Advances in Computational Intelligence Systems: Contributions Presented at the 19th UK Workshop on Computational Intelligence, September 4-6, 2019, Portsmouth, UK

Description

This book highlights the latest research in computational intelligence and its applications. It covers both conventional and trending approaches in individual chapters on Fuzzy Systems, Intelligence in Robotics, Deep Learning Approaches, Optimization and Classification, Detection, Inference and Prediction, Hybrid Methods, Emerging Intelligence, Intelligent Health Care, and Engineering Data- and Model-Driven Applications. All chapters are based on peer-reviewed contributions presented at the 19th Annual UK Workshop on Computational Intelligence, held in Portsmouth, UK, on 4–6 September 2019. The book offers a valuable reference guide for readers with expertise in computational intelligence or who are seeking a comprehensive and timely review of the latest trends in computational intelligence. Special emphasis is placed on novel methods and their use in a wide range of application areas, updating both academics and professionals on the state of the art. Front Matter ....Pages i-xv Front Matter ....Pages 1-1 Fuzzy Control of Uncertain Nonlinear Systems with Numerical Techniques: A Survey (Raheleh Jafari, Sina Razvarz, Alexander Gegov, Wen Yu)....Pages 3-14 Fuzzy Feature Representation with Bidirectional Long Short-Term Memory for Human Activity Modelling and Recognition (Gadelhag Mohmed, David Ada Adama, Ahmad Lotfi)....Pages 15-26 Single Frame Image Super Resolution Using ANFIS Interpolation: An Initial Experiment-Based Approach (Muhammad Ismail, Jing Yang, Changjing Shang, Qiang Shen)....Pages 27-40 \(L_{1}\)-Induced Static Output Feedback Controller Design and Stability Analysis for Positive Polynomial Fuzzy Systems (Aiwen Meng, Hak-Keung Lam, Liang Hu, Fucai Liu)....Pages 41-52 Curvature-Based Sparse Rule Base Generation for Fuzzy Interpolation Using Menger Curvature (Zheming Zuo, Jie Li, Longzhi Yang)....Pages 53-65 Front Matter ....Pages 67-67 A Method of Intention Estimation for Human-Robot Interaction (Jing Luo, Chao Liu, Ning Wang, Chenguang Yang)....Pages 69-80 A Hybrid Human Motion Prediction Approach for Human-Robot Collaboration (Yanan Li, Chenguang Yang)....Pages 81-91 A Robotic Chinese Stroke Generation Model Based on Competitive Swarm Optimizer (Quanfeng Li, Chao Fei, Xingen Gao, Longzhi Yang, Chih-Min Lin, Changjing Shang et al.)....Pages 92-103 Front Matter ....Pages 105-105 A Two-Stream CNN Framework for American Sign Language Recognition Based on Multimodal Data Fusion (Qing Gao, Uchenna Emeoha Ogenyi, Jinguo Liu, Zhaojie Ju, Honghai Liu)....Pages 107-118 DeepSwarm: Optimising Convolutional Neural Networks Using Swarm Intelligence (Edvinas Byla, Wei Pang)....Pages 119-130 Single-Grasp Detection Based on Rotational Region CNN (Shan Jiang, Xi Zhao, Zhenhua Cai, Kui Xiang, Zhaojie Ju)....Pages 131-141 Interpreting the Filters in the First Layer of a Convolutional Neural Network for Sleep Stage Classification (Gulrukh Turabee, Yuan Shen, Georgina Cosma)....Pages 142-154 Gradient Boost with Convolution Neural Network for Stock Forecast (Jialin Liu, Chih-Min Min Lin, Fei Chao)....Pages 155-165 Urban Village Identification from City-Wide Satellite Images Leveraging Mask R-CNN (Xueyi Wang, Tianqi Xie, Longbiao Chen)....Pages 166-172 Surface Crack Detection Using Hierarchal Convolutional Neural Network (Davis Bonsu Agyemang, Mohamed Bader)....Pages 173-186 Front Matter ....Pages 187-187 Hyper-parameter Optimisation by Restrained Stochastic Hill Climbing (Rhys Stubbs, Kevin Wilson, Shahin Rostami)....Pages 189-200 Swarm Inspired Approaches for K-prototypes Clustering (Hadeel Albalawi, Wei Pang, George M. Coghill)....Pages 201-209 A Study of the Necessity of Signal Categorisation in Dendritic Cell Algorithm (Noe Elisa, Fei Chao, Longzhi Yang)....Pages 210-222 Interval Construction and Optimization for Mechanical Property Forecasting with Improved Neural Networks (Tingyu Xie, Gongzhuang Peng, Hongwei Wang)....Pages 223-234 An Immunological Algorithm for Graph Modularity Optimization (A. G. Spampinato, R. A. Scollo, S. Cavallaro, M. Pavone, V. Cutello)....Pages 235-247 Construction and Refinement of Preference Ordered Decision Classes (Hoang Nhat Dau, Salem Chakhar, Djamila Ouelhadj, Ahmed M. Abubahia)....Pages 248-261 Improving Imbalanced Students’ Text Feedback Classification Using Re-sampling Based Approach (Zainab Mutlaq Ibrahim, Mohamed Bader-El-Den, Mihaela Cocea)....Pages 262-267 Front Matter ....Pages 269-269 Phoneme Aware Speech Synthesis via Fine Tune Transfer Learning with a Tacotron Spectrogram Prediction Network (Jordan J. Bird, Anikó Ekárt, Diego R. Faria)....Pages 271-282 Predicting Hospital Length of Stay for Accident and Emergency Admissions (Kieran Stone, Reyer Zwiggelaar, Phil Jones, Neil Mac Parthaláin)....Pages 283-295 KOSI- Key Object Detection for Sentiment Insights (Daniel Dimanov, Shahin Rostami)....Pages 296-306 Detection of Suicidal Twitter Posts (Fatima Chiroma, Mihaela Cocea, Han Liu)....Pages 307-318 Improving Session Based Recommendation by Diversity Awareness (Ramazan Esmeli, Mohamed Bader-El-Den, Hassana Abdullahi)....Pages 319-330 Fault Prognosis Method of Industrial Process Based on PSO-SVR (Yu Yao, Dongliang Cheng, Gang Peng, Xuejuan Huang)....Pages 331-341 Preference Learning Based Decision Map Algebra: Specification and Implementation (Ahmed M. Abubahia, Salem Chakhar, Mihaela Cocea)....Pages 342-353 Front Matter ....Pages 355-355 “Parallel-Tempering”-Assisted Hybrid Monte Carlo Algorithm for Bayesian Inference in Dynamical Systems (Shengjie Sun, Yuan Shen)....Pages 357-368 A Hybrid Regression Model for Mixed Numerical and Categorical Data (Nouf Alghanmi, Xiao-Jun Zeng)....Pages 369-376 Integration of Interpolation and Inference with Multi-antecedent Rules (Nitin Naik, Qiang Shen)....Pages 377-391 Front Matter ....Pages 393-393 iBuilding: Artificial Intelligence in Intelligent Buildings (Will Serrano)....Pages 395-408 5G Cybersecurity Based on the Blockchain Random Neural Network in Intelligent Buildings (Will Serrano)....Pages 409-422 Beautified QR Code with Security Based on Data Hiding (Huili Cai, Xiaofeng Liu, Bin Yan)....Pages 423-432 A Macro Human Resource Management Platform Enabled by Big Data Technology (Hongwei Wang, Yichun Yang, Yufei Zhang)....Pages 433-445 Front Matter ....Pages 447-447 Classification of EEG Signals Based on Image Representation of Statistical Features (Jodie Ashford, Jordan J. Bird, Felipe Campelo, Diego R. Faria)....Pages 449-460 A Non-invasive Subtle Pulse Rate Extraction Method Based on Eulerian Video Magnification (Yang Wei, Nadezhda Gracheva, John Tudor)....Pages 461-471 Classification of Fibrillation Subtypes with Single-Channel Surface Electrocardiogram (Xinyang Li, Balvinder S. Handa, Nicholas S. Peters, Fu Siong Ng)....Pages 472-479 Front Matter ....Pages 481-481 Vehicle Warranty Claim Prediction from Diagnostic Data Using Classification (Denis Torgunov, Paul Trundle, Felician Campean, Daniel Neagu, Andrew Sherratt)....Pages 483-492 Feature Analysis for Emotional Content Comparison in Speech (Zied Mnasri, Stefano Rovetta, Francesco Masulli)....Pages 493-503 Co-modelling Strategy for Development of Airpath Metamodel on Multi-physics Simulation Platform (Gaurav Pant, Felician Campean, Aleksandrs Korsunovs, Daniel Neagu, Oscar Garcia-Afonso)....Pages 504-516 Queries on Synthetic Images for Large Multivariate Engineering Data Base Searches (Natasha Micic, Ci Lei, Daniel Neagu, Felician Campean)....Pages 517-528 Signal Categorisation for Dendritic Cell Algorithm Using GA with Partial Shuffle Mutation (Noe Elisa, Longzhi Yang, Fei Chao)....Pages 529-540 Video Tampering Detection Algorithm Based on Spatial Constraints and Stable Feature (Han Pu, Tianqiang Huang, Gongde Guo, Bin Weng, Lijun You)....Pages 541-553 Back Matter ....Pages 555-556