Recent developments in data science and intelligent analysis of information : proceedings of the XVIII International Conference on Data Science and Intelligent Analysis of Information, June 4--7, 2018, Kyiv, Ukraine /: proceedings of the XVIII International Conference on Data Science and Intelligent Analysis of Information, June 4--7, 2018, Kyiv, Ukraine. (2018)

• Record Type: Book
• Further Information: Note: Oleg Chertov, Tymofiy Mylovanov, Yuriy Kondratenko, Janusz Kacprzyk, Vladik Kreinovich, Vadim Stefanuk, editors.
• Editors: Chertov, Oleg; Mylovanov, Tymofiy; Kontenko, Yuriy; Kacprzyk, Janusz; Kreinovich, Vladik; Stefanuk, Vadim
• Other Names: International Conference on Data Science and Intelligent Analysis of Information, (18th) 2018 (Kyiv, Ukraine)
• Contents: Intro; Preface; Organization; Executive Committee; Honorary Co-chairs; General Co-chairs; Program Chairs; Publication Chair; Local Organizing Committee; Chair; Members; Program Committee; Subreviewers; Contents; Machine Learning: Novel Methods and Applications; Use of Symmetric Kernels for Convolutional Neural Networks; 1 Introduction; 2 Symmetric Image Kernels; 3 Levels of Symmetry; 4 Backpropagation Equations; 5 Experiments; 6 Conclusion; References; Neural Network User Authentication by Geometry of the Auricle; Abstract; 1 Introduction 2 Features of the Biometric Authentication Task on the Geometry of the Auricle3 Principles of Adaptation of the Structural Parameters of a Convolutional Neural Network; 4 Method for Determining Structural Parameters of a Convolutional Neural Network; 5 Experimental Results; 6 Conclusions; References; Race from Pixels: Evolving Neural Network Controller for Vision-Based Car Driving; 1 Introduction; 2 Background and Related Work; 3 Genetic Algorithm; 3.1 Overall Algorithm; 3.2 Environment and Rewards; 3.3 Selection; 3.4 Safe Mutation; 3.5 Layer Blend Crossover; 4 Experiments; 4.1 Setup 4.2 Performance4.3 Comparison with DDPG; 4.4 Agents Robustness; 5 Conclusion; Appendix A Track Outlines; References; Application of Neuro-Controller Models for Adaptive Control; Abstract; 1 Introduction; 2 Formalization of the Problem and Architectures of Neural Networks; 3 Generating Data for Training and Testing of the Neuro-Controllers; 4 Training and Testing the Neural Networks; 5 Formalization of the Technological Cycle of a Special Type for Adaptive Control of a Production Process; 6 Conclusion; References Forecasting of Forest Fires in Portugal Using Parallel Calculations and Machine LearningAbstract; 1 Introduction; 2 Data and Methods; 2.1 Preliminary Analysis; 2.2 Search of Best Models; 2.3 Accuracy Analysis; 2.4 Adequacy Analysis; 3 Conclusions; References; A New Non-Euclidean Proximal Method for Equilibrium Problems; 1 Introduction; 2 Assumptions; 3 The Algorithm; 4 Convergence Results; 5 Conclusions; References; Data Analysis Using Fuzzy Mathematics, Soft Computing, Computing with Words; Perceptual Computing Based Method for Assessing Functional State of Aviation Enterprise Employees 1 Introduction2 Perceptual Computing Basics; 2.1 Perceptual Computer Structure; 2.2 CWW Engine; 2.3 Decoder; 2.4 Application of Perceptual Computer to Proactive Control over the Functional State of Aviation Enterprise Employees; 3 Application of the Perceptual Computing to Model Data; 3.1 Constructing the Codebook; 3.2 Assignment of Weights; 3.3 Discussion of the Obtained Results; 4 Conclusions and Further Research; References; Multi-criteria Decision Making and Soft Computing for the Selection of Specialized IoT Platform; Abstract; 1 Introduction; 2 Related Work and Problem Statement
• Publisher Details: Cham : Springer
• Publication Date: 2018
• Extent: 1 online resource
• Subjects: 005.74; Engineering; Databases -- Congresses; Big data -- Congresses; Information theory -- Congresses; COMPUTERS / Databases / General; Big data; Databases; Information theory; Computers -- Intelligence (AI) & Semantics; Artificial intelligence; Artificial intelligence; Electronic books; Conference papers and proceedings
• Languages: English
• ISBNs: 9783319978857; 3319978853
• Related ISBNs: 9783319978840; 3319978845
• Notes: Note: Online resource; title from PDF title page (EBSCO, viewed August 9, 2018)
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.