INFORMATION SYSTEMS ARCHITECTURE AND TECHNOLOGY : proceedings of 38th, Part 1

Description

This three-volume set of books presents advances in the development of concepts and techniques in the area of new technologies and contemporary information system architectures. It guides readers through solving specific research and analytical problems to obtain useful knowledge and business value from the data. Each chapter provides an analysis of a specific technical problem, followed by the numerical analysis, simulation and implementation of the solution to the problem. The books constitute the refereed proceedings of the 2017 38th International Conference “Information Systems Architecture and Technology,” or ISAT 2017, held on September 17–19, 2017 in Szklarska Poręba, Poland. The conference was organized by the Computer Science and Management Systems Departments, Faculty of Computer Science and Management, Wroclaw University of Technology, Poland. The papers have been organized into topical parts: Part I— includes discourses on topics including, but not limited to, Artificial Intelligence Methods, Knowledge Discovery and Data Mining, Big Data, Knowledge Discovery and Data Mining, Knowledge Based Management, Internet of Things, Cloud Computing and High Performance Computing, Distributed Computer Systems, Content Delivery Networks, and Service Oriented Computing. Part II—addresses topics including, but not limited to, System Modelling for Control, Recognition and Decision Support, Mathematical Modelling in Computer System Design, Service Oriented Systems and Cloud Computing and Complex Process Modeling. Part III—deals with topics including, but not limited to, Modeling of Manufacturing Processes, Modeling an Investment Decision Process, Management of Innovation, Management of Organization. Front Matter ....Pages i-xviii Front Matter ....Pages 1-1 A Deep Learning Approach for Valve Defect Recognition in Heart Acoustic Signal (Dariusz Kucharski, Dominik Grochala, Marcin Kajor, Eliasz Kańtoch)....Pages 3-14 Population-Based Algorithm with Selectable Evolutionary Operators for Nonlinear Modeling (Krystian Łapa)....Pages 15-26 Evaluation of Gated Recurrent Neural Networks in Music Classification Tasks (Jan Jakubik)....Pages 27-37 Neuro-Fuzzy System for Medium-Term Electric Energy Demand Forecasting (Paweł Pełka, Grzegorz Dudek)....Pages 38-47 An Evolutionary Optimization Method Based on Scalarization for Multi-objective Problems (Marcin Studniarski, Radhwan Al-Jawadi, Aisha Younus)....Pages 48-58 Measuring Cognitive Workload in Arithmetic Tasks Based on Response Time and EEG Features (Małgorzata Plechawska-Wójcik, Magdalena Borys, Mikhail Tokovarov, Monika Kaczorowska)....Pages 59-72 A Method for Genetic Selection of the Dynamic Signature Global Features’ Subset (Marcin Zalasiński, Krzysztof Cpałka)....Pages 73-82 Front Matter ....Pages 83-83 Multivariate Regression Tree for Pattern-Based Forecasting Time Series with Multiple Seasonal Cycles (Grzegorz Dudek)....Pages 85-94 Active Protocol Discoverer Based on Grammatical Evolution (Dariusz Pałka, Marek Zachara, Krzysztof Wójcik)....Pages 95-106 Speaker Diarization Using Deep Recurrent Convolutional Neural Networks for Speaker Embeddings (Pawel Cyrta, Tomasz Trzciński, Wojciech Stokowiec)....Pages 107-117 Classification Tree for Material Defect Detection Using Active Thermography (Grzegorz Dudek, Sebastian Dudzik)....Pages 118-127 Interactive Visualization of Query Results Set from Information Retrieval Using Concept Lattices (Peter Butka, Miroslav Smatana, Veronika Novotná)....Pages 128-137 PID-Fuzzy Controllers with Dynamic Structure and Evolutionary Method for Their Construction (Krystian Łapa, Krzysztof Cpałka)....Pages 138-148 Community Detection in Bibsonomy Using Data Clustering (Zakaria Saoud, Jan Platoš)....Pages 149-158 Front Matter ....Pages 159-159 Using Predictive Data Mining Models for Data Analysis in a Logistics Company (Miroslava Muchová, Ján Paralič, Michael Nemčík)....Pages 161-170 Twitter Sentiment Analysis Using a Modified Naïve Bayes Algorithm (Manav Masrani, Poornalatha G.)....Pages 171-181 Cost-Sensitive Feature Selection for Class Imbalance Problem (Małgorzata Bach, Aleksandra Werner)....Pages 182-194 Constraint-Based Method for Mining Colossal Patterns in High Dimensional Databases (Thanh-Long Nguyen, Bay Vo, Bao Huynh, Vaclav Snasel, Loan T. T. Nguyen)....Pages 195-204 A Dynamic Packed Approach for Analytic Data Warehouse in Ad-Hoc Queries (Loan T. T. Nguyen, Hung Son Nguyen, Sinh Hoa Nguyen)....Pages 205-213 Front Matter ....Pages 215-215 How Is Server Software Configured? Examining the Structure of Configuration Files (Błażej Święcicki, Leszek Borzemski)....Pages 217-229 Risk-Based Decision Making in IoT Systems (Grzegorz J. Blinowski)....Pages 230-241 On Implementation of Energy-Aware MPTCP Scheduler (Michał Morawski, Przemysław Ignaciuk)....Pages 242-251 Mobile Monitoring System for Environment Parameters (Gerard Żmuda, Andrzej Opaliński, Mirosław Głowacki)....Pages 252-261 Swarm Based System for Management of Containerized Microservices in a Cloud Consisting of Heterogeneous Servers (Waldemar Karwowski, Marian Rusek, Grzegorz Dwornicki, Arkadiusz Orłowski)....Pages 262-271 Execution Management of Computational Services in Service-Oriented Systems (Paulina Kwaśnicka, Łukasz Falas, Krzysztof Juszczyszyn)....Pages 272-282 Content Delivery Network and External Resources Detection for Selected Hosts (Vladyslav Deyneko, Ireneusz J. Jóźwiak)....Pages 283-291 Parallelization of Selected Algorithms on Multi-core CPUs, a Cluster and in a Hybrid CPU+Xeon Phi Environment (Adam Krzywaniak, Paweł Czarnul)....Pages 292-301 Front Matter ....Pages 303-303 Verification of Web Traffic Burstiness and Self-similarity for Multiple Online Stores (Grażyna Suchacka, Alicja Dembczak)....Pages 305-314 Frequent Scene Change in Wavelet Video Compression (Andrzej Popławski)....Pages 315-325 A Versatile Hardware and Software Toolset for Computer Aided Inspection Planning of Machine Vision Applications (Stephan Irgenfried, Heinz Wörn, Stephan Bergmann, Mahsa Mohammadikajii, Jürgen Beyerer, Carsten Dachsbacher)....Pages 326-335 The Impact of Web Pages’ Load Time on the Conversion Rate of an E-Commerce Platform (Wiktor Stadnik, Ziemowit Nowak)....Pages 336-345 Nearest Neighborhood Determination Methods with Regard to Mobile Location-Based Application (Mariusz Fraś, Piotr Frącek, Krzysztof Waśko)....Pages 346-355 Back Matter ....Pages 357-358