GECCO '16 Companion- Proceedings of the 2016 on Genetic and Evolutionary Computation Conference Companion GECCO '16 Companion- Proceedings of the 2016 on Genetic and Evolutionary Computation Conference Companion- WORKSHOPS Full Citation in the ACM Digital Library WORKSHOP SESSION: IAM 2016 Workshop IAM 2016 Chairs' Welcome & Organization Silvino Fernandez Thomas Stützle Pablo Valledor Pellicer Optimising a Waste Heat Recovery System using Multi-Objective Evolutionary Algorithm Maizura Mokhtar Ian Hunt Stephen Burns Dave Ross Multi-Line Batch Scheduling by Similarity Ignacio Arnaldo Erik Hemberg Una-May O'Reilly Granular-Based Dimension Reduction for Solar Radiation Prediction Using Adaptive Memory Programming Abdel-Rahman Hedar Alaa E. Abdel-Hakim Majid Almaraashi Criticality of Response Time in the usage of Metaheuristics in Industry Silvino Fernández Pablo Valledor Diego Diaz Eneko Malatsetxebarria Miguel Iglesias WORKSHOP SESSION: GECCO Workshop on Measuring and Promoting Diversity in Evolutionary Algorithms MPDEA 2016 Chairs' Welcome & Organization Giovanni Squillero Alberto Tonda Promoting Diversity in Evolutionary Algorithms: an Updated Bibliography Giovanni Squillero Alberto Tonda Maintaining Diversity in The Bounded Pareto-Set: A Case of Opposition Based Solution Generation Scheme AKM Khaled Ahsan Talukder Kalyanmoy Deb Shahryar Rahnamayan Population Diversity as a Selection Factor: Improving Fitness by Increasing Diversity James Byron Wayne Iba Harnessing Phenotypic Diversity towards Multiple Independent Objectives Davy Smith Laurissa Tokarchuk Geraint Wiggins On Synergies between Diversity and Task Decomposition in Constructing Complex Systems with GP Jessica P.C. Bonson Stephen Kelly Andrew R. McIntyre Malcolm I. Heywood A Modified Grid Diversity Operator for Discrete Optimization and its Application to Wind Farm Layout Optimization Problems Ahmed Salah Emma Hart Effects of Lexicase and Tournament Selection on Diversity Recovery and Maintenance Thomas Helmuth Nicholas Freitag McPhee Lee Spector WORKSHOP SESSION: GECCO'16 Student Workshop GECCO'16 Student Workshop Chairs' Welcome & Organization Vanessa Volz Samadhi Nallaperuma Boris Naujoks Integrating Local Search within neat-GP Perla Juárez-Smith Leonardo Trujillo Simulated Annealing as a Pre-Processing Step for Force-Directed Graph Drawing Farshad Ghassemi Toosi Nikola S. Nikolov Malachy Eaton A Two Stages Invasive Weed Optimization via a New Clustering Strategy Shanshan Huang Zhigang Ren Muju Wang Chenlin Sun FdDCA: A Novel Fuzzy Deterministic Dendritic Cell Algorithm Nura Mukhtar George M. Coghill Wei Pang Parallel SMS-EMOA for Many-Objective Optimization Problems Raquel Hernández Gómez Carlos A. Coello Coello Evolution of Layer Based Neural Networks: Preliminary Report Edward R. Pantridge Lee Spector Random Tree Generator for an FPGA-based Genetic Programming System Carlos A. Goribar Jiménez Yazmín Maldonado Leonardo Trujillo Small-Moves Based Mutation For Pick-Up And Delivery Problem Viacheslav Shalamov Andrey Filchenkov Daniil Chivilikhin Variable Selection for Multivariate Calibration in Chemometrics: A Real-World Application with Building Blocks Disruption Problem Lauro C.M. de Paula Anderson S. Soares Telma W. de Lima Arlindo R.G. Filho Clarimar J. Coelho Adding Program Length Bias to the Lexicase and Tournament Selection Algorithms Eva Moscovici Bee-Inspired Landmark Recognition in Robotic Navigation Kodi C.A. Cumbo Samantha Heck Ian Tanimoto Travis DeVault Robert Heckendorn Terence Soule WORKSHOP SESSION: Evolution in Cognition 2016 Evolution in Cognition 2016 Chairs' Welcome Stephane Doncieux Joshua E. Auerbach Richard J. Duro Harold P. de Vladar The Evolution of Artificial Neurogenesis Dennis Wilson Sylvain Cussat-Blanc Hervé Luga An Attractor Network-Based Model with Darwinian Dynamics Harold P. de Vladar Anna Fedor András Szilágyi István Zachar Eörs Szathmáry Darwinian Dynamics of Embodied Chaotic Exploration Yoonsik Shim Joshua E. Auerbach Phil Husbands Considering Memory Networks in the LTM Structure of the Multilevel Darwinist Brain Richard J. Duro José Antonio Becerra Juan Monroy Pilar Caamano Gaining Insight into Quality Diversity Joshua E. Auerbach Giovanni Iacca Dario Floreano Neuroevolutionary Motivational Engine for Autonomous Robots Rodrigo Salgado Abraham Prieto Francisco Bellas Luis Calvo-Varela Richard J. Duro WORKSHOP SESSION: SecDef Workshop 2016 SecDef Workshop 2016 Chairs' Welcome & Organization Gunes Kayacik Frank Moore Automatic Course of Action Generation using Soft Data for Maritime Domain Awareness Alex Plachkov Rami Abielmona Moufid Harb Rafael Falcon Diana Inkpen Voicu Groza Emil Petriu Multi-UAV Path Planning with Parallel Genetic Algorithms on CUDA Architecture Ugur Cekmez Mustafa Ozsiginan Ozgur Koray Sahingoz Dynamics of Adversarial Co-evolution in Tax Non-Compliance Detection Jacob Rosen Erik Hemberg Una-May O'Reilly Initiating a Moving Target Network Defense with a Real-time Neuro-evolutionary Detector Robert J. Smith Ayse Nur Zincir-Heywood Malcolm I. Heywood John T. Jacobs An Incremental Ensemble Evolved by using Genetic Programming to Efficiently Detect Drifts in Cyber Security Datasets Gianluigi Folino Francesco Sergio Pisani Pietro Sabatino WORKSHOP SESSION: Workshop on Algorithms and Data Structures for Evolutionary Computation GECCO'16 Workshop on Algorithms and Data Structures for Evolutionary Computation Chairs' Welcome Maxim Buzdalov Best Order Sort: A New Algorithm to Non-dominated Sorting for Evolutionary Multi-objective Optimization Proteek Chandan Roy Md. Monirul Islam Kalyanmoy Deb Efficient Removal of Points with Smallest Crowding Distance in Two-dimensional Incremental Non-dominated Sorting Niyaz Nigmatullin Maxim Buzdalov Andrey Stankevich WORKSHOP SESSION: Genetic Improvement 2016 Genetic Improvement 2016 Chairs' Welcome & Organization Westley Weimer Justyna Petke David R. White Benchmarking Genetically Improved BarraCUDA on Epigenetic Methylation NGS datasets and nVidia GPUs William B. Langdon Albert Vilella Brian Yee Hong Lam Justyna Petke Mark Harman Guiding Unconstrained Genetic Improvement David R. White Genetic Improvement for Code Obfuscation Justyna Petke Speeding up the Proof Strategy in Formal Software Verification Markus Wagner Optimising Energy Consumption Heuristically on Android Mobile Phones Mahmoud Bokhari Markus Wagner Automatic Improvement of Apache Spark Queries using Semantics-preserving Program Reduction Zoltan A. Kocsis John H. Drake Douglas Carson Jerry Swan Genetic Programming: From Design to Improved Implementation Víctor R. López-López Leonardo Trujillo Pierrick Legrand Gustavo Olague GP vs GI: If You Can't Beat Them, Join Them John R. Woodward Colin G. Johnson Alexander E.I. Brownlee Evals is Not Enough: Why We Should Report Wall-clock Time John R. Woodward Alexander E.I. Brownlee Colin G. Johnson Evolutionary Optimization of Compiler Flag Selection by Learning and Exploiting Flags Interactions Unai Garciarena Roberto Santana WORKSHOP SESSION: BBOB-2016 GECCO'16 Black-Box Optimization Benchmarking Workshop (BBOB-2016): Workshop Chairs' Welcome Message Anne Auger Dimo Brockhoff Nikolaus Hansen Dejan Tušar Tea Tušar Tobias Wagner Anytime Bi-Objective Optimization with a Hybrid Multi-Objective CMA-ES (HMO-CMA-ES) Ilya Loshchilov Tobias Glasmachers Unbounded Population MO-CMA-ES for the Bi-Objective BBOB Test Suite Oswin Krause Tobias Glasmachers Nikolaus Hansen Christian Igel Evaluating the Population Size Adaptation Mechanism for CMA-ES on the BBOB Noiseless Testbed Kouhei Nishida Youhei Akimoto Evaluating the Population Size Adaptation Mechanism for CMA-ES on the BBOB Noisy Testbed Kouhei Nishida Youhei Akimoto Hypervolume-Based DIRECT for Multi-Objective Optimisation Cheryl Sze Yin Wong Abdullah Al-Dujaili Suresh Sundaram A MATLAB Toolbox for Surrogate-Assisted Multi-Objective Optimization: A Preliminary Study Abdullah Al-Dujaili S. Suresh Benchmarking the Pure Random Search on the Bi-objective BBOB-2016 Testbed Anne Auger Dimo Brockhoff Nikolaus Hansen Dejan Tušar Tea Tušar Tobias Wagner The Impact of Variation Operators on the Performance of SMS-EMOA on the Bi-objective BBOB-2016 Test Suite Anne Auger Dimo Brockhoff Nikolaus Hansen Dejan Tušar Tea Tušar Tobias Wagner Benchmarking MATLAB's gamultiobj (NSGA-II) on the Bi-objective BBOB-2016 Test Suite Anne Auger Dimo Brockhoff Nikolaus Hansen Dejan Tušar Tea Tušar Tobias Wagner Benchmarking RM-MEDA on the Bi-objective BBOB-2016 Test Suite Anne Auger Dimo Brockhoff Nikolaus Hansen Dejan Tušar Tea Tušar Tobias Wagner Performance of the DEMO Algorithm on the Bi-objective BBOB Test Suite Tea Tušar Bogdan Filipic The Impact of Search Volume on the Performance of RANDOMSEARCH on the Bi-objective BBOB-2016 Test Suite Anne Auger Dimo Brockhoff Nikolaus Hansen Dejan Tušar Tea Tušar Tobias Wagner WORKSHOP SESSION: SAEOpt 2016 Surrogate-Assisted Evolutionary Optimisation (SAEOpt'16) Chairs' Welcome & Organization Alma Rahat Richard Everson Jonathan Fieldsend Yaochu Jin Handing Wang Mining Markov Network Surrogates for Value-Added Optimisation Alexander E.I. Brownlee Adaptation of Surrogate Tasks for Bipedal Walk Optimization Patrick MacAlpine Elad Liebman Peter Stone Fitness Estimation Strategy Assisted Competitive Swarm Optimizer for High Dimensional Expensive Problems Chaoli Sun Yaochu Jin Jinliang Ding Jianchao Zeng Uncertainty in Surrogate Models Handing Wang Data Driven Evolutionary Optimization of Complex Systems: Big Data Versus Small Data Yaochu Jin WORKSHOP SESSION: Workshop Evolutionary Computation in Computational Structural Biology Workshop Evolutionary Computation in Computational Structural Biology 2016 Chairs' Welcome José Santos Julia Handl Amarda Shehu Using Crowding-Distance in a Multiobjective Genetic Algorithm for Protein Structure Prediction Gregório Kappaun Rocha Fábio Lima Custódio Helio J.C. Barbosa Laurent Emmanuel Dardenne Path-based Guidance of an Evolutionary Algorithm in Mapping a Fitness Landscape and its Connectivity Emmanuel Sapin Kenneth De Jong Amarda Shehu An Ecologically-inspired Parallel Approach Applied to the Protein Structure Reconstruction from Contact Maps César M.V. Benítez Rafael Stubs Parpinelli Heitor Silvério Lopes Protein Folding Modeling with Neural Cellular Automata Using Rosetta Daniel Varela José Santos WORKSHOP SESSION: EvoSoft 2016 Evolutionary Computation Software Systems (EvoSoft) Workshop 2016 Chairs' Welcome & Organization Stefan Wagner Michael Affenzeller elephant56: Design and Implementation of a Parallel Genetic Algorithms Framework on Hadoop MapReduce Pasquale Salza Filomena Ferrucci Federica Sarro NodIO: A Framework and Architecture for Pool-based Evolutionary Computation Juan J. Merelo Pedro A. Castillo Pablo García-Sánchez Paloma de las Cuevas Mario García Valdez Optimization Knowledge Center: A Decision Support System for Heuristic Optimization Andreas Beham Stefan Wagner Michael Affenzeller WORKSHOP SESSION: ECADA 2016 ECADA 2016 Chairs' Welcome Manuel López-Ibáñez Daniel Tauritz John Woodward Exploration of Metaheuristics through Automatic Algorithm Configuration Techniques and Algorithmic Frameworks Alberto Franzin Thomas Stützle Evolution Evolves with Autoconstruction Lee Spector Nicholas Freitag McPhee Thomas Helmuth Maggie M. Casale Julian Oks Connecting Automatic Parameter Tuning, Genetic Programming as a Hyper-heuristic, and Genetic Improvement Programming John R. Woodward Colin G. Johnson Alexander E.I. Brownlee Why Asynchronous Parallel Evolution is the Future of Hyper-heuristics: A CDCL SAT Solver Case Study Alex R. Bertels Daniel R. Tauritz WORKSHOP SESSION: MedGEC'16 MedGEC'16 Chairs' Welcome Stephen L. Smith Stefano Cagnoni Robert Patton A Multi-Objective Approach to Predicting Motor and Cognitive Deficit in Parkinson's Disease Patients Marta Vallejo Jeremy Cosgrove Jane E. Alty Stuart Jamieson Stephen L. Smith David W. Corne Michael A. Lones Exploring the Application of Hybrid Evolutionary Computation Techniques to Physical Activity Recognition Alejandro Baldominos Carmen del Barrio Yago Saez An Optimized Feed-forward Artificial Neural Network Topology to Support Radiologists in Breast Lesions Classification Vitoantonio Bevilacqua Antonio Brunetti Maurizio Triggiani Domenico Magaletti Michele Telegrafo Marco Moschetta Predicting Glycemia in Diabetic Patients By Evolutionary Computation and Continuous Glucose Monitoring J. Manuel Colmenar Stephan M. Winkler Gabriel Kronberger Esther Maqueda Marta Botella J. Ignacio Hidalgo WORKSHOP SESSION: MBEA 2016 GECCO'16 Model-Based Evolutionary Algorithms (MBEA) Workshop Chairs' Welcome Peter A.N. Bosman John McCall SESSION: VizGEC 2016 Visualisation Methods in Genetic and Evolutionary Computation (VizGEC 2016) Chairs' Welcome & Organization David Walker Jonathan Fieldsend Richard Everson Visualisation and Analysis of Genetic Records Produced by Cartesian Genetic Programming Lukas Sekanina Vlastimil Kapusta Visualizing Genetic Programming Ancestries Nicholas Freitag McPhee Maggie M. Casale Mitchell Finzel Thomas Helmuth Lee Spector Visualizing for Success: How Can we Make the User more Efficient in Interactive Evolutionary Algorithms? Juan-J. Merelo Mario García Valdez Carlos Cotta Carlos Cotta Enabling Dominance Resistance in Visualisable Distance-Based Many-Objective Problems Jonathan E. Fieldsend Learning Features for Discriminative Behavior Analysis of Evolutionary Algorithms via Slow Feature Analysis Chengshan Pang Mang Wang Weiming Liu Bin Li SESSION: IWERML'16 International Workshop on Evolutionary Rule-Based Machine Learning Workshop (IWERML) Welcome & Organization Karthik Kuber Masaya Nakata Kamran Shafi Pareto Inspired Multi-objective Rule Fitness for Adaptive Rule-based Machine Learning Ryan J. Urbanowicz Randal S. Olson Jason H. Moore Code Fragments: Past and Future use in Transfer Learning Will N. Browne Hands-on Workshop on Learning Classifier Systems Ryan J. Urbanowicz Will N. Browne Karthik Kuber SESSION: Women@GECCO 2016 Women@GECCO 2016 Chairs' Welcome Carola Doerr Julia Handl Emma Hart Gabriela Ochoa Amarda Shehu Tea Tušar Anya E. Vostinar Christine Zarges Nur Zincir-Heywood SESSION: Late-Breaking Abstracts Workshop Late-Breaking Abstracts Workshop at GECCO'16: Chair's Welcome Francisco Chicano A Multimodal Adaptive Genetic Clustering Algorithm Sawsan Al-Malak Manar Hosny BeamGA Median: A Hybrid Heuristic Search Framework Ghada Badr Manar Hosny Nuha Bintayyash Eman Albilali Souad Larabi Marie-Sainte Nearing Stroop Effect Replication via Neuroevolution Amit Benbassat Avishai Henik Reducing Energy Consumption in Smart Cities: A Scatter Search Based Approach Olfa Chebbi Nouha Nouri Feature Selection using Genetic Algorithm: An Analysis of the Bias-Property for One-Point Crossover Lauro C.M. de Paula Anderson S. Soares Telma Woerle de Lima Clarimar J. Coelho Discovery Motifs by Evolutionary Computation Jader C. Garbelini André Y. Kashiwabara Danilo S. Sanches Are Evolutionary Computation-Based Methods Comparable to State-of-the-art non-Evolutionary Methods for Community Detection? Ami Hauptman On Development of a New Approach for EA Acceleration in Chosen Large Optimization Problems of Mechanics Janusz Orkisz Maciej Glowacki Comparison between Golden Ball Meta-heuristic, Evolutionary Simulated Annealing and Tabu Search for the Traveling Salesman Problem Eneko Osaba Roberto Carballedo Pedro Lopez-Garcia Fernando Diaz TIMON Project: Description and Preliminary Tests for Traffic Prediction Using Evolutionary Techniques Eneko Osaba Pedro López-Garcia Antonio D. Masegosa Enrique Onieva Hugo Landaluce Asier Perallos Schemata Bandits for MAXSAT Nixon K. Ronoh Edna Milgo Ambrose K. KIprop Bernard Manderick Multiobjective Discrete Differential Evolution for Service Restoration in Energy Distribution Systems Danilo S. Sanches João Bosco A. London, Jr. Alexandre C.B. Delbem Increasing the Throughput of Expensive Evaluations Through a Vector Based Genetic Programming Framework Jason Zutty Daniel Long Gregory Rohling