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@IEEE Congress on Evolutionary Computation - Special Session at [CEC2021] | @IEEE Congress on Evolutionary Computation - Special Session at [CEC2021] | ||
28.06-1.07.2021 Kraków, Poland | 28.06-1.07.2021 Kraków, Poland | ||
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[https://cec2021.mini.pw.edu.pl/ https://cec2021.mini.pw.edu.pl/] | [https://cec2021.mini.pw.edu.pl/ https://cec2021.mini.pw.edu.pl/] | ||
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"IEEE CEC 2021 is a world-class conference that aims to bring together researchers and practitioners in the field of evolutionary computation and computational intelligence from all around the globe". | "IEEE CEC 2021 is a world-class conference that aims to bring together researchers and practitioners in the field of evolutionary computation and computational intelligence from all around the globe". | ||
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==== Aims and Scope==== | ==== Aims and Scope==== | ||
| − | This [https://cec2021.mini.pw.edu.pl/ | + | This [https://cec2021.mini.pw.edu.pl/en/program/special-sessions special session] aims to bring together both theoretical developments and applications of Computational Intelligence to software engineering (SE), i.e., the management, design, the development, operation, maintenance, and testing of software. All bio-inspired computational paradigms and machine learning techniques are welcome, such as Genetic and Evolutionary Computation, including Multi-Objective Approaches, Fuzzy Logic, Intelligent Agent Systems, Neural Networks, Cellular Automata, Artificial Immune Systems, Swarm Intelligence, and others, including machine learning techniques. |
Currently, an increasing number of researchers from the SE discipline are focusing on applying computational intelligence techniques such as meta-heuristics (known as Search based software engineering -SBSE-), data mining or statistics to their research. Problems such as planning and decision-making in software engineering, arrangements of modules, finding patterns of defective modules, cost and effort estimation, testing and test case generation, debugging and fault localisation, knowledge extraction, etc. can be reformulated or addressed using a set of techniques which includes searching and optimization techniques, data mining and machine learning, simulation, process mining, etc. These techniques, already used extensively in other areas, are incrementally being applied in software engineering. | Currently, an increasing number of researchers from the SE discipline are focusing on applying computational intelligence techniques such as meta-heuristics (known as Search based software engineering -SBSE-), data mining or statistics to their research. Problems such as planning and decision-making in software engineering, arrangements of modules, finding patterns of defective modules, cost and effort estimation, testing and test case generation, debugging and fault localisation, knowledge extraction, etc. can be reformulated or addressed using a set of techniques which includes searching and optimization techniques, data mining and machine learning, simulation, process mining, etc. These techniques, already used extensively in other areas, are incrementally being applied in software engineering. | ||
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* Real world applications of the above | * Real world applications of the above | ||
| − | ==== | + | ==== Organisers ==== |
| − | * [ | + | * [https://ucase.gitlab.io/profiles/profile.html?user=imedinabulo Inmaculada Medina-Bulo], University of Cadiz (Spain), [mailto:inmaculada.medina@uca.es inmaculada.medina@uca.es] |
| − | + | * [http://www.sc.ehu.es/ccwbayes/members/jalozano/home/index.html Jose A. Lozano], The Basque Country University (Spain), [mailto:ja.lozano@ehu.eus ja.lozano@ehu.eus] | |
| − | + | * [http://www.cc.uah.es/drg/ Daniel Rodriguez], University of Alcala (Spain) [mailto:daniel.rodriguezg@uah.es daniel.rodriguezg@uah.es] | |
| − | + | ||
| − | * [http:// | + | ==== PC Members (To be confirmed) ==== |
| − | + | ||
| − | + | ||
| − | + | ||
| − | * [http://www. | + | |
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* [https://sites.google.com/site/wasifafzal/ Wasif Afzal], Mälardalen Univesity, Sweden | * [https://sites.google.com/site/wasifafzal/ Wasif Afzal], Mälardalen Univesity, Sweden | ||
| − | * [http://www.ing.unisannio.it/mdipenta/ Massimiliano Di Penta], University of Sannio, Italy | + | <!--* [http://www0.cs.ucl.ac.uk/staff/r.bruce/ Bobby R. Bruce], University College London, UK--> |
| − | * [http://www. | + | * [http://www.franciscochicano.es/ Francisco Chicano], University of Malaga (Spain) |
| − | * [https://www.chalmers.se/en/staff/Pages/gomesf.aspx Francisco Gomes de Oliveira Neto], Chalmers University of Technology, Sweden | + | <!-- * [http://www.ing.unisannio.it/mdipenta/ Massimiliano Di Penta], University of Sannio, Italy --> |
| − | + | * [http://www.sc.ehu.es/jiwdocoj/ Javier Dolado], Universidad del País Vasco (Spain) | |
| + | <!-- * [https://sites.google.com/site/aiesparcia/ Anna Esparcia-Alcázar], Universidad Politécnica de Valencia (Spain) --> | ||
| + | * [https://ucase.gitlab.io/profiles/profile.html?user=pdelgadoperez Pedro Delgado-Pérez], University of Cadiz, Spain | ||
| + | * [https://neo.lcc.uma.es/staff/javi/ Javier Ferrer], University of Málaga, Spain | ||
| + | <!--* [https://www.chalmers.se/en/staff/Pages/gomesf.aspx Francisco Gomes de Oliveira Neto], Chalmers University of Technology, Sweden--> | ||
* [http://cct.brookes.ac.uk/staff/rachelharrison.html Rachel Harrison], Oxford Brookes University, UK | * [http://cct.brookes.ac.uk/staff/rachelharrison.html Rachel Harrison], Oxford Brookes University, UK | ||
| + | * [https://alfredoibias.com/ Alfredo Ibias], University Complutense of Madrid, Spain | ||
| + | * [https://www.researchgate.net/profile/Martin_Kappes Martin Kappes], Frankfurt University of Applied Sciences, Germany | ||
| + | * [https://mueller-bady.com Robin Müller-Bady], Capgemini, Germany | ||
| + | * [http://www-personal.umd.umich.edu/~marouane/ Marouane Kessentini], University of Michigan, USA | ||
| + | * [http://antares.sip.ucm.es/manolo/ Manuel Núñez], University Complutense of Madrid, Spain | ||
| + | * [http://antares.sip.ucm.es/mercedes/ Mercedes García Merayo], University Complutense of Madrid, Spain | ||
| + | <!--* [http://www.uniriotec.br/~marcio.barros/ Márcio de Oliveira Barros], UNIRIO University, Brazil--> | ||
| + | * [https://ucase.gitlab.io/profiles/profile.html?user=palomo Francisco Palomo-Lozano], University of Cadiz, Spain | ||
| + | <!--* [http://www0.cs.ucl.ac.uk/people/J.Petke.html Justyna Petke], University College London, UK--> | ||
| + | * [http://wpage.unina.it/roberto.pietrantuono/ Roberto Pietrantuono], University of Naples "Federico II", Italy | ||
| + | * [https://www.sics.se/people/pasqualina-potena Pasqualina Potena], RISE Research Institutes of Sweden AB, Sweden | ||
| + | * [https://www.uco.es/users/aramirez/ Aurora Ramirez], University of Cordoba (Spain) | ||
* [http://www.inf.ufpr.br/silvia/ Silvia Regina Vergilio], Universidade Federal do Paraná, Brasil | * [http://www.inf.ufpr.br/silvia/ Silvia Regina Vergilio], Universidade Federal do Paraná, Brasil | ||
| + | * [http://www.jrromero.net/ José-Raúl Romero], University of Cordoba (Spain) | ||
| + | <!--* [http://www0.cs.ucl.ac.uk/staff/F.Sarro/ Federica Sarro], University College London, UK--> | ||
* [https://jeffsite.wordpress.com/ Jerffeson Teixeira de Souza], Universidade Estadual do Ceará, Brazil | * [https://jeffsite.wordpress.com/ Jerffeson Teixeira de Souza], Universidade Estadual do Ceará, Brazil | ||
| − | * [http:// | + | <!--* [http://tanjavos.com/ Tanja Vos], Universidad de Politécnica de Valencia (Spain) and Open University (The Netherlands)--> |
| − | * [https://www. | + | * [https://www.frankfurt-university.de/de/erweiterungen/ansprechpartner/detail/matthias-wagner Matthias Wagner], Frankfurt University of Applied Sciences, Germany |
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==== Submission Guidelines ==== | ==== Submission Guidelines ==== | ||
| − | Following the [ | + | Following the [https://cec2021.mini.pw.edu.pl/en/paper-submission CEC'2021 guidelines] all the papers have to be submitted electronically through the conference [https://ieee-cis.org/conferences/cec2021/upload.php Web application]. |
==== Important Dates ==== | ==== Important Dates ==== | ||
| − | * Submission deadline: | + | * Submission deadline: 21 February 2021 |
| − | * Notification of acceptance: | + | * Notification of acceptance: 22 March 2021 |
| + | * Final submission: 7 April 2021 | ||
==== Acknowledgements ==== | ==== Acknowledgements ==== | ||
[http://www.uco.es/investigacion/proyectos/SEBASENet/ SEBASENet] - Red de Excelencia en Ingeniería de Software basada en Búsqueda (Spanish Search Based Software Engineering Network) | [http://www.uco.es/investigacion/proyectos/SEBASENet/ SEBASENet] - Red de Excelencia en Ingeniería de Software basada en Búsqueda (Spanish Search Based Software Engineering Network) | ||
Revisión actual del 15:11 5 jun 2021
Metaheuristics and Machine Learning in Software Engineering (SEBASENet@CEC'2021)
@IEEE Congress on Evolutionary Computation - Special Session at [CEC2021] 28.06-1.07.2021 Kraków, Poland
https://cec2021.mini.pw.edu.pl/
"IEEE CEC 2021 is a world-class conference that aims to bring together researchers and practitioners in the field of evolutionary computation and computational intelligence from all around the globe".
Aims and Scope
This special session aims to bring together both theoretical developments and applications of Computational Intelligence to software engineering (SE), i.e., the management, design, the development, operation, maintenance, and testing of software. All bio-inspired computational paradigms and machine learning techniques are welcome, such as Genetic and Evolutionary Computation, including Multi-Objective Approaches, Fuzzy Logic, Intelligent Agent Systems, Neural Networks, Cellular Automata, Artificial Immune Systems, Swarm Intelligence, and others, including machine learning techniques.
Currently, an increasing number of researchers from the SE discipline are focusing on applying computational intelligence techniques such as meta-heuristics (known as Search based software engineering -SBSE-), data mining or statistics to their research. Problems such as planning and decision-making in software engineering, arrangements of modules, finding patterns of defective modules, cost and effort estimation, testing and test case generation, debugging and fault localisation, knowledge extraction, etc. can be reformulated or addressed using a set of techniques which includes searching and optimization techniques, data mining and machine learning, simulation, process mining, etc. These techniques, already used extensively in other areas, are incrementally being applied in software engineering.
There is a large number of decisions during the development and maintenance of any software system. Evolutionary methods and data mining can help with the decision-making process based on the information available (e.g., estimation and planning of projects) or with the generation of artifacts (e.g., test case generation). Furthermore, modern development environments (IDEs, Issue Tracking Systems and Configuration Management Systems) allow us to collect large amount of data during the executing of a project for real-time decisions as well as application repositories (AppStore, Google Play) containing huge amount of valuable information that can be exploited.
Topics
Topics of interest include:
- Search-based Software Engineering
- Requirements engineering
- Automated design and development of software
- Genetic improvement of software
- Software maintenance and self-repair
- Software effort estimation and fault prediction
- Software reliability, testing and security with data-mining or meta-heuristic techniques
- Project management, planning and scheduling
- Studies, applications and tools to extract information from software repositories
- Dealing with data problems in software repositories (noise, imbalance, outliers, etc.) when applying ML or meta-heuristics
- Process mining
- Mining mobile application repositories (AppStore and Google Play)
- Tools based on evolutionary or ML methods in SE
- Real world applications of the above
Organisers
- Inmaculada Medina-Bulo, University of Cadiz (Spain), inmaculada.medina@uca.es
- Jose A. Lozano, The Basque Country University (Spain), ja.lozano@ehu.eus
- Daniel Rodriguez, University of Alcala (Spain) daniel.rodriguezg@uah.es
PC Members (To be confirmed)
- Wasif Afzal, Mälardalen Univesity, Sweden
- Francisco Chicano, University of Malaga (Spain)
- Javier Dolado, Universidad del País Vasco (Spain)
- Pedro Delgado-Pérez, University of Cadiz, Spain
- Javier Ferrer, University of Málaga, Spain
- Rachel Harrison, Oxford Brookes University, UK
- Alfredo Ibias, University Complutense of Madrid, Spain
- Martin Kappes, Frankfurt University of Applied Sciences, Germany
- Robin Müller-Bady, Capgemini, Germany
- Marouane Kessentini, University of Michigan, USA
- Manuel Núñez, University Complutense of Madrid, Spain
- Mercedes García Merayo, University Complutense of Madrid, Spain
- Francisco Palomo-Lozano, University of Cadiz, Spain
- Roberto Pietrantuono, University of Naples "Federico II", Italy
- Pasqualina Potena, RISE Research Institutes of Sweden AB, Sweden
- Aurora Ramirez, University of Cordoba (Spain)
- Silvia Regina Vergilio, Universidade Federal do Paraná, Brasil
- José-Raúl Romero, University of Cordoba (Spain)
- Jerffeson Teixeira de Souza, Universidade Estadual do Ceará, Brazil
- Matthias Wagner, Frankfurt University of Applied Sciences, Germany
Submission Guidelines
Following the CEC'2021 guidelines all the papers have to be submitted electronically through the conference Web application.
Important Dates
- Submission deadline: 21 February 2021
- Notification of acceptance: 22 March 2021
- Final submission: 7 April 2021
Acknowledgements
SEBASENet - Red de Excelencia en Ingeniería de Software basada en Búsqueda (Spanish Search Based Software Engineering Network)