Advanced Computational Methods for Knowledge Engineering: Proceedings of the 6th International Conference on Computer Science, Applied Mathematics and Applications, ICCSAMA 2019

Description

This proceedings book contains 37 papers selected from the submissions to the 6th International Conference on Computer Science, Applied Mathematics and Applications (ICCSAMA 2019), which was held on 19–20 December, 2019, in Hanoi, Vietnam. The book covers theoretical and algorithmic as well as practical issues connected with several domains of Applied Mathematics and Computer Science, especially Optimization and Data Science. The content is divided into four major sections: Nonconvex Optimization, DC Programming & DCA, and Applications; Data Mining and Data Processing; Machine Learning Methods and Applications; and Knowledge Information and Engineering Systems. Researchers and practitioners in related areas will find a wealth of inspiring ideas and useful tools & techniques for their own work. Front Matter ....Pages i-xiv Front Matter ....Pages 1-1 A New Efficient Algorithm for Maximizing the Profit and the Compactness in Land Use Planing Problem (Tran Duc Quynh)....Pages 3-13 A New Solution Method for a Mean-Risk Mixed Integer Nonlinear Program in Transportation Network Protection (Luong Vuong Le, Quang Thuan Nguyen, Duc Quynh Tran)....Pages 14-26 A Novel Approach for Travel Time Optimization in Single-Track Railway Networks (Nguyen Quang Thuan, Nguyen Duc Anh)....Pages 27-38 DCA with Successive DC Decomposition for Convex Piecewise-Linear Fitting (Vinh Thanh Ho, Hoai An Le Thi, Tao Pham Dinh)....Pages 39-51 Solving Efficient Target-Oriented Scheduling in Directional Sensor Networks by DCA (Anh Son Ta, Hoai An Le Thi, Tao Pham Dinh)....Pages 52-63 A Combination of CMAES-APOP Algorithm and Quasi-Newton Method (Duc Manh Nguyen)....Pages 64-74 A Triple Stabilized Bundle Method for Constrained Nonconvex Nonsmooth Optimization (André Dembélé, Babacar M. Ndiaye, Adam Ouorou, Guy Degla)....Pages 75-87 An Adapted Derivative-Free Optimization Method for an Optimal Design Application with Mixed Binary and Continuous Variables (Thi-Thoi Tran, Delphine Sinoquet, Sébastien Da Veiga, Marcel Mongeau)....Pages 88-98 Numerical Technologies for Investigating Optimal Control Problems with Free Right-Hand End of Trajectories (Tatiana Zarodnyuk, Alexander Gornov, Anton Anikin, Pavel Sorokovikov)....Pages 99-105 A Genetic Algorithm Approach for Scheduling Trains Maintenance Under Uncertainty (Hanyu Gu, Hue Chi Lam)....Pages 106-118 Front Matter ....Pages 119-119 eDTWBI: Effective Imputation Method for Univariate Time Series (Thi-Thu-Hong Phan, Émilie Poisson Caillault, André Bigand)....Pages 121-132 Reweighted \(\ell _1\) Algorithm for Robust Principal Component Analysis (Hoai Minh Le, Vo Xuanthanh)....Pages 133-142 A Probability-Based Close Domain Metric in Lifelong Learning for Multi-label Classification (Thi-Ngan Pham, Quang-Thuy Ha, Minh-Chau Nguyen, Tri-Thanh Nguyen)....Pages 143-149 Applying MASI Algorithm to Improve the Classification Performance of Imbalanced Data in Fraud Detection (Thi-Lich Nghiem, Thi-Toan Nghiem)....Pages 150-162 Learning Rough Set Based Classifiers Using Boolean Kernels (Hung Son Nguyen, Sinh Hoa Nguyen)....Pages 163-173 Using Support Vector Machine to Monitor Behavior of an Object Based WSN System (Nga Ly-Tu, Qui Vo-Phu, Thuong Le-Tien)....Pages 174-185 Stacking of SVMs for Classifying Intangible Cultural Heritage Images (Thanh-Nghi Do, The-Phi Pham, Nguyen-Khang Pham, Huu-Hoa Nguyen, Karim Tabia, Salem Benferhat)....Pages 186-196 Assessment of the Water Area in the Lowland Region of the Mekong River Using MODIS EVI Time Series (Chien Pham Van, Giang Nguyen-Van)....Pages 197-207 Palmprint Recognition Using Discriminant Local Line Directional Representation (Hoang Thien Van, Kiet Dang Hung, Giang Vu Van, Quynh Pham Thi, Thai Hoang Le)....Pages 208-217 Speech Assessment Based on Entropy and Similarity Measures (Michele Della Ventura)....Pages 218-227 Front Matter ....Pages 229-229 Deep Clustering with Spherical Distance in Latent Space (Bach Tran, Hoai An Le Thi)....Pages 231-242 A Channel-Pruned and Weight-Binarized Convolutional Neural Network for Keyword Spotting (Jiancheng Lyu, Spencer Sheen)....Pages 243-254 Fusing of Deep Learning, Transfer Learning and GAN for Breast Cancer Histopathological Image Classification (Mai Bui Huynh Thuy, Vinh Truong Hoang)....Pages 255-266 Attentive biLSTMs for Understanding Students’ Learning Experiences (Tran Thi Oanh)....Pages 267-278 Computing Residual Diffusivity by Adaptive Basis Learning via Super-Resolution Deep Neural Networks (Jiancheng Lyu, Jack Xin, Yifeng Yu)....Pages 279-290 An Intensive Empirical Study of Machine Learning Algorithms for Predicting Vietnamese Stock Prices (Thanh-Phuong Nguyen, Tien-Duc Van, Nhat-Tan Le, Thanh-Tan Mai, Khuong Nguyen-An)....Pages 291-303 Improvement of Production Layout in the Furniture Industry in Indonesia with the Concept of Group Technology (Orchida Dianita, Thomas Djorgie, M. K. Herliansyah)....Pages 304-310 Reinforcement Learning in Stock Trading (Quang-Vinh Dang)....Pages 311-322 A Survey on Forecasting Models for Preventing Terrorism (Botambu Collins, Dinh Tuyen Hoang, HyoJeon Yoon, Ngoc Thanh Nguyen, Dosam Hwang)....Pages 323-334 On the Design of a Privacy Preserving Collaborative Platform for Cybersecurity (Thanh-Hai Nguyen, Vincent Herbert, Sergiu Carpov)....Pages 335-345 Secure and Robust Watermarking Scheme in Frequency Domain Using Chaotic Logistic Map Encoding (Phuoc-Hung Vo, Thai-Son Nguyen, Van-Thanh Huynh, Thanh-C Vo, Thanh-Nghi Do)....Pages 346-357 Front Matter ....Pages 359-359 An Improvement of Applying Multi-objective Optimization Algorithm into Higher Order Mutation Testing (Quang-Vu Nguyen, Hai-Bang Truong)....Pages 361-369 Belief Merging for Possibilistic Belief Bases (Thi Thanh Luu Le, Trong Hieu Tran)....Pages 370-380 Discrete Time Sliding Mode Control of Milling Chatter (Satyam Paul, Magnus Löfstrand)....Pages 381-390 Efficient Processing of Recursive Joins on Large-Scale Datasets in Spark (Thuong-Cang Phan, Anh-Cang Phan, Thi-To-Quyen Tran, Ngoan-Thanh Trieu)....Pages 391-402 New Feed Rate Optimization Formulation in a Parametric Domain for 5-Axis Milling Robots (Chu Anh My, Duong Xuan Bien, Bui Hoang Tung, Nguyen Van Cong, Le Chi Hieu)....Pages 403-411 Opensource Based IoT Platform and LoRa Communications with Edge Device Calibration for Real-Time Monitoring Systems (Ha Duyen Trung, Nguyen Tai Hung, Nguyen Huu Trung)....Pages 412-423 Back Matter ....Pages 425-426