Computational Science – ICCS 2019: 19th International Conference, Faro, Portugal, June 12–14, 2019, Proceedings, Part III

Description

The five-volume set LNCS 11536, 11537, 11538, 11539 and 11540 constitutes the proceedings of the 19th International Conference on Computational Science, ICCS 2019, held in Faro, Portugal, in June 2019. The total of 65 full papers and 168 workshop papers presented in this book set were carefully reviewed and selected from 573 submissions (228 submissions to the main track and 345 submissions to the workshops). The papers were organized in topical sections named: Part I: ICCS Main Track Part II: ICCS Main Track; Track of Advances in High-Performance Computational Earth Sciences: Applications and Frameworks; Track of Agent-Based Simulations, Adaptive Algorithms and Solvers; Track of Applications of Matrix Methods in Artificial Intelligence and Machine Learning; Track of Architecture, Languages, Compilation and Hardware Support for Emerging and Heterogeneous Systems Part III: Track of Biomedical and Bioinformatics Challenges for Computer Science; Track of Classifier Learning from Difficult Data; Track of Computational Finance and Business Intelligence; Track of Computational Optimization, Modelling and Simulation; Track of Computational Science in IoT and Smart Systems Part IV: Track of Data-Driven Computational Sciences; Track of Machine Learning and Data Assimilation for Dynamical Systems; Track of Marine Computing in the Interconnected World for the Benefit of the Society; Track of Multiscale Modelling and Simulation; Track of Simulations of Flow and Transport: Modeling, Algorithms and Computation Part V: Track of Smart Systems: Computer Vision, Sensor Networks and Machine Learning; Track of Solving Problems with Uncertainties; Track of Teaching Computational Science; Poster Track ICCS 2019 Chapter “Comparing Domain-decomposition Methods for the Parallelization of Distributed Land Surface Models” is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com. Front Matter ....Pages i-xx Front Matter ....Pages 1-1 Parallelization of an Algorithm for Automatic Classification of Medical Data (Victor M. Garcia-Molla, Addisson Salazar, Gonzalo Safont, Antonio M. Vidal, Luis Vergara)....Pages 3-16 The Chain Alignment Problem (Leandro Lima, Said Sadique Adi)....Pages 17-30 Comparing Deep and Machine Learning Approaches in Bioinformatics: A miRNA-Target Prediction Case Study (Valentina Giansanti, Mauro Castelli, Stefano Beretta, Ivan Merelli)....Pages 31-44 Automated Epileptic Seizure Detection Method Based on the Multi-attribute EEG Feature Pool and mRMR Feature Selection Method (Bo Miao, Junling Guan, Liangliang Zhang, Qingfang Meng, Yulin Zhang)....Pages 45-59 An Approach for Semantic Data Integration in Cancer Studies (Iliyan Mihaylov, Maria Nisheva-Pavlova, Dimitar Vassilev)....Pages 60-73 A Study of the Electrical Propagation in Purkinje Fibers (Lucas Arantes Berg, Rodrigo Weber dos Santos, Elizabeth M. Cherry)....Pages 74-86 A Knowledge Based Self-Adaptive Differential Evolution Algorithm for Protein Structure Prediction (Pedro H. Narloch, Márcio Dorn)....Pages 87-100 A Multi-objective Swarm-Based Algorithm for the Prediction of Protein Structures (Leonardo de Lima Corrêa, Márcio Dorn)....Pages 101-115 Combining Polynomial Chaos Expansions and Genetic Algorithm for the Coupling of Electrophysiological Models (Gustavo Montes Novaes, Joventino Oliveira Campos, Enrique Alvarez-Lacalle, Sergio Alonso Muñoz, Bernardo Martins Rocha, Rodrigo Weber dos Santos)....Pages 116-129 A Cloud Architecture for the Execution of Medical Imaging Biomarkers (Sergio López-Huguet, Fabio García-Castro, Angel Alberich-Bayarri, Ignacio Blanquer)....Pages 130-144 A Self-adaptive Local Search Coordination in Multimeme Memetic Algorithm for Molecular Docking (Pablo Felipe Leonhart, Pedro Henrique Narloch, Márcio Dorn)....Pages 145-159 Parallel CT Reconstruction for Multiple Slices Studies with SuiteSparseQR Factorization Package (Mónica Chillarón, Vicente Vidal, Gumersindo Verdú)....Pages 160-169 Front Matter ....Pages 171-171 ARFF Data Source Library for Distributed Single/Multiple Instance, Single/Multiple Output Learning on Apache Spark (Jorge Gonzalez-Lopez, Sebastian Ventura, Alberto Cano)....Pages 173-179 On the Role of Cost-Sensitive Learning in Imbalanced Data Oversampling (Bartosz Krawczyk, Michal Wozniak)....Pages 180-191 Characterization of Handwritten Signature Images in Dissimilarity Representation Space (Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin)....Pages 192-206 Missing Features Reconstruction and Its Impact on Classification Accuracy (Magda Friedjungová, Marcel Jiřina, Daniel Vašata)....Pages 207-220 A Deep Malware Detection Method Based on General-Purpose Register Features (Fang Li, Chao Yan, Ziyuan Zhu, Dan Meng)....Pages 221-235 A Novel Distribution Analysis for SMOTE Oversampling Method in Handling Class Imbalance (Dina Elreedy, Amir F. Atiya)....Pages 236-248 Forecasting Purchase Categories by Transactional Data: A Comparative Study of Classification Methods (Egor Shikov, Klavdiya Bochenina)....Pages 249-262 Recognizing Faults in Software Related Difficult Data (Michał Choraś, Marek Pawlicki, Rafał Kozik)....Pages 263-272 Front Matter ....Pages 273-273 Research on Knowledge Discovery in Database of Traffic Flow State Based on Attribute Reduction (Jia-lin Wang, Xiao-lu Li, Li Wang, Xi Zhang, Peng Zhang, Guang-yu Zhu)....Pages 275-285 Factor Integration Based on Neural Networks for Factor Investing (Zhichen Lu, Wen Long, Jiashuai Zhang, Yingjie Tian)....Pages 286-292 A Brief Survey of Relation Extraction Based on Distant Supervision (Yong Shi, Yang Xiao, Lingfeng Niu)....Pages 293-303 Short-Term Traffic Congestion Forecasting Using Attention-Based Long Short-Term Memory Recurrent Neural Network (Tianlin Zhang, Ying Liu, Zhenyu Cui, Jiaxu Leng, Weihong Xie, Liang Zhang)....Pages 304-314 Portfolio Selection Based on Hierarchical Clustering and Inverse-Variance Weighting (Andrés Arévalo, Diego León, German Hernandez)....Pages 315-325 A Computational Technique for Asian Option Pricing Model ( Manisha, S. Chandra Sekhara Rao)....Pages 326-339 Improving Portfolio Optimization Using Weighted Link Prediction in Dynamic Stock Networks (Douglas Castilho, João Gama, Leandro R. Mundim, André C. P. L. F. de Carvalho)....Pages 340-353 Front Matter ....Pages 355-355 Comparison of Constraint-Handling Techniques for Metaheuristic Optimization (Xing-Shi He, Qin-Wei Fan, Mehmet Karamanoglu, Xin-She Yang)....Pages 357-366 Dynamic Partitioning of Evolving Graph Streams Using Nature-Inspired Heuristics (Eneko Osaba, Miren Nekane Bilbao, Andres Iglesias, Javier Del Ser, Akemi Galvez, Iztok Fister Jr. et al.)....Pages 367-380 Bat Algorithm for Kernel Computation in Fractal Image Reconstruction (Akemi Gálvez, Eneko Osaba, Javier Del Ser, Andrés Iglesias)....Pages 381-394 Heuristic Rules for Coordinated Resources Allocation and Optimization in Distributed Computing (Victor Toporkov, Dmitry Yemelyanov)....Pages 395-408 Nonsmooth Newton’s Method: Some Structure Exploitation (Alberto De Marchi, Matthias Gerdts)....Pages 409-420 Fully-Asynchronous Cache-Efficient Simulation of Detailed Neural Networks (Bruno R. C. Magalhães, Thomas Sterling, Michael Hines, Felix Schürmann)....Pages 421-434 Application of the Model with a Non-Gaussian Linear Scalar Filters to Determine Life Expectancy, Taking into Account the Cause of Death (Piotr Sliwka)....Pages 435-449 Improving ODE Integration on Graphics Processing Units by Reducing Thread Divergence (Thomas Kovac, Tom Haber, Frank Van Reeth, Niel Hens)....Pages 450-456 Data Compression for Optimization of a Molecular Dynamics System: Preserving Basins of Attraction (Michael Retzlaff, Todd Munson, Zichao (Wendy) Di)....Pages 457-470 An Algorithm for Hydraulic Tomography Based on a Mixture Model (Carlos Minutti, Walter A. Illman, Susana Gomez)....Pages 471-486 Rapid Multi-band Patch Antenna Yield Estimation Using Polynomial Chaos-Kriging (Xiaosong Du, Leifur Leifsson, Slawomir Koziel)....Pages 487-494 Accelerating Limited-Memory Quasi-Newton Convergence for Large-Scale Optimization (Alp Dener, Todd Munson)....Pages 495-507 Reduced-Cost Design Optimization of High-Frequency Structures Using Adaptive Jacobian Updates (Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson)....Pages 508-522 An Algorithm for Selecting Measurements with High Information Content Regarding Parameter Identification (Christian Potthast)....Pages 523-536 Optimizing Parallel Performance of the Cell Based Blood Flow Simulation Software HemoCell (Victor Azizi Tarksalooyeh, Gábor Závodszky, Alfons G. Hoekstra)....Pages 537-547 Surrogate-Based Optimization of Tidal Turbine Arrays: A Case Study for the Faro-Olhão Inlet (Eduardo González-Gorbeña, André Pacheco, Theocharis A. Plomaritis, Óscar Ferreira, Cláudia Sequeira, Theo Moura)....Pages 548-561 Time-Dependent Link Travel Time Approximation for Large-Scale Dynamic Traffic Simulations (Genaro Peque Jr., Hiro Harada, Takamasa Iryo)....Pages 562-576 Evaluation of the Suitability of Intel Xeon Phi Clusters for the Simulation of Ultrasound Wave Propagation Using Pseudospectral Methods (Filip Vaverka, Bradley E. Treeby, Jiri Jaros)....Pages 577-590 Front Matter ....Pages 591-591 Fog Computing Architecture Based Blockchain for Industrial IoT (Su-Hwan Jang, Jo Guejong, Jongpil Jeong, Bae Sangmin)....Pages 593-606 Exploration of Data from Smart Bands in the Cloud and on the Edge – The Impact on the Data Storage Space (Mateusz Gołosz, Dariusz Mrozek)....Pages 607-620 Security of Low Level IoT Protocols (Damas P. Gruska, M. Carmen Ruiz)....Pages 621-633 FogFlow - Computation Organization for Heterogeneous Fog Computing Environments (Joanna Sendorek, Tomasz Szydlo, Mateusz Windak, Robert Brzoza-Woch)....Pages 634-647 Research and Implementation of an Aquaculture Monitoring System Based on Flink, MongoDB and Kafka (Yuansheng Lou, Lin Chen, Feng Ye, Yong Chen, Zihao Liu)....Pages 648-657 Enhanced Hydroponic Agriculture Environmental Monitoring: An Internet of Things Approach (Gonçalo Marques, Diogo Aleixo, Rui Pitarma)....Pages 658-669 Noise Mapping Through Mobile Crowdsourcing for Enhanced Living Environments (Gonçalo Marques, Rui Pitarma)....Pages 670-679 Environmental Quality Supervision for Enhanced Living Environments and Laboratory Activity Support Using IBM Watson Internet of Things Platform (Gonçalo Marques, Rui Pitarma)....Pages 680-691 Combining Data from Fitness Trackers with Meteorological Sensor Measurements for Enhanced Monitoring of Sports Performance (Anna Wachowicz, Bożena Małysiak-Mrozek, Dariusz Mrozek)....Pages 692-705 Collaborative Learning Agents (CLA) for Swarm Intelligence and Applications to Health Monitoring of System of Systems (Ying Zhao, Charles C. Zhou)....Pages 706-718 Computationally Efficient Classification of Audio Events Using Binary Masked Cochleagrams (Tomasz Maka)....Pages 719-728 Back Matter ....Pages 729-731