Recent Advances in Soft Computing

Description

This book presents selected papers from the MENDEL conference that was held in Brno, Czech Republic in June 2017. Consisting of two parts, the book discusses recent advances in soft computing, including intelligent image processing: Part 1 addresses evolutionary computing, swarm intelligence, metaheuristics, and optimization; Part 2 then focuses on neural networks, machine learning, self-organization, fuzzy systems, and advanced statistics. The MENDEL conference was established in 1995 and it bears the name of the scientist and Augustinian priest Gregor J. Mendel, who discovered the famous Laws of Heredity. The main aim of the conference was to create a regular opportunity for students, academics and researchers to exchange their ideas and novel research methods. Front Matter ....Pages i-xi Front Matter ....Pages 1-1 Solving Sudoku’s by Evolutionary Algorithms with Pre-processing (Pedro Redondo Amil, Timo Mantere)....Pages 3-15 Weak Ties and How to Find Them (Iveta Dirgová Luptáková, Marek Šimon, Jiří Pospíchal)....Pages 16-26 Robustness and Evolutionary Dynamic Optimisation of Airport Security Schedules (Darren M. Chitty, Shengxiang Yang, Mario Gongora)....Pages 27-39 Enhanced Archive for SHADE (Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy)....Pages 40-55 Adaptation of Sport Training Plans by Swarm Intelligence (Iztok Fister Jr., Andres Iglesias, Eneko Osaba, Uroš Mlakar, Janez Brest, Iztok Fister)....Pages 56-67 On the Influence of Localisation and Communication Error on the Behaviour of a Swarm of Autonomous Underwater Vehicles (Christoph Tholen, Lars Nolle, Jens Werner)....Pages 68-79 Spam Detection Using Linear Genetic Programming (Clyde Meli, Vitezslav Nezval, Zuzana Kominkova Oplatkova, Victor Buttigieg)....Pages 80-92 Optimization of Protein Mixture Filtration (Dagmar Janáčová, Vladimír Vašek, Pavel Mokrejš, Karel Kolomazník, Ján Piteľ)....Pages 93-103 Accelerated Genetic Programming (Vladimír Hlaváč)....Pages 104-112 Hybrid Multi-objective PSO for Filter-Based Feature Selection (Uroš Mlakar, Iztok Fister Jr., Janez Brest, Iztok Fister)....Pages 113-123 Scalability of GPA-ES Algorithm (Tomas Brandejsky, Roman Divis)....Pages 124-133 Comparison of Three Novelty Approaches to Constants (Ks) Handling in Analytic Programming Powered by SHADE (Zuzana Kominkova Oplatkova, Adam Viktorin, Roman Senkerik)....Pages 134-145 Proposal of a New Swarm Optimization Method Inspired in Bison Behavior (Anezka Kazikova, Michal Pluhacek, Roman Senkerik, Adam Viktorin)....Pages 146-156 Stochastic Heuristics for Knapsack Problems (Miloš Šeda, Pavel Šeda)....Pages 157-166 Waste Processing Facility Location Problem by Stochastic Programming: Models and Solutions (Pavel Popela, Dušan Hrabec, Jakub Kůdela, Radovan Šomplák, Martin Pavlas, Jan Roupec et al.)....Pages 167-179 Randomization of Individuals Selection in Differential Evolution (Roman Senkerik, Michal Pluhacek, Adam Viktorin, Tomas Kadavy, Zuzana Kominkova Oplatkova)....Pages 180-191 Grammatical Evolution for Classification into Multiple Classes (Jiří Lýsek, Jiří Šťastný)....Pages 192-207 Front Matter ....Pages 209-209 A Spiking Model of Desert Ant Navigation Along a Habitual Route (Przemyslaw Nowak, Terrence C. Stewart)....Pages 211-222 The Application Perspective of Izhikevich Spiking Neural Model – The Initial Experimental Study (Adam Barton, Eva Volna, Martin Kotyrba)....Pages 223-232 Fuzzy Granular Calculations for the Sematic Web Using Some Mathematical Morphology Methods (Anna Bryniarska)....Pages 233-244 Exploring the Map Equation: Community Structure Detection in Unweighted, Undirected Networks (Rodica Ioana Lung, Mihai-Alexandru Suciu, Noémi Gaskó)....Pages 245-253 One of the Possible Ways to Find Partial Dependencies in Multidimensional Data (Libor Žák, David Vališ, Lucie Žáková)....Pages 254-261 Emergent Phenomena in Complex Systems (Jiri Bila)....Pages 262-270 Utilization of Machine Learning in Vibrodiagnostics (Daniel Zuth, Tomáš Marada)....Pages 271-278 Deep Analytics Based on Triathlon Athletes’ Blogs and News (Iztok Fister Jr., Dušan Fister, Samo Rauter, Uroš Mlakar, Janez Brest, Iztok Fister)....Pages 279-289 Weighted Multilateration in Volumetry of CNC Machine Tools (Barbora Navrátilová)....Pages 290-298 Numerical Solving Stiff Control Problems for Delay Differential Equations (Zdeněk Šmarda)....Pages 299-310 Dynamic Generalized Berge-Zhukovskii Equilibrium (Noémi Gaskó, Mihai Suciu, Rodica Ioana Lung)....Pages 311-319 Fuzzy Logic Control Application for the Risk Quantification of Projects for Automation (Olga Davidova, Branislav Lacko)....Pages 320-326 Back Matter ....Pages 327-328