posted by organizer: almarahat || 3914 views || tracked by 4 users: [display]

SAEOpt 2018 : Workshop on Surrogate-Assisted Evolutionary Optimisation

FacebookTwitterLinkedInGoogle

Link: http://www.saeopt.ex.ac.uk
 
When Jul 15, 2018 - Jul 19, 2018
Where Kyoto, Japan
Submission Deadline Mar 27, 2018
Notification Due Apr 10, 2018
Final Version Due Apr 24, 2018
Categories    computer science   machine learning   evolutionary computation   surrogate-based optimisation
 

Call For Papers

Workshop on Surrogate-Assisted Evolutionary Optimisation (SAEOpt 2018)

** Call for Papers **
---------------------

In many real world optimisation problems evaluating the objective function(s) is computationally expensive. Surrogate-assisted optimisation attempts to alleviate this problem by employing computationally cheap 'surrogate' models to estimate the objective function(s) or the ranking relationships of the candidate solutions. Surrogate-assisted approaches have been widely used across the field of evolutionary optimisation, and successful applications include aerodynamic design optimisation, structural design optimisation, data-driven optimisation, chip design, drug design, robotics and many more.

Despite recent successes in using surrogate-assisted evolutionary optimisation, there remain many challenges. The Workshop on Surrogate-Assisted Evolutionary Optimisation (SAEOpt) to be held at GECCO 2018 in Kyoto, Japan, aims to promote the research on surrogate-assisted evolutionary optimisation, particularly the synergies between evolutionary optimisation and machine learning. Topics of interest include (but are not limited to):

* Advanced machine learning approaches for constructing surrogates
* Model management in surrogate-assisted optimisation
* Multi-level, multi-fidelity surrogates
* Complexity and efficiency of surrogate-assisted methods
* Surrogates-assisted evolutionary optimisation of computationally expensive problems
* Data-driven optimisation
* Model approximation in dynamic, robust and multi-modal optimisation
* Model approximation in multi- and many-objective optimisation
* Comparison of different modelling methods in surrogate construction
* Surrogate-assisted identification of the feasible region
* Comparison of evolutionary and non-evolutionary approaches with surrogate models
* Performance assessment and improvement techniques in surrogate-assisted evolutionary computation

We invite short papers of up to 8 pages presenting novel developments in one or more of these areas, or other areas relevant to surrogate-assisted evolutionary optimisation. We welcome position papers of up to 2 pages showcasing exciting exploratory and preliminary results.

We also welcome proposals for short demonstrations or presentations (5-10 minutes) on the following topics:

* Surrogate-assisted optimisation in real world
* Contemporary test problems in surrogate-assisted optimisation
* Other relevant accepted GECCO papers or recent journal papers

** Important Dates **
---------------------

Submission site opens: 27 February, 2018
Submission deadline: 27 March, 2018
Notification of acceptance: 10 April, 2018.
Camera ready submission: 24 April, 2018.
Conference date: 15 - 19 July, 2018.

** Submission **
----------------

Accepted papers will be presented orally (20 minutes) at the workshop and distributed in the workshop proceedings to all conference attendees. Authors should follow the format of the GECCO manuscript style; further details are available in the following link.

http://gecco-2018.sigevo.org/index.html/Papers+Submission+Instructions

Manuscripts should not exceed eight pages for regular submission and two pages for position papers. For proposals of short demonstrations or presentations (5-10 minutes), a half page abstract should be submitted. This year all submissions will be handled through the standard GECCO submission site: https://ssl.linklings.net/conferences/gecco/

Please note that acceptance to workshop will be based on double-blind peer review of the submitted papers.

For more information, visit: http://www.saeopt.ex.ac.uk/

Related Resources

SAEOpt 2022   Workshop on Surrogate-Assisted Evolutionary Optimisation
MLDM 2023   18th International Conference on Machine Learning and Data Mining
EvoCOP 2023   Evolutionary Computation in Combinatorial Optimization
IJCNN 2023   International Joint Conference on Neural Networks
CEC 2023   Congress on Evolutionary Computation
ACM-Ei/Scopus-CWCBD 2023   2023 4th International Conference on Wireless Communications and Big Data (CWCBD 2023) -EI Compendex
IEEE SSCI 2023   2023 IEEE Symposium Series on Computational Intelligence
PAKDD 2023   The 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining
NLP4Call 2023   Natural Language Processing (NLP) for Computer-Assisted Language Learning (NLP4CALL)
IEEE, EI, Scopus-CVIV 2023   2023 5th International Conference on Advances in Computer Vision, Image and Virtualization (CVIV 2023) -EI Compendex