
Advances in Artificial Intelligence
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Content
- Title
- Preface
- Organization
- Invited Talks
- A New Semantics: Merging Propositional and Distributional Information
- Table of Contents
- Long Papers
- Applying Latent Semantic Analysis to Tag-Based Community Recommendations
- Introduction
- Related Work
- A Latent Semantic Model for Community Recommendations
- Representing Communities in Latent Semantic Space
- Representing User Preferences in Latent Semantic Space
- Top-n Community Recommendations
- Experimental Evaluation
- Evaluation Methodology
- Experiments with k Approximations
- Effect of Tag Weights
- Comparison with Other Methods
- Conclusions and Future Work
- References
- Macro Learning in Planning as Parameter Configuration
- Introduction
- Background
- Classical Planning
- Learning Macros
- Parameter Configuration
- Macro Learning as Parameter Configuration
- Experiments
- Experimental Set-up
- Experiment 1: Fixed Macro Set Learning
- Experiment 2: Instance-Specific Macro Learning
- Discussion and Analysis
- Conclusion
- References
- Efficient Pairwise Classification Using Local Cross Off Strategy
- Introduction
- Related Work
- The Proposed LCO Method
- Modified K-Nearest Neighbor Method
- Experimental Comparison
- Experimental Settings
- Experimental Results
- Experimental Result Analysis
- Conclusions
- References
- Learning Sentiments from Tweets with Personal Health Information
- Introduction
- Tweets with Personal Health Information
- Sentiment Annotation
- Assessment of the Annotation
- Sentiment Classification Results
- Discussion and Future Work
- References
- Searching for Poor Quality Machine Translated Text: Learning the Difference between Human Writing and Machine Translations
- Introduction
- Related Work
- DataandMethods
- Hansard Data
- Government of Canada Data
- Government of Ontario Data
- Evaluation
- Hansard Data
- Government of Canada Data
- Government of Ontario Data
- Conclusions and Further Research
- References
- Mining Top-K Association Rules
- Introduction
- Problem Definition and Preliminary Definitions
- The TopKRules Algorithm
- Evaluation
- Conclusion
- References
- Cost-Sensitive Self-Training
- Introduction
- A Cost-Sensitive Self-Training Algorithm
- Experiments and Results
- Datasets
- Experimental Settings
- Results on 13 UCI Datasets
- Results on Three Text Datasets
- Conclusions and Future Work
- References
- An Empirical Study of Encodings for Group MaxSAT
- Introduction
- The Group MaxSAT Problem
- Encoding Group MaxSAT as Standard MaxSAT
- Modeling Problems as Group MaxSAT
- Experimental Evaluation
- Related Work
- Conclusions and Future Work
- References
- Actions, Preferences, and Logic Programs
- Introduction
- Contributions
- Overview
- Preliminaries
- States and Actions
- Preferences
- From Preference on States to Preference on Actions
- Fixed Path Length
- Admissible Mappings
- General Results
- Computing Preference Orderings
- State-Respecting Action Policies
- Logic Programs for Preferences
- Actions as States: Extending the Vocabulary
- Discussion
- References
- Preference-Based Planning via MaxSAT
- Introduction
- PBP as Partial Weighted MaxSAT
- Preference-Based Planning
- A SAS+ Based Encoding
- Planning with MaxSAT
- Implementation and Evaluation
- Concluding Remarks
- References
- Getting Emotional about News Summarization
- Introduction
- Text Analysis Conference
- Our Motivation
- Identifying Emotion
- Emotions by Category
- The System
- Module 1: Clustering
- Module 2: Sentence Ranking
- The Final Systems
- TAC Evaluation
- Discussion and Conclusion
- References
- Exploiting the Probability of Observation for Efficient Bayesian Network Inference
- Introduction
- Background and Previous Work
- The Probability of Observation and Thresholding
- Weighted Edge Elimination Algorithms
- Experimental Evaluation
- Conclusion
- References
- A Strategic Reputation-Based Mechanism for Mobile AdHoc Networks
- Introduction
- Related Work
- The Description of the Proposed Model
- Credibility Measurement Mechanism
- Determination of the Forwarding Behaviours
- Experimental Results
- Conclusion and Future Work
- References
- Domain Adaptation Techniques forMachine Translation and Their Evaluation in a Real-World Setting
- Introduction
- Baseline Translation System
- Domain Adaptation
- Experimental Results
- BLEU Score Evaluation of Domain Adaptation Techniques
- Human Evaluation: Methods and Results
- Conclusion and Future Work
- References
- Applying Least Angle Regression to ELM
- Introduction
- Previous Work
- Brief of ELM
- Recent Variants
- Proposed Approach
- Outlier Detection
- Adaptive Lasso
- Least Angle Regression
- Experimental Set Up and Results
- Benchmarking Regression
- SinC Function Approximation
- Conclusion and Future Work
- References
- Clustering Based One-Class Classification for Compliance Verification of the Comprehensive Nuclear-Test-Ban Treaty
- Introduction
- Related Work
- Framework: Description and Analysis
- Mathematical Analysis
- Description of the Data Sets
- Experimental Framework
- Experimental Results
- Conclusion and Directions for the Future
- References
- Image Morphing: Transfer Learning between Tasks That Have Multiple Outputs
- Introduction
- Background
- Multiple Task Learning
- Context-Sensitive Multiple Task Learning
- Extending MTL to Tasks with Multiple Outputs
- Learning Image Morphing Tasks
- Empirical Studies
- Task Domain
- Objective
- Method
- Results
- Conclusions and Future Work
- Future Work
- References
- A Formal Study on the Dualities in Temporal Projection Problems
- Introduction
- Preliminaries
- Situation Calculus
- Event Systems
- A Theory of Event Systems
- Two Example Dualities
- Nebel and B¨ackstr¨om's Duals
- Dean and Boddy's Duals
- On Alternative Negations
- Kambhampati and Nau's Formalisms
- Complete versus Partial Negation
- Summary
- References
- Predicting Good Propagation Methodsfor Constraint Satisfaction
- Introduction
- Methodology
- Results
- Information Value of CSP Attributes
- Solving Method Prediction Accuracy
- Relative Importance of Individual Problem Instances
- Feasibility of Metareasoning for CSPs
- Conclusions and Future Work
- References
- Analysis of Important Factors for Measuring Similarity of Symbolic Music Using n-gram-Based, Bag-of-Words Approach
- Introduction
- Background
- Previous Work
- Datasets
- MIREX SMS Evaluation Framework
- Methodology
- Granularity of Melodic and Rhythmic Features
- n-gram Length
- Similarity Measure
- Term Weighting Method
- Results
- MIREX 2011 Evaluation
- Conclusions
- References
- Multiagent Decision by Partial Evaluation
- Introduction
- Background
- Single Decision Variable
- Multiple Decision Variables
- Multiple Utility Variables
- Utility Message by Leaf Agent
- Utility Message from Non-leaf
- Decision Message Distribution
- Case Study in MAE
- Conclusion
- References
- A Study of Recommending Locations on Location-Based Social Network by Collaborative Filtering
- Introduction
- Related Works
- Check-in Data on LBSN
- Data Collection
- Data Utilization
- Location Recommenders on LBSN
- Memory-Based Recommenders
- Model-Based Recommender
- Experiments
- Conclusions and Future Work
- References
- Role Assignment for an Agent Group in Consideration of Conflicts among Agents
- Introduction
- Problem Formalization
- An Initial Algorithm
- An Algorithm Adapted from the Algorithm for Problem 1
- Efficiency Comparison
- Related Work
- Conclusions
- References
- Short Papers
- Learning Observation Models for Dialogue POMDPs
- Introduction
- Capturing a Dialogue MDP Model for SmartWheeler
- Learning the Observation Model for the Dialogue POMDP
- Experiments
- Conclusion and Future Work
- References
- A Genetic and Social Computational Model for the Emergence of Skill-Based Agent Specialization
- Introduction and Background
- Weight-Allocated Social Pressure System
- Model Outline and Agent Attributes
- Agent Inhibition, Interaction, and Updates
- HybridModel
- Experiments and Results
- Conclusion
- References
- Improvements to AdaBoost Dynamic
- Introduction
- Looking for the "Best" Weak Classifier
- Logistic Loss and AdaBoost Dynamic
- Results
- Conclusion
- References
- Mining Sequential Rules Common to Several Sequences with the Window Size Constraint
- Introduction
- Mining Sequential Rules with RuleGrowth
- The TRuleGrowth Algorithm
- Conclusion
- References
- Mining Administrative Data to Predict Falls in the Elderly Population
- Introduction
- Data
- Analysis
- Results
- Conclusion and Future Work
- References
- Text Similarity Using Google Tri-grams
- Introduction
- Related Work
- ProposedMethod
- n-Gram Word Similarity
- Overall Text Similarity
- Evaluation and Experimental Results
- Conclusion
- References
- Mining the Hidden Structure of Inductive Learning Data Sets
- Introduction
- The Proposed Approach
- Components of Our Approach
- Mining the Hidden Structures of UCI Domains
- Results
- Conclusions and Future Work
- References
- Curriculum Learning for Motor Skills
- Introduction
- Related Work
- Motor Control and Curriculum Learning
- Results
- Conclusions
- References
- Bayesian Multiple Imputation Approaches for One-Class Classification
- Introduction
- Bayesian Multiple Imputation
- One-Class Classification
- Proposed Approaches
- Average BMI
- Ensemble BMI
- Experimental Analysis
- Methodology and Results
- Conclusions and Future Work
- References
- A Three-Level Cognitive Architecture for the Simulation of Human Behaviour
- Introduction
- The Stroop Task and Its Computer Simulations
- The Cognitive Architecture
- Results and Discussion
- "Color-Word" Interference Stroop Task
- Semantic Stroop Task
- Conclusion and Future Work
- References
- Anomaly Detection via Coupled Gaussian Kernels
- Introduction
- OCSVM Algorithm for Anomaly Detection
- Centralized GRBF
- Coupled Ensemble-Kernels
- Experiments
- Conclusion and Future Work
- References
- Formal Verification of Temporal Questions in the Context of Query-Answering Text Summarization
- Introduction
- Pre-processing and Logical Translation
- FormalModelVerification
- Evaluation and Results
- Conclusion
- References
- DSHARP: Fast d-DNNF Compilation with sharpSAT
- Introduction
- Preliminaries
- DSHARP
- Experimental Analysis
- Concluding Remarks
- References
- A Multiagent System to Solve JSSP Using a Multi-Population Cultural Algorithm
- Introduction
- Related Work
- Proposed Multi-Population Cultural Algorithm
- Results
- Conclusions
- References
- Modeling Local Belief Revision in a Dynamic Reasoning System
- Introduction
- Dynamic Reasoning Systems
- Compartmentalization Example Revisited
- References
- Exploiting Semantic Roles for Asynchronous Question Answering in an Educational Setting
- Introduction
- Asynchronous QA System Architecture
- The Trouble with Time
- The QA System Components
- The Asynchronous QA Model
- Prototype Test Results and Discussion
- The QA Prototype
- Preliminary Results
- Related Works
- Conclusions
- References
- Selected Papers from the Graduate Student Symposium
- Managing Concurrent Negotiations in Multi-agent Systems
- Introduction
- Solution Approach
- Coordination Scenarios
- Future Work
- References
- Generalizing and Executing Plans
- The Problem Addressed
- Proposed Research Plan
- Progress to Date
- Future Work
- Conclusion
- References
- Semantic A nalysis of Functional and Non-Functional Requirements in Software Requirements Specifications
- Introduction
- Research Plan
- SRS Classifier
- Corpus
- Training
- Evaluation
- Related Work
- Conclusions
- References
- Populating a Knowledge Base from a Dictionary
- Introduction
- Knowledge Extraction
- TowardtheThesis
- Conclusion
- References
- Author Index
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