challenges.

This workshop is aimed at bringing together researchers and practitioners from different disciplines to share their research in causal discovery, and to explore the possibility of interdisciplinary collaboration in the study of causality. Based on the platform of ICDM, this workshop is especially interested in attracting contributions that link data mining research with causal discovery, and solutions to causal discovery from large scale data sets.

Topics of Interest
------------------

The workshop invites submissions on all topics of causal discovery, including but not limited to:
* Causal structure learning
* Local casual structure discovery
* Causal discovery from high-dimensional data
* Efficient causal discovery methods
* False discovery control in causal discovery
* Integrating experimental (interventional) and observational data for causal discovery
* Real-world applications of causal discovery
* Data mining approaches to causal discovery
* Assessment of causal discovery methods

Key Dates
---------
September 26, 2014: Paper submission deadline (extended)
October 10, 2014: Notification of acceptance/rejection
October 20, 2014: Camera-ready version due for accepted papers
December 14, 2014: Workshop date

Paper Submission and Publications
---------------------------------
Papers submitted to this workshop must not be under review or accepted for publication elsewhere. All submitted papers will be reviewed and selected by the program committee on the basis of originality, technical quality, relevance to the workshop and presentation quality.

Papers must follow the IEEE ICDM format requirement. Detailed formatting instructions will be available at http://icdm2014.sfu.ca/submission.html. All papers should be submitted via the ICDM 2014 Workshop submission system. Detailed instructions and submission link will be available on ICDM 2014 conference site: http://icdm2014.sfu.ca/. Accepted papers will be included in ICDM 2014 Workshop Proceedings published by IEEE Computer Society Press.

Workshop Organizers
-------------------
Jiuyong Li, University of South Australia, Australia
Kun Zhang, Max Planck Institute for Intelligent Systems, Germany
Takashi Washio, Osaka University, Japan
Lin Liu, University of South Australia, Australia

Further Information
-------------------
Please visit workshop website: http://nugget.unisa.edu.au/CD2014/

Related Resources

PAKDD 2018   The 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining
ICDM 2017   IEEE International Conference on Data Mining 2017
CD 2017   The 2017 ACM SIGKDD Workshop on Causal Discovery
TheWebConf 2018   The Web Conference (The International World Wide Web Conference - WWW2018)
ICDM 2018   18th Industrial Conference on Data Mining ICDM 2018
ICPR 2018   24th International Conference on Pattern Recognition
DMIP 2017   The 1st ICDM Workshop on Data Mining in Practice: Automation and Cost
ECCV 2018   European Conference on Computer Vision
ICDM 2018   ICDM 2018 : 20th International Conference on Data Mining
CVPR 2018   Computer Vision and Pattern Recognition