GPEM 22(3) is now available

The third issue of Volume 22 of Genetic Programming and Evolvable Machines is now available for download.

It contains:

Feature extraction by grammatical evolution for one-class time series classification
by Stefano Mauceri, James Sweeney, Miguel Nicolau, James McDermott

Genetic programming-based regression for temporal data
by Cry Kuranga, Nelishia Pillay

Tag-based regulation of modules in genetic programming improves context-dependent problem solving
by Alexander Lalejini, Matthew Andres Moreno, Charles Ofria

LETTER
Symbolic-regression boosting
by Moshe Sipper, Jason H. Moore

SOFTWARE REVIEW
Software review: Pony GE2
by Tuong Manh Vu

BOOK REVIEW
Introducing Design Automation for Quantum Computing, Alwin Zulehner and Robert Wille. ISBN 978-3-030-41753-6, 2020, Springer International Publishing. 222 Pages, 51 b/w illustrations, 14 illustrations in colour
by Robin Harper

 

2021 Humies Winners

This year's HUMIE winners for Human-Competitive Results Produced By
Genetic And Evolutionary Computation are:

Gold:   $5000
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch
Esteban Real and Chen Liang and David R. So and Quoc V. Le
http://gpbib.cs.ucl.ac.uk/gp-html/pmlr-v119-real20a.html
Presentation: http://www.human-competitive.org/sites/default/files/estebanreal.humies_video_automl_zero.mp4


Silver  $3000
Machine learning for the prediction of pseudorealistic pediatric
abdominal phantoms for radiation dose reconstruction
Marco Virgolin and Ziyuan Wang and Tanja Alderliesten and Peter A. N. Bosman and
Brian V. Balgobind and Irma W. E. M. van Dijk and
Jan Wiersma and Petra S. Kroon and Gert O. Janssens and
Marcel van Herk and David C. Hodgson and Lorna Zadravec Zaletel and
Coen R. N. Rasch and Arjan Bel
http://gpbib.cs.ucl.ac.uk/gp-html/Virgolin_2020_JMI.html
Presentation: http://www.human-competitive.org/sites/default/files/humies2021_virgolin_1.mp4

Bronze: $2000
An evolutionary approach for generating software models: The case of
Kromaia in game software engineering
Daniel Blasco and Jaime Font and Mar Zamorano and Carlos Cetina
http://gpbib.cs.ucl.ac.uk/gp-html/Blasco_2021_JSS.html
Presentation: http://www.human-competitive.org/sites/default/files/font_for_humies.107mb.mp4


Details of the winners, finalists and all 20 entries are given on the
Annual "Humies" Awards For Human-Competitive Results web pages
http://www.human-competitive.org/