IDEAL 2013 Special Session on
Combining Learning and Optimisation for Intelligent Data Engineering
Call for Papers
Aims
& Scope
Techniques
of Machine Learning and Optimisation are workhorses in intelligent data
engineering and in today's emerging data science. Finding ways to combine
learning with optimisation has tremendous potential to provide powerful
computational intelligence techniques. In fact, optimisation is a key in many
machine learning and data mining algorithms; at the same time optimisation
methods that incorporate some form of learning strategy have an added level of
sophistication and ability to explore large search spaces.
This special session aims at exploring new synergies and multi-disciplinary
perspectives between optimisation and machine learning in the context of
intelligent data engineering and large scale data mining problems.
Topics
Topics of interest include, but are not limited to the following:
- Fundamentals, hypotheses, and new challenges in data science
- Model building optimisation algorithms, estimation of distribution algorithms
- Dimensionality reduction for large scale learning and optimisation
- New ways to hybridise learning and optimisation
- Compressive representations and randomisation for large scale problems
- Practical systems and real world applications of hybrid optimisation and
machine learning methods
Accepted
Papers
|
Frank-Michael
Schleif, Xibin Zhu and Barbara Hammer |
|
|
Edgar
Reehuis, Markus Olhofer, Bernhard Sendhoff and Thomas Back |
|
|
Lili
Zhuang, Ke Tang and Yaochu Jin |
Metamodel
Assisted Mixed-Integer Evolution Strategies based on Kendall Rank Correlation
Coefficient |
|
Sakinah Ali
Pitchay and Ata Kaban |
|
|
Jakramate
Bootkrajang and Ata Kaban |
Learning
a Label-noise Robust Logistic Regression: Analysis and Experiments |
Submission
Instructions
High
quality original submissions are solicited for presentation at the Special
Session. Papers should not exceed 8 pages and must be formatting instructions
of the main conference. All submissions will be peer-reviewed, and all accepted
papers will be included in IDEAL 2013 Proceedings published by Springer in the
LNCS series.
Important
Dates
Submission
deadline: 17 June 2013 (extended!).
Notification
of acceptance:
Camera-ready
copy & early registration:
Conference:
20-23 October 2013.
Programme
Committee
Peter
Andras
Jakramate
Bootkrajang
Weishan
Dong
Ata
Kaban
Souham
Meshoul
Huseyn
Seker
Jianyong
Sun
<more
to come>
Session
Chairs