Advanced Computational Methods for Knowledge Engineering

Name: Advanced Computational Methods for Knowledge Engineering | Proceedings of the 5th International Conference on Computer Science, Applied Mathematics and Applications, ICCSAMA 2017
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Proceedings of the 5th International Conference on Computer Science, Applied Mathematics and Applications, ICCSAMA 2017

Nguyen-Thinh Le Tien van Do Ngoc Thanh Nguyen Hoai An Le Thi(Editor)

Springer (Publisher)

Published on 26. June 2017

XVI, 228 pages

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978-3-319-61911-8 (ISBN)

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Content

Intro
Preface
ICCSAMA 2017 Organization
General Chair
General Co-chair
Program Chairs
Organizing Committee
Steering Committee
Program Committee
Keynotes
Forty Years Experience on R&D and Education of Systems Sciences
How We Grasp "Causal Relation" in Historical Learning?
Contents
Stochastic DCA for Sparse Multiclass Logistic Regression
1 Introduction
2 Solution Method via Stochastic DCA
2.1 Outline of DC Programming, DCA and Stochastic DCA
2.2 Stochastic DCA for Solving the Sparse Multiclass Logistic Regression Problem
3 Numerical Experiment
3.1 Datasets
3.2 Comparative Algorithms
3.3 Experiment Setting
3.4 Experimental Results on Synthetic Datasets
3.5 Experimental Results on Real Datasets
4 Conclusion
References
Reformulation of the Quadratic Multidimensional Knapsack Problem as Copositive/Completely Positive Prorams
1 Introduction
2 Preliminaries
2.1 Copositive and Completely Positive Cones
2.2 Copositive and Completely Positive Programs and Their Duals
2.3 Quadratic Optimization Problems and Completely Positive Programs
3 Construction of Equivalent Completely Positive and Copositive Optimization Problems
References
DC Programming and DCA for Enhancing Physical Layer Security in Amplify-and-Forward Relay Beamforming Networks Based on the SNR Approach
1 Introduction
1.1 Physical Layer Security in AF Beamforming Protocol
1.2 DC Programming and DCA
2 System Model and Received SNR Maximization Problem
2.1 System Model
2.2 Received SNR Maximization Problem
3 Existing work
4 DC Programming and DCA for Problem (9)
5 Numerical Results
6 Conclusion
References
A Cash-Flow-Based Optimization Model for Corporate Cash Management: A Monte-Carlo Simulation Approach
1 Introduction
1.1 Literature Review
1.2 Contributions of this Paper
2 Notation and Basic Definitions
3 The Cash Management Model
3.1 Objective Functions and Constraints
3.2 Types of Risk in Cash Flows
4 Cash Flow at Risk
4.1 Description of the Cash Flow at Risk
4.2 Determining the Overall Risk
5 Numerical Experiments
5.1 Test Data
5.2 Results
6 Conclusion
References
Demand Side Management: A Case for Disruptive Behaviour
1 Introduction
2 Relevant Work
3 The Model
3.1 The Agents
3.2 The Market
4 Experimental Set-Up
5 Results and Analysis
6 Conclusion and Further Work
A Model Flow Diagram
References
Enhancing Reduced Order Model Predictive Control for Autonomous Underwater Vehicle
1 Fixed-Period Problems: The Sublinear Case
2 Mathematical Modelling of Autonomous Underwater Vehicle
2.1 Kinematics
2.2 Kinetics
3 Proposed Method
3.1 Reduced Order Models
3.2 MPC for Reduced Order Models
3.3 Extended Kalman Filter (EKF)
4 Simulation Results
5 Conclusion
References
Comparison of Feedback Strategies for Supporting Programming Learning in Integrated Development Environments (IDEs)
Abstract
1 Introduction
2 Related Work
3 Approach: Design and Implementation
3.1 Feedback Based on Stack Trace Analysis
3.2 Feedback Based on Comparisons to Sample Programs
3.3 Feedback Summary Panel
4 Evaluation
4.1 Hypotheses
4.2 Study Design
4.3 Results
5 Conclusion and Future Work
Acknowledgement
References
Using Online Synchronous Interschool Tournaments to Boost Student Engagement and Learning in Hands-On Physics Lessons
Abstract
1 Introduction
2 Methods
3 Results
4 Conclusions
Acknowledgments
References
Story-Based Multimedia Analysis Using Social Network Technique
1 Introduction
2 The Occurrences of Characters
2.1 Character's Occurrences Model
2.2 Representation of Characters' Appearance Aspects
3 Story-Based Multimedia Analysis
4 Experimental Results and Discussion
4.1 Parameter Setting
4.2 System Proposed and Evaluation Results
5 Conclusion
References
Plot-Creation Support System for Writing Novels
Abstract
1 Introduction
2 Process of Writing Novels
3 Plot-Construction Model
4 Plot-Creation Support
5 Prototype System
6 Evaluation
6.1 Experimental Setting
6.2 Result
7 Conclusion
Acknowledgements
References
An Improved Algorithm for Mining Top-k Association Rules
Abstract
1 Introduction
2 Basic Concepts
3 Related Works
3.1 Mining Frequent Itemsets
3.2 Mining Top-K/Top-Rank-k Frequent Itemsets
3.3 Mining Top-k Association Rules
4 Proposed Algorithm
5 Experimental Results
5.1 Experimental Databases and Environments
5.2 Experimental Results
6 Conclusions and Future Works
Acknowledgments
References
A Deep Architecture for Sentiment Analysis of News Articles
Abstract
1 Introduction
2 Background
2.1 Convolution Neural Networks (CNN)
2.2 Word Embedding
2.3 Long Short-Term Memory (LSTM)
3 The Proposed Deep Architecture
4 Experimental Results
4.1 Implementation Details
4.2 Experimental Results
5 Conclusion
Acknowledgments
References
Sentiment Polarity Detection in Social Networks: An Approach for Asthma Disease Management
Abstract
1 Introduction
2 State of the Art
3 Sentiment Polarity Identification
3.1 Normalization Module
3.2 Semantic Annotation Module
3.3 Sentiment Polarity Identification Module
4 Evaluation
4.1 Procedure
4.2 Results
5 Conclusions and Future Work
Acknowledgements
References
An Overview of Information Discovery Using Latent Semantic Indexing
Abstract
1 Introduction
2 Latent Semantic Indexing
3 Relevant Work
4 Example Applications
4.1 Query Expansion
4.2 Topic Discovery via Clustering
4.3 Novelty Detection
4.4 Item-Item Relationship Discovery
4.5 Term-Concept Relationship Discovery
4.6 Discovery Incorporating Spatiotemporal Data
5 Conclusion
References
Similarity Measures for Music Information Retrieval
Abstract
1 Introduction
2 Identity, Similarity and Melodic Analogy
3 Information Theory
4 Analysis of the Musical Message
5 Obtained Results
6 Discussion and Conclusions
References
An Early-Biologisation Process to Improve the Acceptance of Biomimetics in Organizations
Abstract
1 Introduction
2 Biomimetic Engineering Process Should Start with an Early-Biologisation Process
3 Supporting the Search for Nature's Solution Strategies with a Technology-Biology-Dictionary
3.1 The Basic Concept of a Technology-Biology Dictionary
3.2 Automatic Generation of a Technology Thesaurus
4 Evaluation
5 Implications
5.1 Implications for Further Research
5.2 Implications for Practionners
References
Bidirectional Deep Learning of Context Representation for Joint Word Segmentation and POS Tagging
1 Introduction
2 Dynamic Neural Architecture
2.1 Character-Level n-Gram Embedding
2.2 Word Boundary Inference
2.3 Word Embedding and Two-Level Backoff Models
2.4 Tag Inference
3 Structured Perceptron Algorithm
3.1 Parameter Estimation
3.2 Joint Inference of Word Segmentation and POS Tagging
4 Experiments
4.1 Settings
4.2 Multilingual Results
4.3 Effects of n-Grams and Backoff Models
4.4 Effects of Word Embedding and Context Embedding
4.5 Effects of Mini-Batch Sizes
5 Conclusion
References
A Model for a Computing Cluster with Two Asynchronous Servers
1 Introduction
2 Asynchronous Working Vacations
2.1 The Steady State Probabilities
2.2 Performance Measures
3 Numeric Results
References
A Review of Technologies for Conversational Systems
Abstract
1 Introduction
2 Methodology
3 Results
3.1 Chatbots
3.2 Dialog Systems
3.3 Evaluation Methods
4 Discussion and Conclusions
Appendix: Table of Reviewed Conversational Systems
References
Author Index

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Advanced Computational Methods for Knowledge Engineering

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