Connectionists: "Concept Drift, Domain Adaptation & Learning in Dynamic Environments" Special Session @IJCNN 2015

[Giacomo Boracchi]

                           CALL FOR PAPERS
                    IEEE IJCNN 2015 Special Session on
*"Concept Drift, Domain Adaptation & Learning in Dynamic Environments"*
                     July 12 - 17, 2015, Killarney, Ireland.
http://home.deib.polimi.it/boracchi/events/ijcnn2015_SS/index.html

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IMPORTANT DATES
Paper submission: January 15th, 2015
Paper Decision notification:        March 15th, 2015
Camera-ready submission: April 15th, 2015
Conference Dates: July 12 - 17th, 2015
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One of the fundamental goals in computational intelligence is to achieve
brain-like intelligence, a remarkable property of which is the ability to
incrementally learn from noisy and incomplete data and to adapt to changing
environments.
The special session aims at presenting novel approaches to incremental
learning and adaptation to dynamic environments both from the theoretical
perspective of machine learning and from the application-oriented view of
computational intelligence techniques.

**Topics**
Papers must present original work or review the state-of-the-art in the
following non-exhaustive list of topics:
*     Architectures, techniques and algorithms for learning in
non-stationary/dynamic environments
*     Domain adaptation, dataset shift, covariance shift
*     Incremental learning, lifelong learning, cumulative learning
*     Change-detection tests and anomaly-detection algorithms
*     Mining from streams of data
*     Applications that call for incremental learning or learning in
non-stationary/dynamic environments, such as:
      o  Adaptive classifiers for concept drift and recurring concepts
      o  Intelligent systems operating in non-stationary/dynamic
environments
      o  Intelligent embedded and cyber-physical systems
*     Applications that call for change and anomaly detection, such as:
      o  fault detection
      o  fraud detection
      o  network intrusion and security
      o  intelligent sensor networks
*     Cognitive-inspired approaches to adaptation and learning
*     Development of test-sets benchmarks for evaluating algorithms
learning in non-stationary/dynamic environments
*     Issues relevant to above mentioned or related fields

**Keywords**
Concept drift, nonstationary environment, change/anomaly detection, domain
adaptation, incremental learning, data streams.

**Webpage**
Further information can be found on the Special Session webpage
http://home.deib.polimi.it/boracchi/events/ijcnn2015_SS/index.html

**Paper Submission**
THE DEADLINE FOR THE PAPER SUBMISSION TO THE SPECIAL SESSION IS THE SAME OF
IJCNN 2015, January 15th 2015.

All the submissions will be peer-reviewed with the same criteria used for
other contributed papers.

Perspective authors will submit their papers through the IJCNN2015
conference submission system at http://www.ijcnn.org/
Please make sure to select the Special Session "Concept Drift, Domain
Adaptation & Learning in Dynamic Environments" from the "S. SPECIAL SESSION
TOPICS" name in the "Main Research topic" dropdown list;

Templates and instruction for authors will be provided on the IJCNN webpage
http://www.ijcnn.org/

All papers submitted to the special sessions will be subject to the same
peer-review procedure as regular papers, accepted papers will be published
in the conference proceedings.

Further information about IJCNN 2015 can be fond at http://www.ijcnn.org/


For any question you may have about the Special Session or paper
submission, feel free to contact Giacomo Boracchi,
giacomo.boracchi at polimi.it


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Special Session on
"Concept Drift, Domain Adaptation & Learning in Dynamic Environments" @
IJCNN 2015

*Organizes*
. Giacomo Boracchi (Politecnico di Milano, Dipartimento di Elettronica,
Informazione e Bioingegneria, Italy) giacomo.boracchi at polimi.it
. Robi Polikar (Rowan University, Glassboro, NJ) polikar at rowan.edu
. Manuel Roveri (Politecnico di Milano, Dipartimento di Elettronica,
Informazione e Bioingegneria, Italy) manuel.roveri at polimi.it

*Technical Program Committee*
. Cesare Alippi, Politecnico Milano, Italy
. Alfred Bifet, University of Waikato, New Zealand
. Gianluca Bontempi, Université Libre de Bruxelles, Belgium
. Gregory Ditzler, Drexel University, PA, USA
. Yaochu Jin, University of Surrey, England, UK
. Georg Krempl, University Magdeburg, Germany
. Ludmilla Kuncheva, University of Bangor, Wales, UK
. Leandro L. Minku, University of Birmingham, UK
. Harris Papadopoulos, Frederick University, Cyprus
. Leszek Rutkowski, Czestochowa University of Technology, Poland
. Marley Vellasco, Pontifícia Universidade Católica do Rio de Janeiro,
Brasil
. Shengxiang Yang, Brunel University, England, UK
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Giacomo Boracchi, PhD
DEIB - Dipartimento di Elettronica,  Informazione e Bioingegneria
Politecnico di Milano
Via Ponzio, 34/5 20133 Milano, Italy.
Tel. +39 02 2399 3467

http://home.dei.polimi.it/boracchi/
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