AI 2016: Advances in Artificial Intelligence: 29th Australasian Joint Conference, Hobart, TAS, Australia, December 5-8, 2016, Proceedings

Front Matter....Pages I-XVI
Front Matter....Pages 1-1
Lifted Backward Search for General Game Playing....Pages 3-16
Corrupt Strategic Argumentation: The Ideal and the Naive....Pages 17-28
Adaptive Multiagent Reinforcement Learning with Non-positive Regret....Pages 29-41
Composability in Cognitive Hierarchies....Pages 42-55
Enable Efficient Resource Deployment in Multiple Concurrent Emergency Events Through a Decentralised MAS....Pages 56-68
Front Matter....Pages 69-69
Forecasting Monthly Rainfall in the Western Australian Wheat-Belt up to 18-Months in Advance Using Artificial Neural Networks....Pages 71-87
Forecasting Monthly Rainfall in the Bowen Basin of Queensland, Australia, Using Neural Networks with Niño Indices....Pages 88-100
A Cluster Analysis of Stock Market Data Using Hierarchical SOMs....Pages 101-112
A Generative Deep Learning for Generating Korean Abbreviations....Pages 113-124
Medical Prognosis Generation from General Blood Test Results Using Knowledge-Based and Machine-Learning-Based Approaches....Pages 125-136
Deep Learning for Classification of Malware System Call Sequences....Pages 137-149
Similarity Matching of Computer Science Unit Outlines in Higher Education....Pages 150-162
Parallel Late Acceptance Hill-Climbing Algorithm for the Google Machine Reassignment Problem....Pages 163-174
Concept Drift Detection Using Online Histogram-Based Bayesian Classifiers....Pages 175-182
Visual Odometry in Dynamic Environments with Geometric Multi-layer Optimisation....Pages 183-190
High Resolution SOM Approach to Improving Anomaly Detection in Intrusion Detection Systems....Pages 191-199
Front Matter....Pages 201-201
CPF: Concept Profiling Framework for Recurring Drifts in Data Streams....Pages 203-214
Meta-mining Evaluation Framework: A Large Scale Proof of Concept on Meta-learning....Pages 215-228
Bayesian Grouped Horseshoe Regression with Application to Additive Models....Pages 229-240
Front Matter....Pages 241-241
Improving and Extending the HV4D Algorithm for Calculating Hypervolume Exactly....Pages 243-254
Front Matter....Pages 241-241
Local Search for Maximum Vertex Weight Clique on Large Sparse Graphs with Efficient Data Structures....Pages 255-267
Cascade Bayesian Optimization....Pages 268-280
Assignment Precipitation in Fail First Search....Pages 281-287
Front Matter....Pages 289-289
Update Policies....Pages 291-302
Utilization of DBpedia Mapping in Cross Lingual Wikipedia Infobox Completion....Pages 303-316
A Multi-linguistic-Valued Modal Logic....Pages 317-323
An Empirical Study of a Simple Naive Bayes Classifier Based on Ranking Functions....Pages 324-331
Cognitive-Task-Based Information Aid Design for Clinical Diagnosis....Pages 332-337
Domain Ontology Construction Using Web Usage Data....Pages 338-344
Learning Functional Argument Mappings for Hierarchical Tasks from Situation Specific Explanations....Pages 345-352
Ontology Based Data Access with Referring Expressions for Logics with the Tree Model Property....Pages 353-361
Front Matter....Pages 363-363
Artificial Prediction Markets for Clustering....Pages 365-377
Transfer Learning in Probabilistic Logic Models....Pages 378-389
Co-clustering for Dual Topic Models....Pages 390-402
Optimization of Traffic Signals Using Deep Learning Neural Networks....Pages 403-415
An Online Competence-Based Concept Drift Detection Algorithm....Pages 416-428
Bayesian Robust Regression with the Horseshoe+ Estimator....Pages 429-440
High Resolution Self-organizing Maps....Pages 441-454
Exceptional Contrast Set Mining: Moving Beyond the Deluge of the Obvious....Pages 455-468
Smart Sampling: A Novel Unsupervised Boosting Approach for Outlier Detection....Pages 469-481
Front Matter....Pages 363-363
Approximating Message Lengths of Hierarchical Bayesian Models Using Posterior Sampling....Pages 482-494
Kernel Embeddings of Longitudinal Data....Pages 495-506
Visual Analytical Tool for Higher Order k-Means Clustering for Trajectory Data Mining....Pages 507-518
A Framework for Mining Semantic-Level Tourist Movement Behaviours from Geo-tagged Photos....Pages 519-524
Learning High-Level Navigation Strategies via Inverse Reinforcement Learning: A Comparative Analysis....Pages 525-534
Artificial Neural Network: Deep or Broad? An Empirical Study....Pages 535-541
An Empirically-Sourced Heuristic for Predetermining the Size of the Hidden Layer of a Multi-layer Perceptron for Large Datasets....Pages 542-547
Distributed Genetic Algorithm on GraphX....Pages 548-554
Restricted Echo State Networks....Pages 555-560
Feature-Aware Factorised Collaborative Filtering....Pages 561-569
Front Matter....Pages 571-571
Mining Context Specific Inter-personalised Trust for Recommendation Generation in Preference Networks....Pages 573-584
Proactive Skill Posting in Referral Networks....Pages 585-596
Comprehensive Influence Propagation Modelling for Hybrid Social Network....Pages 597-608
Multi-agent Planning with Collaborative Actions....Pages 609-620
Front Matter....Pages 621-621
Open-Domain Question Answering Framework Using Wikipedia....Pages 623-635
Predicting the Rank of Trending Topics....Pages 636-647
A Topic Transition Map for Query Expansion: A Semantic Analysis of Click-Through Data and Test Collections....Pages 648-664
Unsupervised Keyphrase Extraction: Introducing New Kinds of Words to Keyphrases....Pages 665-671
Front Matter....Pages 673-673
Shaping Interactive Marketing Communication (IMC) Through Social Media Analytics and Modelling....Pages 675-681
Ingenious Product Form Co-design System for the Industry 4.0....Pages 682-688
Front Matter....Pages 689-689
Data Lifecycle and Tagging for Internet of Things Applications....Pages 691-695
A Content-Based Routing Scheme for Mobile Data Offloading in Pocket Switched Networks....Pages 696-701
Exploring the Use of Big Data Analytics for Improving Support to Students in Higher Education....Pages 702-707
DataCon: Easier Data Sharing, Exploration, and Fusion with Automatic Metadata Generation....Pages 708-713
An Empirical Evaluation of Job Classification Using Online Job Advertisements....Pages 714-719
Robust Text Detection in Natural Scene Images....Pages 720-725
Back Matter....Pages 727-729