Intelligent Systems and Applications: Proceedings of the 2018 Intelligent Systems Conference (IntelliSys) Volume 1

Description

Gathering the Proceedings of the 2018 Intelligent Systems Conference (IntelliSys 2018), this book offers a remarkable collection of chapters covering a wide range of topics in intelligent systems and computing, and their real-world applications. The Conference attracted a total of 568 submissions from pioneering researchers, scientists, industrial engineers, and students from all around the world. These submissions underwent a double-blind peer review process, after which 194 (including 13 poster papers) were selected to be included in these proceedings. As intelligent systems continue to replace and sometimes outperform human intelligence in decision-making processes, they have made it possible to tackle many problems more effectively. This branching out of computational intelligence in several directions, and the use of intelligent systems in everyday applications, have created the need for such an international conference, which serves as a venue for reporting on cutting-edge innovations and developments. This book collects both theory and application-based chapters on all aspects of artificial intelligence, from classical to intelligent scope. Readers are sure to find the book both interesting and valuable, as it presents state-of-the-art intelligent methods and techniques for solving real-world problems, along with a vision of future research directions. Front Matter ....Pages i-xv ViZDoom: DRQN with Prioritized Experience Replay, Double-Q Learning and Snapshot Ensembling (Christopher Schulze, Marcus Schulze)....Pages 1-17 Ship Classification from SAR Images Based on Deep Learning (Shintaro Hashimoto, Yohei Sugimoto, Ko Hamamoto, Naoki Ishihama)....Pages 18-34 HIMALIA: Recovering Compiler Optimization Levels from Binaries by Deep Learning (Yu Chen, Zhiqiang Shi, Hong Li, Weiwei Zhao, Yiliang Liu, Yuansong Qiao)....Pages 35-47 Architecture of Management Game for Reinforced Deep Learning (Marko Kesti)....Pages 48-61 The Cognitive Packet Network with QoS and Cybersecurity Deep Learning Clusters (Will Serrano)....Pages 62-85 Convolution Neural Network Application for Road Asset Detection and Classification in LiDAR Point Cloud (George E. Sakr, Lara Eido, Charles Maarawi)....Pages 86-100 PerceptionNet: A Deep Convolutional Neural Network for Late Sensor Fusion (Panagiotis Kasnesis, Charalampos Z. Patrikakis, Iakovos S. Venieris)....Pages 101-119 Reinforcement Learning for Fair Dynamic Pricing (Roberto Maestre, Juan Duque, Alberto Rubio, Juan Arevalo)....Pages 120-135 A Classification-Regression Deep Learning Model for People Counting (Bolei Xu, Wenbin Zou, Jonathan Garibaldi, Guoping Qiu)....Pages 136-149 The Impact of Replacing Complex Hand-Crafted Features with Standard Features for Melanoma Classification Using Both Hand-Crafted and Deep Features (Binu Melit Devassy, Sule Yildirim-Yayilgan, Jon Yngve Hardeberg)....Pages 150-159 Deep Learning in Classifying Depth of Anesthesia (DoA) (Mohamed H. AlMeer, Maysam F. Abbod)....Pages 160-169 Content Based Video Retrieval Using Convolutional Neural Network (Saeed Iqbal, Adnan N Qureshi, Awais M. Lodhi)....Pages 170-186 Proposal and Evaluation of an Indirect Reward Assignment Method for Reinforcement Learning by Profit Sharing Method (Kazuteru Miyazaki, Naoki Kodama, Hiroaki Kobayashi)....Pages 187-200 Eye-Tracking to Enhance Usability: A Race Game (A. Ezgi İlhan)....Pages 201-214 A Survey of Customer Review Helpfulness Prediction Techniques (Madeha Arif, Usman Qamar, Farhan Hassan Khan, Saba Bashir)....Pages 215-226 Automatized Approach to Assessment of Degree of Delamination Around a Scribe (Petr Dolezel, Pavel Rozsival, Veronika Rozsivalova, Jiri Tvrdik)....Pages 227-236 Face Detection and Recognition for Automatic Attendance System (Onur Sanli, Bahar Ilgen)....Pages 237-245 Fine Localization of Complex Components for Bin Picking (Jiri Tvrdik, Petr Dolezel)....Pages 246-255 Intrusion Detection in Computer Networks Based on KNN, K-Means++ and J48 (Mauricio Mendes Faria, Ana Maria Monteiro)....Pages 256-271 Cooperating with Avatars Through Gesture, Language and Action (Pradyumna Narayana, Nikhil Krishnaswamy, Isaac Wang, Rahul Bangar, Dhruva Patil, Gururaj Mulay et al.)....Pages 272-293 A Safer YouTube Kids: An Extra Layer of Content Filtering Using Automated Multimodal Analysis (Sharifa Alghowinem)....Pages 294-308 Designing an Augmented Reality Multimodal Interface for 6DOF Manipulation Techniques (Ajune Wanis Ismail, Mark Billinghurst, Mohd Shahrizal Sunar, Cik Suhaimi Yusof)....Pages 309-322 InstaSent: A Novel Framework for Sentiment Analysis Based on Instagram Selfies (Rabia Noureen, Usman Qamar, Farhan Hassan Khan, Iqra Muhammad)....Pages 323-336 Segmentation of Heart Sound by Clustering Using Spectral and Temporal Features (Shah Khalid, Ali Hassan, Sana Ullah, Farhan Riaz)....Pages 337-346 Evaluation of Classifiers for Emotion Detection While Performing Physical and Visual Tasks: Tower of Hanoi and IAPS (Shahnawaz Qureshi, Johan Hagelbäck, Syed Muhammad Zeeshan Iqbal, Hamad Javaid, Craig A. Lindley)....Pages 347-363 Investigating Input Protocols, Image Analysis, and Machine Learning Methods for an Intelligent Identification System of Fusarium Oxysporum Sp. in Soil Samples (Andrei D. Coronel, Maria Regina E. Estuar, Marlene M. De Leon)....Pages 364-381 Intelligent System Design for Massive Collection and Recognition of Faces in Integrated Control Centres (Tae Woo Kim, Hyung Heon Kim, Pyeong Kang Kim, Yu Na Lee)....Pages 382-387 Wheat Plots Segmentation for Experimental Agricultural Field from Visible and Multispectral UAV Imaging (Adriane Parraga, Dionisio Doering, Joao Gustavo Atkinson, Thiago Bertani, Clodis de Oliveira Andrades Filho, Mirayr Raul Quadros de Souza et al.)....Pages 388-399 Evaluation of Image Spatial Resolution for Machine Learning Mapping of Wildland Fire Effects (Dale Hamilton, Nicholas Hamilton, Barry Myers)....Pages 400-415 Region-Based Poisson Blending for Image Repairing (Wei-Cheng Chen, Wen-Jiin Tsai)....Pages 416-430 Modified Radial Basis Function and Orthogonal Bipolar Vector for Better Performance of Pattern Recognition (Camila da Cruz Santos, Keiji Yamanaka, José Ricardo Gonçalves Manzan, Igor Santos Peretta)....Pages 431-446 Fuzzy Logic and Log-Sigmoid Function Based Vision Enhancement of Hazy Images (Sriparna Banerjee, Sheli Sinha Chaudhuri, Sangita Roy)....Pages 447-462 Video Detection for Dynamic Fire Texture by Using Motion Pattern Recognition (Kanoksak Wattanachote, Yongyi Gong, Wenyin Liu, Yong Wang)....Pages 463-477 A Gaussian-Median Filter for Moving Objects Segmentation Applied for Static Scenarios (Belmar García García, Francisco J. Gallegos Funes, Alberto Jorge Rosales Silva)....Pages 478-493 Straight Boundary Detection Algorithm Based on Orientation Filter (Yanhua Ma, Chengbao Cui, Yong Wang)....Pages 494-503 Using Motion Detection and Facial Recognition to Secure Places of High Security: A Case Study at Banking Vaults of Ghana (Emmanuel Effah, Salah Kabanda, Edward Owusu-Adjei)....Pages 504-520 Kinect-Based Frontal View Gait Recognition Using Support Vector Machine (Rohilah Sahak, Nooritawati Md Tahir, Ihsan Yassin, Fadhlan Hafiz Helmi Kamaru Zaman)....Pages 521-528 Curve Evolution Based on Edge Following Algorithm for Medical Image Segmentation (Sana Ullah, Shah Khalid, Farhan Hussain, Ali Hassan, Farhan Riaz)....Pages 529-538 Enhancing Translation from English to Arabic Using Two-Phase Decoder Translation (Ayah ElMaghraby, Ahmed Rafea)....Pages 539-549 On Character vs Word Embeddings as Input for English Sentence Classification (James Hammerton, Mercè Vintró, Stelios Kapetanakis, Michele Sama)....Pages 550-566 Performance Comparison of Popular Text Vectorising Models on Multi-class Email Classification (Ritwik Kulkarni, Mercè Vintró, Stelios Kapetanakis, Michele Sama)....Pages 567-578 Fuzzy Based Sentiment Classification in the Arabic Language (Mariam Biltawi, Wael Etaiwi, Sara Tedmori, Adnan Shaout)....Pages 579-591 Arabic Tag Sets: Review (Marwah Alian, Arafat Awajan)....Pages 592-606 Information Gain Based Term Weighting Method for Multi-label Text Classification Task (Ahmad Mazyad, Fabien Teytaud, Cyril Fonlupt)....Pages 607-615 Understanding Neural Network Decisions by Creating Equivalent Symbolic AI Models (Sebastian Seidel, Sonja Schimmler, Uwe M. Borghoff)....Pages 616-637 A High Performance Classifier by Dimensional Tree Based Dual-kNN (Swe Swe Aung, Nagayama Itaru, Tamaki Shiro)....Pages 638-654 High-Speed 2D Parallel MAC Unit Hardware Accelerator for Convolutional Neural Network (Hossam O. Ahmed, Maged Ghoneima, Mohamed Dessouky)....Pages 655-663 Excessive, Selective and Collective Information Processing to Improve and Interpret Multi-layered Neural Networks (Ryotaro Kamimura, Haruhiko Takeuchi)....Pages 664-675 A Neural Architecture for Multi-label Text Classification (Sam Coope, Yoram Bachrach, Andrej Žukov-Gregorič, José Rodriguez, Bogdan Maksak, Conan McMurtie et al.)....Pages 676-691 A Neuro Fuzzy Approach for Predicting Delirium (Frank Iwebuke Amadin, Moses Eromosele Bello)....Pages 692-699 The Random Neural Network and Web Search: Survey Paper (Will Serrano)....Pages 700-737 Avoiding to Face the Challenges of Visual Place Recognition (Ehsan Mihankhah, Danwei Wang)....Pages 738-749 A Semantic Representation of Sensor Data to Promote Proactivity in Home Assistive Robotics (Amedeo Cesta, Gabriella Cortellessa, Andrea Orlandini, Alessandra Sorrentino, Alessandro Umbrico)....Pages 750-769 Learning by Demonstration with Baxter Humanoid (Othman Al-Abdulqader, Vishwanthan Mohan)....Pages 770-790 Selective Stiffening Mechanism for Surgical-Assist Soft Robotic Applications (Sunita Chauhan, Mathew Guerra, Ranjaka De Mel)....Pages 791-803 View-Invariant Robot Adaptation to Human Action Timing (Nicoletta Noceti, Francesca Odone, Francesco Rea, Alessandra Sciutti, Giulio Sandini)....Pages 804-821 A Rule-Based Expert System to Decide on Direction and Speed of a Powered Wheelchair (David A. Sanders, Alexander Gegov, Malik Haddad, Favour Ikwan, David Wiltshire, Yong Chai Tan)....Pages 822-838 Our New Handshake with the Robot (Marcin Remarczyk, Prashant Narayanan, Sasha Mitrovic, Melani Black)....Pages 839-851 Simulation of an Artificial Hearing Module for an Assistive Robot (Marcio L. L. Oliveira, Jes J. F. Cerqueira, Eduardo F. Simas Filho)....Pages 852-865 Dynamic Walking Experiments for Humanoid Robot (Arbnor Pajaziti, Xhevahir Bajrami, Ahmet Shala, Ramë Likaj)....Pages 866-880 A Method to Produce Minimal Real Time Geometric Representations of Moving Obstacles (David Sanders, Qian Wang, Nils Bausch, Ya Huang, Sergey Khaustov, Ivan Popov)....Pages 881-892 Application of Deep Learning Technique in UAV’s Search and Rescue Operations (Kyaw Min Naing, Ahmad Zakeri, Oliver Iliev, Navya Venkateshaiah)....Pages 893-901 Analysis of the Use of a NAO Robot to Improve Social Skills in Children with ASD in Saudi Arabia (Eman Alarfaj, Hissah Alabdullatif, Huda Alabdullatif, Ghazal Albakri, Nor Shahriza Abdul Karim)....Pages 902-913 Supervisory Control of a Multirotor Drone Using On-Line Sequential Extreme Learning Machine (Oualid Doukhi, Abdur Razzaq Fayjie, Deok-Jin Lee)....Pages 914-924 Development of a Haptic Telemanipulator System Based on MR Brakes and Estimated Torques of AC Servo Motors (Ngoc Diep Nguyen, Sy Dzung Nguyen, Ngoc Tuyen Nguyen, Quoc Hung Nguyen)....Pages 925-935 Proximity Full-Text Search with a Response Time Guarantee by Means of Additional Indexes (Alexander B. Veretennikov)....Pages 936-954 Application of Density Clustering Algorithm Based on SNN in the Topic Analysis of Microblogging Text: A Case of Smog (Yonghe Lu, Jiayi Luo)....Pages 955-972 Public Opinion Analysis of Emergency on Weibo Based on Improved CSIM: The Case of Tianjin Port Explosion (Yonghe Lu, Xiaohua Liu, Hou Zhu)....Pages 973-997 Subject Analysis of the Microblog About US Presidential Election Based on LDA (Yonghe Lu, Yawen Zheng)....Pages 998-1008 An Analysis on the Micro-Blog Topic “The Shared Bicycle” Based on K-Means Algorithm (Yonghe Lu, Yuanyuan Zhai)....Pages 1009-1024 Enhancement of the K-Means Algorithm for Mixed Data in Big Data Platforms (Oded Koren, Carina Antonia Hallin, Nir Perel, Dror Bendet)....Pages 1025-1040 An Exploratory Study of the Inputs for Ensemble Clustering Technique as a Subset Selection Problem (Samy Ayed, Mahir Arzoky, Stephen Swift, Steve Counsell, Allan Tucker)....Pages 1041-1055 Challenges in Developing Prediction Models for Multi-modal High-Throughput Biomedical Data (Abeer Alzubaidi)....Pages 1056-1069 Selecting Accurate Classifier Models for a MERS-CoV Dataset (Afnan AlMoammar, Lubna AlHenaki, Heba Kurdi)....Pages 1070-1084 Big Data Fusion Model for Heterogeneous Financial Market Data (FinDf) (Lewis Evans, Majdi Owda, Keeley Crockett, Ana Fernández Vilas)....Pages 1085-1101 A Comparative Study of HMMs and LSTMs on Action Classification with Limited Training Data (Elit Cenk Alp, Hacer Yalim Keles)....Pages 1102-1115 Tag Genome Aware Collaborative Filtering Based on Item Clustering for Recommendations (Zhipeng Gao, Bo Li, Kun Niu, Yang Yang)....Pages 1116-1128 First-Half Index Base for Querying Data Cube (Viet Phan-Luong)....Pages 1129-1144 Analyzing the Accuracy of Historical Average for Urban Traffic Forecasting Using Google Maps (Hajar Rezzouqi, Ihsane Gryech, Nada Sbihi, Mounir Ghogho, Houda Benbrahim)....Pages 1145-1156 Intelligent Transportation System in Smart Cities (ITSSC) (Sondos Dahbour, Raghad Qutteneh, Yara Al-Shafie, Iyad Tumar, Yousef Hassouneh, Abdellatif Abu Issa)....Pages 1157-1170 Learning to Drive With and Without Intelligent Computer Systems and Sensors to Assist (David Adrian Sanders, Giles Eric Tewkesbury, Hassan Parchizadeh, Josh Robertson, Peter Osagie Omoarebun, Manish Malik)....Pages 1171-1181 Sharing Driving Between a Vehicle Driver and a Sensor System Using Trust-Factors to Set Control Gains (David A. Sanders, Alexander Gegov, Giles Eric Tewkesbury, Rinat Khusainov)....Pages 1182-1195 The Impact of Road Intersection Topology on Traffic Congestion in Urban Cities (Marwan Salim Mahmood Al-Dabbagh, Ali Al-Sherbaz, Scott Turner)....Pages 1196-1207 Forecasting Air Traveling Demand for Saudi Arabia’s Low Cost Carriers (Eman Alarfaj, Sharifa AlGhowinem)....Pages 1208-1220 Artificial Morality Based on Particle Filter (Federico Grasso Toro, Damian Eduardo Diaz Fuentes)....Pages 1221-1237 Addressing the Problem of Activity Recognition with Experience Sampling and Weak Learning (William Duffy, Kevin Curran, Daniel Kelly, Tom Lunney)....Pages 1238-1250 Public Key and Digital Signature for Blockchain Technology (Elena Zavalishina, Sergey Krendelev, Egor Volkov, Dmitry Permiashkin, Dmitry Gridin)....Pages 1251-1258 Heterogeneous Semi-structured Objects Analysis (M. Poltavtseva, P. Zegzhda)....Pages 1259-1270 An Approach to Energy-Efficient Street Lighting Control on the Basis of an Adaptive Model (Dmitry A. Shnayder, Aleksandra A. Filimonova, Lev S. Kazarinov)....Pages 1271-1284 New Field Operational Tests Sampling Strategy Based on Metropolis-Hastings Algorithm (Nacer Eddine Chelbi, Denis Gingras, Claude Sauvageau)....Pages 1285-1302 Learning to Make Intelligent Decisions Using an Expert System for the Intelligent Selection of Either PROMETHEE II or the Analytical Hierarchy Process (Malik Haddad, David Sanders, Nils Bausch, Giles Tewkesbury, Alexander Gegov, Mohamed Hassan)....Pages 1303-1316 Guess My Power: A Computational Model to Simulate a Partner’s Behavior in the Context of Collaborative Negotiation (Lydia Ould Ouali, Nicolas Sabouret, Charles Rich)....Pages 1317-1337 Load Balancing of 3-Phase LV Network Using GA, ACO and ACO/GA Optimization Techniques (Rehab H. Abdelwahab, Mohamed El-Habrouk, Tamer H. Abdelhamid, Samir Deghedie)....Pages 1338-1349 UXAmI Observer: An Automated User Experience Evaluation Tool for Ambient Intelligence Environments (Stavroula Ntoa, George Margetis, Margherita Antona, Constantine Stephanidis)....Pages 1350-1370 Research on the Degradation of Indian Regional Navigation Satellite System Based on STK (Shaochi Cheng, Yuan Gao, Xiangyang Li, Su Hu)....Pages 1371-1380 The Application of a Semantic-Based Process Mining Framework on a Learning Process Domain (Kingsley Okoye, Syed Islam, Usman Naeem, Mhd Saeed Sharif, Muhammad Awais Azam, Amin Karami)....Pages 1381-1403 Improved Multi-hop Localization Algorithm with Network Division (Wei Zhao, Shoubao Su, ZiNan Chang, BingHua Cheng, Fei Shao)....Pages 1404-1421 Back Matter ....Pages 1423-1426