[Apologies if you receive multiple copies of this CFP]


Call for papers: special session on "Interaction and User Integration in Machine Learning for Information Visualisation" at ESANN 2018


European Symposium on Artificial Neural Networks, Computational Intelligence and

Machine Learning (ESANN 2018). 25-27 April 2018, Bruges, Belgium -<http://www.esann.org>http://www.esann.org


DESCRIPTION:

Many methods have been developed in machine learning (ML) for information visualisation (infovis). For example, PCA, MDS, t-SNE and improvements are standard tools to reduce the dimensionality of high dimensional datasets for visualisation purposes. However, multiple other means are regularly used in the field of infovis when tackling datasets with high dimensionality. Letting the user manipulate the visualisation is one of these means, either through selection, navigation or filtering. Introducing manipulation of the visualisation also integrates the user as a core aspect of a given system. In the context of machine learning, beyond the informational and exploratory use of infovis, users' feedback can for example be highly informational to drive the dimensionality reduction process.

This special session of the ESANN conference is a followup of the special session on "Information Visualisation and Machine Learning: Techniques, Validation and Integration" at ESANN 2016. It aims to gather researchers that integrate users in the core of ML methods for infovis. New algorithms and frameworks are welcome, as well as experimental use cases that bring new insight in the integration of interaction and user integration in ML for infovis. This special session aims to provide practitioners from both communities a common forum of discussion where issues at the crossroads of machine learning and information visualisation could be discussed.

Topics of interest include, but are not limited to:

 *      supervised and semi-supervised machine learning and infovis
 *      unsupervised ML (clustering, dimension reduction)
 *      user feedback on metaparameters
 *      new visual paradigms for machine learning
 *      interaction techniques for infovis with/of machine learning
 *      user and device adaptivity for visual analytics
 *      warm restart and dedicated optimization techniques
 *      scalability
 *      applications in industry, agriculture, medicine, biology, etc.


SUBMISSION:


Prospective authors must submit their paper through the ESANN portal following the instructions provided in<http://www.elen.ucl.ac.be/esann/index.php?pg=submission>http://www.elen.ucl.ac.be/esann/index.php?pg=submission. Each paper will undergo a peer reviewing process for its acceptance. Authors should send as soon as possible an e-mail with the tentative title of their contribution to the special session organisers.


IMPORTANT DATES:


Paper submission deadline : 20 November 2017

Notification of acceptance : 31 January 2018

The ESANN 2014 conference : 25-27 April 2018


SPECIAL SESSION ORGANISERS:


Prof. Bruno Dumas

Université de Namur, Belgium

E-mail: bruno.du...@unamur.be

Website: http://directory.unamur.be/staff/bdumas

Phone: +32 81 72 49 75

Prof. Benoît Frénay

Université de Namur, Belgium

E-mail: benoit.fre...@unamur.be

Website:<http://bfrenay.wordpress.com/>http://bfrenay.wordpress.com

Phone: +32 81 72 49 76


Prof. John Lee

Université catholique de Louvain, Belgium

E-mail: john....@uclouvain.be

Website:<http://bfrenay.wordpress.com/>https://mlg.info.ucl.ac.be/Members/JohnLee

Phone: +32 2 764 95 28


--

Benoît FRÉNAY
Associate Professor
Faculty of Computer Science

T. +32 (0)81 724 976 (secr. 725 252)
F. +32 (0)81 724 967
benoit.fre...@unamur.be <mailto:benoit.fre...@unamur.be>

Université de Namur ASBL
Rue de Bruxelles 61 - 5000 Namur

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