Discovery Science: 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings

Front Matter....Pages -
On the Expressive Power of Deep Architectures....Pages 1-1
Learning from Label Preferences....Pages 2-17
Information Distance and Its Extensions....Pages 18-28
Models for Autonomously Motivated Exploration in Reinforcement Learning....Pages 29-29
Optimal Estimation....Pages 30-30
Monotone Instance Ranking with mira ....Pages 31-45
 MOA-TweetReader : Real-Time Analysis in Twitter Streaming Data....Pages 46-60
Application of Semantic Kernels to Literature-Based Gene Function Annotation....Pages 61-75
“Tell Me More”: Finding Related Items from User Provided Feedback....Pages 76-90
MEI: Mutual Enhanced Infinite Generative Model for Simultaneous Community and Topic Detection....Pages 91-106
A Methodology for Mining Document-Enriched Heterogeneous Information Networks....Pages 107-121
Multiple Hypothesis Testing in Pattern Discovery....Pages 122-134
A Parameter-Free Method for Discovering Generalized Clusters in a Network....Pages 135-149
Detecting Anti-majority Opinionists Using Value-Weighted Mixture Voter Model....Pages 150-164
Using Ontologies in Semantic Data Mining with SEGS and g-SEGS....Pages 165-178
Mining Classification Rules without Support: an Anti-monotone Property of Jaccard Measure....Pages 179-193
Bootstrapping Parameter Estimation in Dynamic Systems....Pages 194-208
Network Effects on Tweeting....Pages 209-220
Context-Aware Personal Route Recognition....Pages 221-235
Scalable Detection of Frequent Substrings by Grammar-Based Compression....Pages 236-246
A Statistical Model for Topically Segmented Documents....Pages 247-261
Predicting Structured Outputs k -Nearest Neighbours Method....Pages 262-276
The Augmented Itemset Tree: A Data Structure for Online Maximum Frequent Pattern Mining....Pages 277-291
Word Clouds for Efficient Document Labeling....Pages 292-306
Global and Local Spatial Autocorrelation in Predictive Clustering Trees....Pages 307-322
Rule Stacking: An Approach for Compressing an Ensemble of Rule Sets into a Single Classifier....Pages 323-334
Graph Clustering Based on Optimization of a Macroscopic Structure of Clusters....Pages 335-350
Modeling the Temperature of Hot Rolled Steel Plate with Semi-supervised Learning Methods....Pages 351-364
Controlled Permutations for Testing Adaptive Classifiers....Pages 365-379
Back Matter....Pages -