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Session details: SMGP'15 Workshop

Published:11 July 2015Publication History

ABSTRACT

It is our great pleasure to welcome you to SMGP 2015, the second edition of the Semantic Methods in Genetic Programming workshop, initiated with the highly successful event we organized at PPSN'14.

Genetic programming (GP)---the application of evolutionary computing techniques to the creation of computer programs---has been a key topic in computational intelligence in the last couple of decades. In the last few years a rising topic in GP has been the use of semantic methods that provide a way of exploring the input-output behavior of programs, which is ultimately what matters for problem solving. This new approach has produced substantially better results on a number of problems and has been grounded in a body of theory, which informs algorithm design and builds interesting links with theoretical computer science and search-based software engineering. There are a number of research groups that are active in this area around the world, and the number of publications is growing each year.

This year, SMGP'15 is collocated with GECCO, the premiere event on evolutionary computation, which we consider an excellent opportunity to inform a wider group of people about this growing area of work. We can see the semantic methods being important beyond GP, in other areas of computational intelligence and machine learning. Researchers working in other branches of evolutionary computation are strongly encouraged to participate.

The workshop has accepted four high quality submissions---thanks are due to all who submitted their work. The speakers will be granted generous time for presentations, and we hope to foster and moderate lively discussions after each talk, not limited only to questions to the speakers, but possibly shaped more like brainstorming sessions. Apart from these presentations, the workshop will feature a panel discussion, where participation of the audience will be strongly encouraged.

We hope you will find this workshop not only a fresh update on the most recent developments in semantic GP, but also a thought-provoking event that materially contributes to our discipline.

  1. Session details: SMGP'15 Workshop

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    • Published in

      cover image ACM Conferences
      GECCO Companion '15: Proceedings of the Companion Publication of the 2015 Annual Conference on Genetic and Evolutionary Computation
      July 2015
      1568 pages
      ISBN:9781450334884
      DOI:10.1145/2739482

      Copyright © 2015 ACM

      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 11 July 2015

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      Overall Acceptance Rate1,669of4,410submissions,38%

      Upcoming Conference

      GECCO '24
      Genetic and Evolutionary Computation Conference
      July 14 - 18, 2024
      Melbourne , VIC , Australia
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