posted by user: michalwozniak || 2939 views || tracked by 13 users: [display]

Neurocomputing-CIEL 2014 : Computational Intelligence and Ensemble Learning

FacebookTwitterLinkedInGoogle

Link: http://ees.elsevier.com/neucom/
 
When N/A
Where N/A
Submission Deadline Feb 15, 2014
Notification Due Mar 31, 2014
Final Version Due Sep 30, 2014
Categories    ensemble learning   computational intelligenec   machine learning   classification
 

Call For Papers

Call for papers for a special issue of
Neurocomputing
An Elsevier Publication
On
“Computational Intelligence and Ensemble Learning "

Neurocomputing is planning a special issue devoted to Computational Intelligence and Ensemble Learning. Ensemble learning attempts to enhance the performance of systems (clustering, classification, prediction, feature selection, search, optimization, rule extraction, etc.) by using multiple models instead of using a single model. This approach is intuitively meaningful as a single model may not always be the best for solving a complex problem while multiple models are more likely to yield results better than each of the constituent models. Although in the past, ensemble methods have been mainly studied in the context of classification and time series prediction, recently they are being used in algorithms in other scenarios such as clustering, fuzzy systems, evolutionary algorithms, dimensionality reduction and so on.
The aim of the issue is to discuss the new theoretical trends and the applications of ensemble learning and related approaches using hybrid and bio-inspired approaches.
Topics are encouraged, but not limited to, the use of ensemble models to design and develop Intelligent Systems:
• Ensemble of evolutionary algorithms
• Parameter and operator ensembles for evolutionary algorithms
• Hyper-heuristics
• Portfolio of algorithms and multi-method search
• Ensemble of evolutionary algorithms for optimization scenarios such as multi-objective, combinatorial, constrained, etc.
• Hybridization of evolutionary algorithms with other search methods& ensemble methods
• Ensemble clustering
• Ensemble classifiers and fuzzy ensemble predictors
• Ensemble feature selection/dimensionality reduction
• Aggregation operators for fuzzy ensemble methods
• Rough Set based ensemble clustering and classification
• Type-2 Fuzzy ensemble clustering and classification
• Ensemble methods such as boosting, bagging, random forests, multiple classifier systems, mixture of experts, multiple kernels, etc.
• Ensemble methods for regression, classification, clustering, ranking, feature selection, prediction, etc.
• Issues such as selection of constituent models, fusion and diversity of models in an ensemble, etc.
• Hybridization of computational intelligence ensemble systems
• One-class classifier ensembles,
• Diversity measures and ensemble pruning
• Classifier ensemble techniques for data stream classification
• Applications of ensemble of computational intelligence methods in any field.
Manuscripts should be submitted electronically online at http://ees.elsevier.com/neucom/
The corresponding author will have to create a user profile if one has not been established before at Elsevier and choose the appropriate special issue acronym during submission.

Guest Editors
Prof. Xin Yao - University of Birmingham, X.Yao@cs.bham.ac.uk
Dr. Michal Wozniak – Wroclaw University of Technology, michal.wozniak@pwr.wroc.pl

Deadline for Submission: February, 15, 2014

Related Resources

ETHE Blearning 2017   Blended learning in higher education: research findings
ECML-PKDD 2017   European Conference on Machine Learning and Principles and Practice of Knowledge Discovery
IEEE SSCI 2017   2017 IEEE Symposium Series on Computational Intelligence
ACML 2017   The 9th Asian Conference on Machine Learning
NIPS 2017   The Thirty-first Annual Conference on Neural Information Processing Systems
ICONIP 2017   International Conference on Neural Information Processing
DSAA 2017   The 4th IEEE International Conference on Data Science and Advanced Analytics 2017
ACM--ICMCE 2017   ACM--2017 6th International Conference on Mechatronics and Control Engineering (ICMCE 2017)--Ei Compendex, ISI Web of Science and Scopus
ICCMA - Ei 2017   2017 The 5th International conference on Control, Mechatronics and Automation (ICCMA 2017)--Ei Compendex and Scopus
CIG 2018   2018 IEEE Conference on Computational Intelligence and Games