Foundations of Intelligent Systems : 24th International Symposium, ISMIS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings

This book constitutes the proceedings of the 24th International Symposium on Foundations of Intelligent Systems, ISMIS 2018, held in Limassol, Cyprus, in October 2018. The 32 full, 8 short, and 4 application papers presented in this volume were carefully reviewed and selected from 59 submissions. The papers deal with topics such as bioinformatics and health informatics, graph mining, image analysis, intelligent systems, mining complex patterns, novelty detection and class imbalance, social data analysis, spatio-temporal analysis, and topic modeling and opinion mining. In addition, three special sessions were organized, namely: Special Session on Granular and Soft Clustering for Data Science, Special Session on Intelligent Methodologies for Traffic Data Analysis and Mining, and Special Session on Advanced Methods in Machine Learning for Modeling Complex Data. Front Matter ....Pages I-XXV Front Matter ....Pages 1-1 Fully Automatic Classification of Flow Cytometry Data (Bartosz Paweł Piotrowski, Miron Bartosz Kursa)....Pages 3-12 Positive Unlabeled Link Prediction via Transfer Learning for Gene Network Reconstruction (Paolo Mignone, Gianvito Pio)....Pages 13-23 Early Detection of Heart Symptoms with Convolutional Neural Network and Scattering Wavelet Transformation (Mariusz Kleć)....Pages 24-31 Rough Sets: Visually Discerning Neurological Functionality During Thought Processes (Rory Lewis, Chad A. Mello, Yanyan Zhuang, Martin K.-C. Yeh, Yu Yan, Dan Gopstein)....Pages 32-41 Front Matter ....Pages 43-43 Solving the Maximal Clique Problem on Compressed Graphs (Jocelyn Bernard, Hamida Seba)....Pages 45-55 Clones in Graphs (Stephan Doerfel, Tom Hanika, Gerd Stumme)....Pages 56-66 Knowledge-Based Mining of Exceptional Patterns in Logistics Data: Approaches and Experiences in an Industry 4.0 Context (Eric Sternberg, Martin Atzmueller)....Pages 67-77 An Intra-algorithm Comparison Study of Complete Search FSM Implementations in Centralized Graph Transaction Databases (Rihab Ayed, Mohand-Saïd Hacid, Rafiqul Haque, Abderrazek Jemai)....Pages 78-88 Critical Link Identification Based on Bridge Detection for Network with Uncertain Connectivity (Kazumi Saito, Kouzou Ohara, Masahiro Kimura, Hiroshi Motoda)....Pages 89-99 Front Matter ....Pages 101-101 Deep Neural Networks for Face Recognition: Pairwise Optimisation (Elitsa Popova, Athanasios Athanasopoulos, Efraim Ie, Nikolaos Christou, Ndifreke Nyah)....Pages 103-110 Mobile Application with Image Recognition for Persons with Aphasia (Jan Gonera, Krzysztof Szklanny, Marcin Wichrowski, Alicja Wieczorkowska)....Pages 111-119 A Comparative Study on Soft Biometric Approaches to Be Used in Retail Stores (Berardina De Carolis, Nicola Macchiarulo, Giuseppe Palestra)....Pages 120-129 Low Cost Intelligent System for the 2D Biomechanical Analysis of Road Cyclists (Camilo Salguero, Sandra P. Mosquera, Andrés F. Barco, Élise Vareilles)....Pages 130-138 Front Matter ....Pages 139-139 An Approach for the Police Districting Problem Using Artificial Intelligence (José Manuel Rodríguez-Jiménez)....Pages 141-150 Unsupervised Vehicle Recognition Using Incremental Reseeding of Acoustic Signatures (Justin Sunu, Allon G. Percus, Blake Hunter)....Pages 151-160 A Big Data Framework for Analysis of Traffic Data in Italian Highways (Claudia Diamantini, Domenico Potena, Emanuele Storti)....Pages 161-168 Traffic Data Classification for Police Activity (Stefano Guarino, Fabio Leuzzi, Flavio Lombardi, Enrico Mastrostefano)....Pages 169-178 Multipurpose Web-Platform for Labeling Audio Segments Efficiently and Effectively (Ayman Hajja, Griffin P. Hiers, Pierre Arbajian, Zbigniew W. Raś, Alicja A. Wieczorkowska)....Pages 179-188 A Description Logic of Typicality for Conceptual Combination (Antonio Lieto, Gian Luca Pozzato)....Pages 189-199 Front Matter ....Pages 201-201 Sparse Multi-label Bilinear Embedding on Stiefel Manifolds (Yang Liu, Guohua Dong, Zhonglei Gu)....Pages 203-213 Learning Latent Factors in Linked Multi-modality Data (Tiantian He, Keith C. C. Chan)....Pages 214-224 Researcher Name Disambiguation: Feature Learning and Affinity Propagation Clustering (Zhizhi Yu, Bo Yang)....Pages 225-235 Hierarchical Clustering of High-Dimensional Data Without Global Dimensionality Reduction (Ilari Kampman, Tapio Elomaa)....Pages 236-246 Exploiting Order Information Embedded in Ordered Categories for Ordinal Data Clustering (Yiqun Zhang, Yiu-ming Cheung)....Pages 247-257 User-Emotion Detection Through Sentence-Based Classification Using Deep Learning: A Case-Study with Microblogs in Albanian (Marjana Prifti Skenduli, Marenglen Biba, Corrado Loglisci, Michelangelo Ceci, Donato Malerba)....Pages 258-267 A Novel Personalized Citation Recommendation Approach Based on GAN (Ye Zhang, Libin Yang, Xiaoyan Cai, Hang Dai)....Pages 268-278 Front Matter ....Pages 279-279 Unsupervised LSTMs-based Learning for Anomaly Detection in Highway Traffic Data (Nicola Di Mauro, Stefano Ferilli)....Pages 281-290 SCUT-DS: Learning from Multi-class Imbalanced Canadian Weather Data (Olubukola M. Olaitan, Herna L. Viktor)....Pages 291-301 An Efficient Algorithm for Network Vulnerability Analysis Under Malicious Attacks (Toni Mancini, Federico Mari, Igor Melatti, Ivano Salvo, Enrico Tronci)....Pages 302-312 Front Matter ....Pages 313-313 An Instrumented Methodology to Analyze and Categorize Information Flows on Twitter Using NLP and Deep Learning: A Use Case on Air Quality (B. Juanals, J. L. Minel)....Pages 315-322 Market-Aware Proactive Skill Posting (Ashiqur R. KhudaBukhsh, Jong Woo Hong, Jaime G. Carbonell)....Pages 323-332 Evidential Multi-relational Link Prediction Based on Social Content (Sabrine Mallek, Imen Boukhris, Zied Elouedi, Eric Lefevre)....Pages 333-343 Front Matter ....Pages 345-345 Predicting Temporal Activation Patterns via Recurrent Neural Networks (Giuseppe Manco, Giuseppe Pirrò, Ettore Ritacco)....Pages 347-356 Handling Multi-scale Data via Multi-target Learning for Wind Speed Forecasting (Annalisa Appice, Antonietta Lanza, Donato Malerba)....Pages 357-366 Temporal Reasoning with Layered Preferences (Luca Anselma, Alessandro Mazzei, Luca Piovesan, Paolo Terenziani)....Pages 367-376 Front Matter ....Pages 377-377 An Adaptive Three-Way Clustering Algorithm for Mixed-Type Data (Jing Xiong, Hong Yu)....Pages 379-388 Three-Way Spectral Clustering (Hong Shi, Qiang Liu, Pingxin Wang)....Pages 389-398 The Granular Structures in Formal Concept Analysis (Ruisi Ren, Ling Wei)....Pages 399-408 Fuzzy RST and RST Rules Can Predict Effects of Different Therapies in Parkinson’s Disease Patients (Andrzej W. Przybyszewski)....Pages 409-416 From Knowledge Discovery to Customer Attrition (Katarzyna Tarnowska, Zbigniew Ras)....Pages 417-425 Initial Analysis of Multivariate Factors for Prediction of Shark Presence and Attacks on the Coast of North Carolina (Sonal Kaulkar, Lavanya Vinodh, Pamela Thompson)....Pages 426-435 Front Matter ....Pages 437-437 An Experimental Evaluation of Algorithms for Opinion Mining in Multi-domain Corpus in Albanian (Nelda Kote, Marenglen Biba, Evis Trandafili)....Pages 439-447 Predicting Author’s Native Language Using Abstracts of Scholarly Papers (Takahiro Baba, Kensuke Baba, Daisuke Ikeda)....Pages 448-453 Identifying Exceptional Descriptions of People Using Topic Modeling and Subgroup Discovery (Andrew T. Hendrickson, Jason Wang, Martin Atzmueller)....Pages 454-462 Back Matter ....Pages 463-464