AI 2017: Advances in Artificial Intelligence: 30th Australasian Joint Conference, Melbourne, VIC, Australia, August 19–20, 2017, Proceedings (Lecture Notes in Computer Science)

This book constitutes the refereed proceedings of the 30th Australasian Joint Conference on Artificial Intelligence, AI 2017, held in Melbourne, VIC, Australia, in August 2017. The 29 full papers were carefully reviewed and selected from 58 submissions. This volume covers a wide spectrum of research streams in artificial intelligence ranging from machine learning, optimization to big data science and their practical applications. Front Matter....Pages I-XIII Front Matter....Pages 1-1 Context-Aware Recommender Systems Based on Item-Grain Context Clustering....Pages 3-13 Competitive Reinforcement Learning in Atari Games....Pages 14-26 Density-Based Multiscale Analysis for Clustering in Strong Noise Settings....Pages 27-38 Evolving Transferable Artificial Neural Networks for Gameplay Tasks via NEAT with Phased Searching....Pages 39-51 Multiple Kernel Learning with One-Level Optimization of Radius and Margin....Pages 52-63 A Deterministic Actor-Critic Approach to Stochastic Reinforcements....Pages 64-75 Front Matter....Pages 76-89 Enhanced Pareto Interpolation Method to Aid Decision Making for Discontinuous Pareto Optimal Fronts....Pages 91-91 Use of a Non-nested Formulation to Improve Search for Bilevel Optimization....Pages 93-105 Let’s Consider Two Objectives When Estimating Hand Postures....Pages 106-118 Scaling up Local Search for Minimum Vertex Cover in Large Graphs by Parallel Kernelization....Pages 119-130 An Integer Linear Programming Model for Binary Knapsack Problem with Dependent Item Values....Pages 131-143 Front Matter....Pages 144-154 A ‘Breadcrumbs’ Model for Controlling an Intrinsically Motivated Swarm Using a Handheld Device....Pages 155-155 Genetic Programming for Multi-objective Test Data Generation in Search Based Software Testing....Pages 157-168 Class Dependent Multiple Feature Construction Using Genetic Programming for High-Dimensional Data....Pages 169-181 Comprehensive Quality-Aware Automated Semantic Web Service Composition....Pages 182-194 Monthly Rainfall Categorization Based on Optimized Features and Neural Network....Pages 195-207 Preliminary Study on Solving Coal Processing and Blending Problems Using Lexicographic Ordering....Pages 208-220 Front Matter....Pages 221-233 Random Set to Interpret Topic Models in Terms of Ontology Concepts....Pages 235-235 Improving Authorship Attribution in Twitter Through Topic-Based Sampling....Pages 237-249 Front Matter....Pages 250-261 Textual Emotion Classification: An Interoperability Study on Cross-Genre Data Sets....Pages 235-235 Integrating LDA with Clustering Technique for Relevance Feature Selection....Pages 262-273 Front Matter....Pages 274-286 Non Sub-sampled Contourlet Transform Based Feature Extraction Technique for Differentiating Glioma Grades Using MRI Images....Pages 287-287 Large-Scale Automatic Species Identification....Pages 289-300 Front Matter....Pages 301-312 On the Combination of Argumentation Solvers into Parallel Portfolios....Pages 313-313 Exploring the Use of Case-Based Reasoning to Play Eurogames....Pages 315-327 Min-Max Message Passing and Local Consistency in Constraint Networks....Pages 328-339 Deterministic Tournament Selection in Local Search for Maximum Edge Weight Clique on Large Sparse Graphs....Pages 340-352 Robust Lasso Regression with Student-t Residuals....Pages 353-364 Back Matter....Pages 365-374 ....Pages 375-376