Current Approaches in Applied Artificial Intelligence

Book Description

Current Approaches in Applied Artificial Intelligence: 28th International Conference on Industrial, Engineering and Other Applications of Applied ... (Lecture Notes in Computer Science)

This book constitutes the refereed conference proceedings of the 28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent , IEA/AIE 2015, held in Seoul, South Korea, in June 2015. The 73 revised full papers presented were carefully reviewed and selected from 105 submissions. The papers cover a wide range of topics in applied artificial intelligence including reasoning, robotics, cognitive modeling, machine learning, pattern recognition, optimization, text mining, social network analysis, and evolutionary algorithms. They are organized in the following topical sections: theoretical AI, knowledge-based , optimization, Web and social , machine learning, classification, unsupervised learning, vision, image and text processing, and intelligent applications.

Table of Contents

Part 1 Theoretical AI
chapter 1 Uncertainty Management in Multi-leveled Risk Assessment: Context of IMS-QSE
chapter 2 Implementation of Theorem Prover of Relevant Logic
chapter 3 Finding Longest Paths in Hypercubes: 11 New Lower Bounds for Snakes, Coils, and Symmetrical Coils
chapter 4 Novel AI Strategies for Multi-Player Games at Intermediate Board States
chapter 5 AIs for Dominion Using Monte-Carlo Tree Search
chapter 6 Evolutionary Dynamic Scripting: Adaptation of Expert Rule Bases for Serious Games
chapter 7 Particle Filter-Based Model Fusion for Prognostics
chapter 8 Fuzzy Q-Learning Approach to QoS Provisioning in Two-Tier Cognitive Femtocell Networks
chapter 9 A Neurologically Inspired Model of the Dynamics of Situation Awareness Under Biased Perception

Part 2 Knowledge Based Systems
chapter 10 A Real-Time Monitoring Framework for Online Auctions Frauds
chapter 11 Reasoning About the State Change of Authorization Policies
chapter 12 Integration of Disease Entries Across OMIM, Orphanet, and a Proprietary Knowledge Base
chapter 13 Sheet2RDF: A Flexible and Dynamic Spreadsheet Import&Lifting Framework for RDF
chapter 14 An Approach to Dominant Resource Fairness in Distributed Environment
chapter 15 Mining Queries to Detect Anomalous Database Using Random Forest and PCA
chapter 16 Synthetic Evidential Study for Deepening Inside Their Heart
chapter 17 Multi-criteria Decision Aid and Artificial Intelligence for Competitive Intelligence
chapter 18 Ontology-Based Fuzzy-Syllogistic Reasoning

Part 3 Optimization
chapter 19 Stability in Biomarker Discovery: Does Ensemble Feature Selection Really Help?
chapter 20 Integrating TCP-Nets and CSPs: The Constrained TCP-Net (CTCP-Net) Model
chapter 21 Multiobjective Optimization for the Stochastic Physical Search Problem
chapter 22 Towards Multilevel Ant Colony Optimisation for the Euclidean Symmetric Traveling Salesman Problem
chapter 23 On the Relationships Between Sub Problems in the Hierarchical Optimization Framework
chapter 24 Decomposability Conditions of Combinatorial Optimization Problems
chapter 25 Learning Low Cost Multi-target Models by Enforcing Sparsity
chapter 26 Interactive Interface to Optimize Sound Source Localization with HARK

Part 4 Web and Social Networks
chapter 27 Retrieval of Highly Related Biomedical References by Key Passages of Citations
chapter 28 Summarization of Documents by Finding Key Sentences Based on Social Network Analysis
chapter 29 Dynamic Facet Hierarchy Constructing for Browsing Web Search Results Efficiently*
chapter 30 Filtering Reviews by Random Individual Error
chapter 31 Building Browser Extension to Develop Website Personalization Based on Adaptive Hypermedia System
chapter 32 Discovering Potential Victims Within Enterprise Network via Link Analysis Method
chapter 33 A Simple and Efficient Algorithm for Lexicon Generation Inspired by Structural Balance Theory

Part 5 Machine Learning
chapter 34 Heuristic Pretraining for Topic Models
chapter 35 Fast Online Learning to Recommend a Diverse Set from Big Data
chapter 36 Learning from Demonstration Using Variational Bayesian Inference
chapter 37 Modeling Snow Dynamics Using a Bayesian Network
chapter 38 Evaluation of the Rate Constants of Reactions of Phenyl Radicals with Hydrocarbons with the Use of Artificial Neural Network
chapter 39 Predicting SET50 Index Trend Using Artificial Neural Network and Support Vector Machine
chapter 40 Application Recommendations Based on Complex Information
chapter 41 The Regulation of Steam Pressure in a Drum Boiler by Neural Network and System Identification Technique
chapter 42 Pattern Recognition using the TTOCONROT

Part 6 Classification
chapter 43 Approximate is Enough: Distance-Based Validation for Geospatial Classification
chapter 44 Efficient Classification of Binary Data Stream with Concept Drifting Using Conjunction Rule Based Boolean Classifier
chapter 45 Semi-supervised SVM-based Feature Selection for Cancer Classification using Microarray Gene Expression Data
chapter 46 Opponent Classification in Robot Soccer
chapter 47 Improving Document Classification Using Fine-Grained Weights
chapter 48 Diagnosis of Epilepsy in Patients Based on the Classification of EEG Signals Using Fast Fourier Transform

Part 7 Unsupervised Learning
chapter 49 A New Similarity Measure by Combining Formal Concept Analysis and Clustering for Case-Based Reasoning
chapter 50 Ensemble Algorithms for Unsupervised Anomaly Detection
chapter 51 Comparison of Adjusted Methods for Selecting Useful Unlabeled Data for Semi-Supervised Learning Algorithms
chapter 52 A Novel Clustering Algorithm Based on a Non-parametric ``Anti-Bayesian'' Paradigm

Part 8 Vision, Image and Text Processing
chapter 53 Research on an Intelligent Liquid Lamp Inspector Based on Machine Vision*
chapter 54 Extraction for Gene Regulation Network Using Syntactic and Semantic Approaches
chapter 55 Video Stitching System of Heterogeneous Car Video Recorders
chapter 56 A Self-adaptive Genetic Algorithm for the Word Sense Disambiguation Problem
chapter 57 Improving Noisy T1-Weighted MRI Spatial Fuzzy Segmentation Based on a Hybrid of Stationary Wavelet Thresholding and Filtering Preprocess
chapter 58 Smoke Detection for Autonomous Vehicles using Laser Range Finder and Camera
chapter 59 Tracking Failure Detection Using Time Reverse Distance Error for Human Tracking

Part 9 Intelligent Systems Applications
chapter 60 Optimization of Trading Rules for the Spanish Stock Market by Genetic Programming
chapter 61 Meta-Diagnosis for a Special Class of Cyber-Physical Systems: The Avionics Test Benches
chapter 62 Finding Similar Time Series in Sales Transaction Data
chapter 63 Prediction of Package Chip Quality Using Fail Bit Count Data of the Probe Test
chapter 64 Scene Understanding Based on Sound and Text Information for a Cooking Support Robot
chapter 65 A Practical Approach to the Shopping Path Clustering
chapter 66 iDianNao: Recommending Volunteer Opportunities to Older Adults
chapter 67 Particle Filter-Based Approach to Estimate Remaining Useful Life for Predictive Maintenance
chapter 68 Combining Constrained CP-Nets and Quantitative Preferences for Online Shopping
chapter 69 Focused Diagnosis for Failing Software Tests
chapter 70 Smart Home Energy Conservation Based on Context Awareness Technology
chapter 71 Logic Simulation with Jess for a Car Maintenance e-Training System
chapter 72 Dynamic Scoring-Based Sequence Alignment for Process Diagnostics

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