posted by system || 1925 views || tracked by 6 users: [display]

WDPM@ICDM 2012 : 2012 Workshop on Declarative Data Mining

FacebookTwitterLinkedInGoogle

Link: http://liris.cnrs.fr/wdpm2012
 
When Dec 10, 2012 - Dec 10, 2012
Where Brussels, France
Submission Deadline Aug 10, 2012
Categories    data mining
 

Call For Papers

======================================================================
Call for Papers
2012 Workshop on Declarative Data Mining
December 10, 2012, Brussels, Belgium
http://liris.cnrs.fr/wdpm2012

Held in conjunction with ICDM 2012
The 12th IEEE International Conference on Data Mining
http://icdm2012.ua.ac.be
======================================================================

State-of-the-art systems for data mining contain highly efficient
algorithms, however, the tasks supported are often limited. More
specifically, they often lack support for solving enumeration problems
other than the pre-defined ones.
Their main weakness is at the language level, making it hard or
impossible to:
* add (or remove) constraints, or,
* support slight modifications of the problem statement.
This lack of flexibility and genericity is problematic and limits the
potential of existing data mining systems.

An emerging research trend is the combination of declarative modeling
languages with generic and efficient solving techniques. These
"declarative pattern mining" approaches are often inspired by
successful methodologies from other research fields, such as databases
and A.I.

This workshop aims to stimulate the cross-fertilization between data
mining, artificial intelligence, combinatorial algorithmic and
databases, to bring original solutions to fundamental data mining
problems.

The topics covered include (but are not limited to):
* High-level declarative languages (logical or algebraic) for
expressing pattern mining problems
* Complexity results and algorithms for pattern enumeration problems
* Constraint-based mining
* Mining complex patterns using constraint (logic) programming,
Satisfiability (modulo theory), Integer Linear programming, ...
* Modeling complex pattern problems using itemsets
* Classification of complex pattern mining problems
* Use cases of complex pattern mining
* Coupling database and pattern mining systems


PAPER SUBMISSION

All submissions will be handled electronically via CyberChair. Paper
submissions should be from 6 to 8 pages long in the IEEE 2-column
format. All papers will be reviewed by the program committee on the
basis of technical quality, relevance to the workshop topics,
originality, significance, and clarity. Papers that do not comply with
the Submission Guidelines will be rejected without review.

For paper submission, please visit the website of the workshop: http://liris.cnrs.fr/wdpm2012/


IMPORTANT DATES
* August 10, 2012: Due date for full workshop papers
* October 1, 2012: Notification of paper acceptance to authors
* October 15, 2012: Camera-ready of accepted papers
* December 10, 2012: Workshop date

ORGANIZERS
* Emmanuel Coquery (Universit� Claude Bernard Lyon 1/Universit� de Lyon, France)
* Tias Guns (KU Leuven, Belgium)
* Lhouari Nourine (Universit� Blaise Pascal, Clermont-Ferrand, France)
* Takeaki Uno (National Institute of Informatics, Japan)

Related Resources

ICDM 2024   IEEE International Conference on Data Mining
ECAI 2024   27th European Conference on Artificial Intelligence
AIKE 2024   7th IEEE International Conference on Artificial Intelligence and Knowledge Engineering
ACM-Ei/Scopus-CCISS 2024   2024 International Conference on Computing, Information Science and System (CCISS 2024)
BDCAT 2024   IEEE/ACM Int’l Conf. on Big Data Computing, Applications, and Technologies
AIM@EPIA 2024   Artificial Intelligence in Medicine
DSIT 2024   7th International Conference on Data Science and Information Technology
CVIV 2024   2024 6th International Conference on Advances in Computer Vision, Image and Virtualization (CVIV 2024) -EI Compendex
ISCMI 2024   11th International Conference on Soft Computing and Machine Intelligence
CoMSE 2024   2024 3rd Conference on Materials Science and Engineering (CoMSE 2024)