Advances in Intelligent Data Analysis XI: 11th International Symposium, IDA 2012, Helsinki, Finland, October 25-27, 2012. Proceedings

Front Matter....Pages -
Over-Fitting in Model Selection and Its Avoidance....Pages 1-1
Intelligent Data Analysis of Human Genetic Data....Pages 2-6
Queries for Data Analysis....Pages 7-22
Parallel Data Mining Revisited. Better, Not Faster....Pages 23-34
Weighting Features for Partition around Medoids Using the Minkowski Metric....Pages 35-44
On Initializations for the Minkowski Weighted K-Means....Pages 45-55
A Skew- t -Normal Multi-level Reduced-Rank Functional PCA Model for the Analysis of Replicated Genomics Time Course Data....Pages 56-66
Methodological Foundation for Sign Language 3D Motion Trajectory Analysis....Pages 67-77
Assembly Detection in Continuous Neural Spike Train Data....Pages 78-89
Online Techniques for Dealing with Concept Drift in Process Mining....Pages 90-102
An Evolutionary Based Clustering Algorithm Applied to Dada Compression for Industrial Systems....Pages 103-113
Multi-label LeGo — Enhancing Multi-label Classifiers with Local Patterns....Pages 114-125
Discriminative Dimensionality Reduction Mappings....Pages 126-138
Finding Interesting Contexts for Explaining Deviations in Bus Trip Duration Using Distribution Rules....Pages 139-149
Curve Fitting for Short Time Series Data from High Throughput Experiments with Correction for Biological Variation....Pages 150-160
Formalizing Complex Prior Information to Quantify Subjective Interestingness of Frequent Pattern Sets....Pages 161-171
MCut: A Thresholding Strategy for Multi-label Classification....Pages 172-183
Improving Tag Recommendation Using Few Associations....Pages 184-194
Identifying Anomalous Social Contexts from Mobile Proximity Data Using Binomial Mixture Models....Pages 195-206
Constrained Clustering Using SAT....Pages 207-218
Two-Stage Approach for Electricity Consumption Forecasting in Public Buildings....Pages 219-229
Online Predictive Model for Taxi Services....Pages 230-240
Analysis of Noisy Biosignals for Musical Performance....Pages 241-252
Information Theoretic Approach to Improve Performance of Networked Control Systems....Pages 253-263
Learning Pattern Graphs for Multivariate Temporal Pattern Retrieval....Pages 264-275
G e T_M ove : An Efficient and Unifying Spatio-temporal Pattern Mining Algorithm for Moving Objects....Pages 276-288
Fuzzy Frequent Pattern Mining in Spike Trains....Pages 289-300
Mass Scale Modeling and Simulation of the Air-Interface Load in 3G Radio Access Networks....Pages 301-312
Batch-Incremental versus Instance-Incremental Learning in Dynamic and Evolving Data....Pages 313-323
Applying Piecewise Approximation in Perceptron Training of Conditional Random Fields....Pages 324-333
Patch-Based Data Analysis Using Linear-Projection Diffusion....Pages 334-345
Dictionary Construction for Patch-to-Tensor Embedding....Pages 346-356
Where Are We Going? Predicting the Evolution of Individuals....Pages 357-368
Use of General Purpose GPU Programming to Enhance the Classification of Leukaemia Blast Cells in Blood Smear Images....Pages 369-380
Intelligent Data Analysis by a Home-Use Human Monitoring Robot....Pages 381-391
Sleep Musicalization: Automatic Music Composition from Sleep Measurements....Pages 392-403
Engine Parameter Outlier Detection: Verification by Simulating PID Controllers Generated by Genetic Algorithm....Pages 404-415
Unit Operational Pattern Analysis and Forecasting Using EMD and SSA for Industrial Systems....Pages 416-423
Back Matter....Pages -