Recent Advances in Information and Communication Technology 2018

Name: Recent Advances in Information and Communication Technology 2018 | Proceedings of the 14th International Conference on Computing and Information Technology (IC2IT 2018)
Brand: Springer
Price: 149.79 EUR
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Proceedings of the 14th International Conference on Computing and Information Technology (IC2IT 2018)

Herwig Unger Sunantha Sodsee Phayung Meesad(Editor)

Springer (Publisher)

1st Edition

Published on 26. June 2018

XIV, 348 pages

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978-3-319-93692-5 (ISBN)

€149.79incl. 7% vat

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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
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Recent Advances in Information and Communication Technology 2018

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