
Recent Advances in Information and Communication Technology 2018
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This book contains the research contributions presented at the 14th International Conference on Computing and Information Technology (IC2IT 2018) organised by King Mongkut's University of Technology North Bangkok and its partners, and held in the northern Thai city of Chiang Mai in July 2018. Traditionally, IC2IT 2018 provides a forum for exchange on the state of the art and on expected future developments in its field. Correspondingly, this book contains chapters on topics in data mining, machine learning, natural language processing, image processing, networks and security, software engineering and information technology. With them, the editors want to foster inspiring discussions among colleagues, not only during the conference. It is also intended to contribute to a deeper understanding of the underlying problems as needed to solve them in complex environments and, beneficial for this purpose, to encourage interdisciplinary cooperation.
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Content
- Intro
- Preface
- Organization
- Program Committee
- Organizing Partners
- Contents
- Data Mining
- Combining Multiple Features for Product Categorisation by Multiple Kernel Learning
- 1 Introduction
- 2 Methodology
- 2.1 Support Vector Machine
- 2.2 Multiple Kernel Learning
- 3 Data Set
- 3.1 Data Collection
- 3.2 Feature Extraction
- 3.3 Label Transformation
- 4 Experiment Framework
- 5 Experiment Results
- 6 Conclusion
- References
- ARMFEG: Association Rule Mining by Frequency-Edge-Graph for Rare Items
- 1 Introduction
- 2 Literature Review
- 2.1 Primary Definition of Association Rule
- 2.2 Set-Based Algorithm
- 2.3 Tree-Based Algorithm
- 2.4 Graph-Based Algorithm
- 3 Methods and Algorithm
- 3.1 Frequent Itemset Generation
- 3.2 Define Top weight
- 3.3 Rule Generation
- 4 Results and Discussion
- 4.1 Experimental Results
- 4.2 Complexity
- 4.3 Rare Items
- 5 Conclusions
- References
- Hybrid Filtering Approach for Linked Open Data Exploration Applied to a Scholar Object Linking System
- Abstract
- 1 Introduction
- 2 Related Work
- 3 LOD Exploration
- 3.1 Basic Exploration
- 3.2 N-degree of Exploration
- 3.3 Filtering Resource for LOD Exploration
- 4 Evaluation
- 4.1 Experiment Setup
- 4.2 Result and Analysis
- 5 Conclusion and Future Work
- References
- Sugarcane Yield Grade Prediction Using Random Forest with Forward Feature Selection and Hyper-parameter Tuning
- Abstract
- 1 Introduction
- 2 Related Work
- 3 Data and Method
- 3.1 Data
- 3.2 Yield Grade Prediction Using Random Forest with Forward Feature Selection
- 4 Result and Discussion
- 5 Conclusion
- References
- The Efficacy of Using Virtual Reality for Job Interviews and Its Effects on Mitigating Discrimination
- 1 Introduction
- 2 Background
- 3 Viability Study
- 4 Method
- 4.1 Room Setup
- 4.2 Interview Process
- 4.3 Equipment Specifications and Software
- 5 Results
- 6 Discussion
- 7 Recommendations
- 8 Conclusion
- References
- Natural Language Processing
- Short Text Topic Model with Word Embeddings and Context Information
- 1 Introduction
- 2 Related Work
- 3 The Proposed Model
- 3.1 Generative Process of the Model
- 3.2 Obtain Word Pair Semantic Relatedness
- 3.3 Model Inference
- 4 Experiments and Results
- 4.1 Experimental Setup
- 4.2 Semantic Coherence Evaluation
- 4.3 Classification Evaluation
- 5 Conclusion
- References
- Temporal Analysis of Twitter Response and Performance Evaluation of Twitter Channels Using Capacitor Charging Model
- Abstract
- 1 Introduction
- 2 Capacitor Charging Model
- 3 Framework for Analyzing Twitter Channel Using Capacitor Charging Model
- 3.1 Analysis of Tweets in Mrpl, Trpl, Mrtw, and Trtw-Spaced
- 3.2 Valley Seeking Clustering Algorithm
- 4 Experimental Results
- 4.1 Average Performance
- 4.2 Modal Performance
- 5 Conclusions
- References
- On Evolving Text Centroids
- 1 Motivation and Definitions
- 2 Centroids of Text Documents
- 2.1 Centroid Positions
- 2.2 Evolution of Centroids
- 2.3 Interpretation of Centroid Traces
- 3 Experimental Results and Discussion
- 3.1 Centroids of Wikipedia Articles
- 3.2 Centroid Traces of Wikipedia Articles
- 3.3 Discussion
- 4 Conclusion
- References
- Thai Word Safe Segmentation with Bounding Extension for Data Indexing in Search Engine
- Abstract
- 1 Introduction
- 2 Theories and Data Structures
- 2.1 Trie Structure
- 2.2 Trie Implementation
- 2.3 Java Serializable Library
- 2.4 Branch and Bound
- 3 Methodology
- 3.1 Thai Word Corpus
- 3.2 findAllPrefix Function
- 3.3 Word Segmentation
- 3.4 Bounding
- 3.5 Program Code
- 3.6 Analyzer
- 4 Performance
- 4.1 Clean-Sentence
- 4.2 Results
- 4.3 Performance Measurement
- 5 Summary
- References
- Robust Kurtosis Projection Approach for Mangrove Classification
- Abstract
- 1 Introduction
- 2 Case Study - Mangrove
- 3 The Kurtosis Projection Approach Using Minimum Vector Variance
- 4 The Mangrove Classification
- 5 Remark
- References
- Machine Learning
- Diabetes Classification with Fuzzy Genetic Algorithm
- Abstract
- 1 Introduction
- 2 Introduction
- 2.1 Dataset
- 2.2 Data Preprocessing
- 2.3 Fuzzy Genetic Algorithm
- 2.4 Fuzzy Algorithm
- 2.5 Genetic Algorithm (GA)
- 3 Classification Result
- 4 Conclusion and Future Work
- References
- Decision Fusion Using Fuzzy Dempster-Shafer Theory
- Abstract
- 1 Introduction
- 2 Background
- 3 System Description
- 4 Experiment Results
- 5 Conclusion
- References
- Enhanced Manhattan-Based Clustering Using Fuzzy C-Means Algorithm
- Abstract
- 1 Introduction
- 2 Related Studies
- 2.1 Clustering
- 2.2 Manhattan Distance Measure
- 2.3 Trigonometric Approach
- 3 Design Architecture
- 3.1 Fuzzy C-Means Algorithm
- 3.2 Euclidean Distance Measure Calculation
- 3.3 Manhattan Distance Measure Calculation
- 3.4 Comparison of the Two Distance Measures
- 3.5 Proposed Modification
- 3.6 Simulation
- 4 Evaluation
- 5 Conclusion and Recommendation
- Acknowledgement
- References
- The Cooperation of Candidate Solutions Vortex Search for Numerical Function Optimization
- Abstract
- 1 Introduction
- 2 Overview and Related Work
- 2.1 The Vortex Search Algorithm
- 3 The Proposed Method
- 4 Experimental and Results
- 4.1 Results and Discussion
- 5 Conclusion
- References
- Integrating Multi-agent System, Geographic Information System, and Reinforcement Learning to Simulate and Optimize Traffic Signal Control
- 1 Introduction
- 2 Methodology
- 2.1 Geographic Information System for Traffic Signal Control
- 2.2 Multi-agent System
- 3 Experiments and Results
- 3.1 Input Data
- 3.2 Implementation Scenarios
- 3.3 Results
- 4 Conclusion and Discussion
- References
- Image Processing
- Digital Image Watermarking Based on Fuzzy Image Filter
- Abstract
- 1 Introduction
- 2 Background on Fuzzy Image Filter
- 3 Proposed Image Watermarking Method
- 4 Experimental Results
- 4.1 Performance Comparison
- 4.2 Robustness Against Attack
- 5 Conclusion
- References
- Image Watermarking Against Vintage and Retro Photo Effects
- Abstract
- 1 Introduction
- 2 Theories
- 2.1 Vintage and Retro Photo Effects
- 2.2 YCbCr Color Space
- 3 Proposed Method
- 4 Experimental Settings and Results
- 5 Conclusion
- References
- Performance Analysis of Lossless Compression Algorithms on Medical Images
- Abstract
- 1 Introduction
- 2 Literature Review
- 3 Research Methodology
- 3.1 Lossless Image Compression
- 3.2 Materials and Tools Used in the Study
- 3.3 Data Collection and Analysis
- 4 Result and Discussion
- 5 Conclusion
- References
- Brain Wave Pattern Recognition of Two-Task Imagination by Using Single-Electrode EEG
- Abstract
- 1 Introduction
- 2 Data Collection
- 3 Methodology
- 3.1 Signal Acquisition
- 3.2 Experimental Paradigm
- 3.3 Pre-processing
- 3.4 Feature Extraction
- 3.5 Analysis and Classification
- 4 Result and Discussion
- 5 Conclusion and Future Work
- References
- Isarn Dharma Handwritten Character Recognition Using Neural Network and Support Vector Machine
- Abstract
- 1 Introduction
- 2 Related Literature
- 3 Proposed Methodology
- 3.1 Pre-processing Process
- 3.2 Feature Extraction Process
- 3.3 Recognition Process
- 4 Experimental Results
- 5 Conclusions
- Acknowledgements
- References
- Network and Security
- Subset Sum-Based Verifiable Secret Sharing Scheme for Secure Multiparty Computation
- Abstract
- 1 Introduction
- 2 Related Literature
- 2.1 Secret Sharing Scheme and Its Problem
- 2.2 Verifiable Secret Sharing Scheme
- 2.3 Subset Sum Theory
- 3 Design Architecture
- 3.1 Concept of the Scheme
- 3.2 Overview of the Protocol
- 4 Evaluation of the Modified Scheme
- 5 Conclusion and Recommendation
- Acknowledgment
- References
- The Semantics Loss Tracker of Firewall Rules
- 1 Introduction
- 2 Related Work
- 2.1 Firewall Rule Anomalies
- 2.2 The Semantics Loss of Firewall Rules
- 3 SELTracker Design
- 3.1 The Contributions
- 3.2 Tracking Design
- 3.3 PST Design and Development
- 3.4 Detecting and Alerting for the Semantics Lost
- 3.5 Detecting and Alerting for Other Anomalies
- 4 SELTracker Implementation and Evaluation
- 5 Conclusion and Future Work
- References
- Cryptanalysis of a Multi-factor Biometric-Based Remote Authentication Scheme
- 1 Introduction
- 2 Background Knowledge
- 2.1 Park et al.'s Remote User Authentication Protocol
- 2.2 The Logic of GNY
- 3 Cryptanalysis of Park et al.'s Authentication Protocol
- 3.1 Cryptanalysis of the Registration Phase
- 3.2 Cryptanalysis of the Login and Authentication Phases
- 4 Conclusion
- References
- Haptic Alternatives for Mobile Device Authentication by Older Technology Users
- Abstract
- 1 Introduction
- 2 Literature Review
- 2.1 Variations of CAPTCHAs
- 3 Conceptual Framework
- 3.1 The Concept of Alternative Tactile-Based Turing Tests
- 3.2 Hypothesis and Research Question
- 4 Research Method
- 4.1 Apparatus
- 4.2 Participants
- 5 Results
- 5.1 Data and Analysis
- 6 Discussion
- 6.1 Discussion of Findings
- 6.2 Limitations
- 7 Conclusion
- References
- The New Modified Methodology to Solve ECDLP Based on Brute Force Attack
- Abstract
- 1 Introduction
- 2 Related Works
- 2.1 Elliptic Curve Cryptography (ECC)
- 2.2 The Method to Compute 2P + Q by Leaving y's Computing
- 2.3 The Method to Compute 3P + Q by Decreasing Inversion Processes
- 2.4 Brute Force Attack
- 2.5 Pohlig-Hellman Attack
- 2.6 Baby-Step-Giant-Step
- 2.7 Pollard-Rho Algorithm
- 3 The Proposed Method
- 4 Experimental Results
- 5 System Analysis
- 6 Conclusion
- References
- Information Technology
- Generations and Level of Information on Mobile Devices Usage: An Entropy-Based Study
- Abstract
- 1 Introduction
- 2 Literature Review
- 2.1 Information Theory (Entropy)
- 2.2 Aging Cohort
- 3 Approach
- 3.1 Measuring Information on Mobile Devices Using Entropy
- 3.2 Data Collection
- 4 Results
- 4.1 Number of Mobile Applications of Different Generations
- 5 Interpretation and Discussion of Results
- Acknowledgements
- References
- Requirement Patterns Analysis and Design of Online Social Media Marketing for Promoting Eco-Tourism in Thailand
- Abstract
- 1 Introduction
- 2 Literature Review
- 3 Research Methodology
- 4 Research Results
- 4.1 Findings of the Requirements of Using Online Social Media
- 4.1.1 In-Depth Interview Data Analysis
- 4.1.2 Survey Data Analysis
- 4.1.3 Confirmation of Findings from In-Depth Interview and Survey
- 4.2 Analysis and Design an Online Social Media Marketing System to Promote Eco-Tourism
- 5 Conclusion
- Acknowledgement
- References
- The Empirical Discovery of Near-Optimal Offline Cache Replacement Policies for Nonuniform Objects
- 1 Introduction
- 1.1 Suboptimal Offline Policies
- 1.2 Performance Metrics
- 2 Experiment on Near-Optimality
- 2.1 Data Sets
- 2.2 Simulation Configuration
- 2.3 Performance Results
- 3 Conclusion and Future Work
- A Appendix
- References
- Organic Farming Policy Effects in Northern of Thailand: Spatial Lag Analysis
- Abstract
- 1 Introduction
- 2 Methodology
- 2.1 Exploratory Spatial Autocorrelation
- 2.2 Model Specification Testing
- 2.3 Spatial Lag Regression
- 3 Experimental Results
- 3.1 Global Spatial Autocorrelation
- 3.2 Local Spatial Autocorrelation
- 3.3 Model Specification Results
- 3.4 Spatial Lag Regression Result
- 4 Conclusion
- 5 Suggestions
- References
- Approaching Mobile Constraint-Based Recommendation to Car Parking System
- Abstract
- 1 Introduction
- 2 Proposed Mobile Recommendation for Car Parking System
- 2.1 Knowledge Base
- 2.2 Requirements and Constraints
- 2.3 Recommendation Task
- 2.4 Mobile Recommender Interaction
- 3 Experimental Design and Result
- 4 Conclusion and Recommendation
- References
- Software Engineering
- A Comparative Study on Scrum Simulations
- Abstract
- 1 Introduction
- 2 Scrum Simulations
- 2.1 Scrum Simulation with LEGO Bricks
- 2.2 Plasticine Scrum
- 3 Research Methodology
- 4 Results and Discussions
- 5 Conclusion
- References
- Transformation of State Machines for a Microservice-Based Event-Driven Architecture: A Proof-of-Concept
- Abstract
- 1 Introduction and Related Work
- 2 State Machines and Workflows
- 3 Microservices and Event-Driven Architecture
- 4 Concept for the Transformation of State Machines
- 5 Conclusion
- References
- Knowledge Discovery from Thai Research Articles by Solr-Based Faceted Search
- Abstract
- 1 Introduction
- 2 Backgrounds
- 2.1 Knowledge Discovery with Faceted Search
- 2.2 Existing Search System for Thai Research Article
- 2.3 Solr-Based Search System
- 3 System Design and Implementation
- 3.1 System Architecture for Thai Faceted Search
- 3.2 Data Collection
- 3.3 Data Preparation
- 3.4 Knowledge or Facet Extraction
- 3.5 Sorl-Based Index System and Query Search for Thai Collection
- 3.6 System Implementation
- 4 Discussion and Conclusion
- Acknowledgement
- References
- Author Index
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