Recent Trends and Future Technology in Applied Intelligence 31st International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, Montreal, QC, Canada, June 25-28, 2018, Proceedings

This book constitutes the thoroughly refereed proceedings of the 31st International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, held in Montreal, QC, Canada, in June 2018.The 53 full papers and 33 short papers presented were carefully re...

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Main Authors Mouhoub, Malek, Sadaoui, Samira, Ait Mohamed, Otmane, Ali, Moonis
Format eBook
LanguageEnglish
Published Netherlands Springer Nature 2018
Springer International Publishing AG
Springer
Edition1
SeriesLNCS sublibrary. SL 7, Artificial intelligence
Subjects
Online AccessGet full text
ISBN9783319920580
3319920588
331992057X
9783319920573

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Abstract This book constitutes the thoroughly refereed proceedings of the 31st International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, held in Montreal, QC, Canada, in June 2018.The 53 full papers and 33 short papers presented were carefully reviewed and selected from 146 submissions. They are organized in the following topical sections: constraint solving and optimization; data mining and knowledge discovery; evolutionary computation; expert systems and robotics; knowledge representation, machine learning; meta-heuristics; multi-agent systems; natural language processing; neural networks; planning, scheduling and spatial reasoning; rough sets, Internet of Things (IoT), ubiquitous computing and big data; data science, privacy, and security; inelligent systems approaches in information extraction; and artificial intelligence, law and justice.
AbstractList This book constitutes the thoroughly refereed proceedings of the 31st International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, held in Montreal, QC, Canada, in June 2018.The 53 full papers and 33 short papers presented were carefully reviewed and selected from 146 submissions. They are organized in the following topical sections: constraint solving and optimization; data mining and knowledge discovery; evolutionary computation; expert systems and robotics; knowledge representation, machine learning; meta-heuristics; multi-agent systems; natural language processing; neural networks; planning, scheduling and spatial reasoning; rough sets, Internet of Things (IoT), ubiquitous computing and big data; data science, privacy, and security; inelligent systems approaches in information extraction; and artificial intelligence, law and justice.
Author Ali, Moonis
Mouhoub, Malek
Sadaoui, Samira
Ait Mohamed, Otmane
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Subtitle 31st International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, Montreal, QC, Canada, June 25-28, 2018, Proceedings
TableOfContents Visual Analytics Based Authorship Discrimination Using Gaussian Mixture Models and Self Organising Maps: Application on Quran and Hadith -- Abstract -- 1 Introduction -- 2 Stylometric Features -- 2.1 Author's Pronoun Based Feature -- 2.2 On the Use of "أبا" (Father of) for Naming People -- 2.3 Frequency of Some Discriminative Words -- 2.4 COST Parameter Based Feature -- 2.5 Word Length Frequency -- 2.6 Frequency of the Coordination Conjunction «و» (Meaning AND) -- 2.7 Frequency of the Conjunction «و» at the Beginning of Sentence -- 3 Visual Analytics Based Clustering Methods -- 3.1 Principal Components Analysis -- 3.2 Gaussian Mixture Model Based Clustering -- 3.3 Self-Organizing Map Based Clustering -- 4 Discussion -- References -- An Optimization Approach Based on Collective Correlation Coefficient for Biomarker Extraction in the Classification of Alzheimer's Disease -- Abstract -- 1 Introduction -- 2 Related Works -- 3 Methodology -- 4 Materials and Methods -- 4.1 Data Acquisition -- 4.2 Features -- 4.3 The Models -- 5 Experimental Results -- 6 Conclusion -- Acknowledgments -- References -- Evolutionary Computation -- Lazy Conflict Detection with Genetic Algorithms -- 1 Introduction -- 2 Working Example -- 3 Lazy Conflict Detection Using Genetic Algorithms -- 4 Evaluation -- 5 Future Work -- 6 Conclusion -- References -- An Algorithm for Combinatorial Double Auctions Based on Cooperative Coevolution of Particle Swarms -- Abstract -- 1 Introduction -- 2 Problem Formulation for Combinatorial Double Auctions -- 3 Fitness Function -- 4 Discrete Cooperative Coevolving Particle Swarm Optimization (DCCPSO) Algorithm -- 5 Numerical Results -- 6 Conclusions -- Acknowledgment -- References -- Partition Crossover Evolutionary Algorithm for the Team Orienteering Problem with Time Windows -- 1 Introduction -- 2 Problem Description
3.4 Planning Module: Magic Tricks as Finite State Machines
2.1 Mathematical Formulation -- 3 Evolutionary Algorithm Based on Partition Crossover (EAPX) -- 3.1 Initial Population -- 3.2 Local Search -- 3.3 Partition Crossover for TOPTW -- 3.4 Illustrative Example -- 4 Computational Experiments -- 4.1 Experimental Setup -- 4.2 Results and Discussion -- 5 Conclusion -- References -- A High Winning Opportunities Intraday Volatility Trading Method Using Artificial Immune Systems -- Abstract -- 1 Introduction -- 2 Artificial Immune Intraday Volatility Trading Method -- 2.1 Intraday Volatility Mean Reversion Grid Trading -- 2.2 Index Equilibrium Point Forecasting -- 3 Simulation and Performance -- 3.1 Index Forecasting Test -- 3.2 Intraday Volatility Mean Reversion Grid Trading Test -- 4 Conclusion and Future Works -- References -- Expert Systems and Robotics -- Joint Angle Error Reduction for Humanoid Robots Using Dynamics Learning Tree -- Abstract -- 1 Introduction -- 1.1 Communication Error of Angle Sensor -- 1.2 Error Between Command and Sensor Values -- 2 Learning Method -- 2.1 Proposed Learning Method: Step 1: Complementation for Angle Sensor Values -- 2.2 Proposed Learning Method: Step 2: Estimation of Error between Command and Sensor Values -- 2.3 Dynamics Learning Tree -- 3 Experiments -- 3.1 Method -- 3.2 Results -- 4 Consideration -- 5 Conclusion -- References -- Closed-Loop Push Recovery for an Inexpensive Humanoid Robot -- 1 Introduction -- 2 Related Work -- 3 Approach -- 3.1 Hardware -- 3.2 Closed-Loop Control -- 4 Evaluation -- 4.1 Results -- 5 Discussion -- References -- Robot Magic: A Robust Interactive Humanoid Entertainment Robot -- 1 Introduction -- 2 Related Work -- 3 Agent Design -- 3.1 Perception Module: Supporting Recognition and Interaction -- 3.2 Learning Module: Adapting to the Environment -- 3.3 Control Module: The Hardware-Software Interface
3 Preliminaries -- 3.1 Notations -- 3.2 Problem Formulation -- 4 Proposed Approach -- 4.1 Initialization -- 4.2 First Time Step -- 4.3 Startup Graph Selection -- 4.4 Comparing Startup Graph to Previous Graphs -- 4.5 Performing Extra Queries -- 4.6 Handling Storage Limitations -- 5 Experiments -- 5.1 Datasets -- 5.2 Experimental Setup -- 5.3 Evaluation Metrics -- 5.4 Results and Discussion -- 6 Conclusion -- References -- Predicting Success of a Mobile Game: A Proposed Data Analytics-Based Prediction Model -- Abstract -- 1 Introduction -- 2 Predicting the Success of a Mobile Game App -- 3 Methodology -- 3.1 Dataset Preparation, Configuration and Analysis -- 4 Data Analysis -- 4.1 Mobile Games Features -- 4.2 Users Behavior Dataset -- 5 Results and Discussion -- 5.1 Final Prediction Outcomes -- 5.2 Prediction from Integration of Dual Datasets -- 5.3 Proposed Actionable Model Validation -- 6 Conclusion -- References -- Online Anomaly Detection Using Random Forest -- 1 Introduction -- 2 Anomaly Detection for Streaming Data -- 3 Datasets and Evaluation Metrics -- 3.1 Datasets -- 3.2 Evaluation Metrics -- 4 Analysis of Random Trees -- 4.1 Deriving the Number of Trees and Height of Trees Using Theory of Coupon Collector Problem -- 4.2 Discussion on Score Combination -- 4.3 Building Detection Trees Using Feature Clustering -- 4.4 Experimental Results -- 5 Conclusion -- References -- Investigating Effectiveness of Linguistic Features Based on Speech Recognition for Storytelling Skill Assessment -- 1 Introduction -- 2 Related Work -- 3 Multimodal Storytelling Interaction Dataset -- 4 Multimodal Features -- 5 Experiments -- 5.1 Experimental Setting -- 5.2 Experimental Results -- 6 Discussion -- 6.1 Analysis of the Contributions of Each Linguistic Feature -- 6.2 Limitation and Future Work -- 7 Conclusions -- References
Intro -- Preface -- Organization -- Contents -- Constraint Solving and Optimization -- A Method for the Online Construction of the Set of States of a Markov Decision Process Using Answer Set Programming -- 1 Introduction -- 2 Background -- 2.1 MDP and Reinforcement Learning -- 2.2 Answer Set Programming -- 3 Online ASP for MDP: oASP(MDP) -- 4 Tests and Results -- 4.1 First Test: Changes in the Wall-Free-Space Ratio -- 4.2 Second Test: Changes in the Transition Probabilities -- 5 Related Work -- 6 Conclusion -- References -- Hardware/Software Co-design for Template Matching Using Cuckoo Search Optimization -- 1 Introduction -- 2 Theoretical Background -- 3 Hardware Architecture -- 4 Results -- 5 Conclusion -- References -- Optimziation Methods for Beacon Based Foraging Algorithms -- 1 Introduction -- 2 Related Work -- 3 The Rostering Technique -- 4 Rostering Experimental Analysis -- 5 Network Optimizaiton -- 6 NetOpt Experimental Analysis -- 7 Future Work -- 8 Conclusions -- References -- On Using ``Stochastic Learning on the Line'' to Design Novel Distance Estimation Methods -- 1 Introduction -- 2 Distance Estimation: Core Concepts -- 2.1 Distance Estimation Functions (DEFs) -- 3 The Adaptive Tertiary Search and Its Use in DE -- 3.1 Updating Search Intervals -- 3.2 The Corresponding LA -- 3.3 The Corresponding Environment -- 4 Testing and Results: 2-Dimensional Environments -- 5 Conclusions -- References -- Data Mining and Knowledge Discovery -- Person Re-identification Using Masked Keypoints -- 1 Introduction -- 2 Person Re-identification -- 3 A Keypoint-Based Re-ID Method -- 3.1 Person Detection -- 3.2 Person Re-identification -- 4 Experiments -- 4.1 Data Collection -- 4.2 Parameters Setting -- 4.3 Comparing Our Method -- 5 Conclusions -- References -- Knowledge Discovery Process for Detection of Spatial Outliers -- 1 Introduction
2 Knowledge Discovery Process for Detection of Spatial Outliers -- 2.1 Data Preparation -- 2.2 Neighborhood Definition -- 2.3 Outlier Detection and Filtering -- 2.4 Neighborhood Description -- 2.5 Group Outlier Detection -- 2.6 Information Analysis -- 3 Proof of Concept -- 4 Conclusion -- References -- Text Modeling Using Multinomial Scaled Dirichlet Distributions -- 1 Introduction -- 2 Multinomial and Dirichlet Compound Multinomial -- 3 Multinomial Scaled Dirichlet (MSD) Distribution -- 4 MSD Mixture Model Learning -- 5 Experimental Results -- 6 Conclusion -- References -- A Comparison of Knee Strategies for Hierarchical Spatial Clustering -- 1 Introduction -- 2 Background -- 2.1 Hierarchical Clustering -- 2.2 Distance Measures -- 2.3 Knee Determination -- 3 Spatial Data and Preparation -- 4 Results -- 5 Conclusion -- References -- Credit Card Default Prediction as a Classification Problem -- Abstract -- 1 Introduction -- 2 Related Works -- 3 Proposed Credit-Card Default Prediction Approach -- 4 Classification Rules Generation -- 4.1 Creation of Initial Population -- 4.2 Genetic Operator -- 4.3 Evaluation of Individuals of the Initial Population -- 5 Experimental Setup -- 5.1 Description of the Experimental Dataset -- 5.2 Evaluation Criteria -- 6 Empirical Analysis -- 6.1 Experiment 1: GP Performance -- 6.2 Experiment 2: Comparative Study -- 7 Conclusion -- References -- Interactive Discovery of Statistically Significant Itemsets -- 1 Introduction -- 2 Preliminaries and Problem Statement -- 3 The Proposed IDPI Approach -- 3.1 Compressing the Database Using the Itemset-Tree Structure -- 3.2 Representing Queries Using the Query-Tree Structure -- 3.3 Processing Queries Efficiently Using a Query-Tree -- 4 Experimental Evaluation -- 5 Conclusion -- References -- Sampling Community Structure in Dynamic Social Networks -- 1 Introduction -- 2 Related Work
Title Recent Trends and Future Technology in Applied Intelligence
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