This book constitutes the refereed proceedings of the 9th International Conference on Machine Learning and Data Mining in Pattern Recognition, MLDM 2013, held in New York, USA in July 2013. The 51 revised full papers presented were carefully reviewed and selected from 212 submissions. The papers cover the topics ranging from theoretical topics for classification, clustering, association rule and pattern mining to specific data mining methods for the different multimedia data types such as image mining, text mining, video mining and web mining.
Author(s): Taku Onodera, Tetsuo Shibuya (auth.), Petra Perner (eds.)
Series: Lecture Notes in Computer Science 7988
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2013
Language: English
Pages: 660
Tags: Artificial Intelligence (incl. Robotics); Data Mining and Knowledge Discovery; Pattern Recognition; Algorithm Analysis and Problem Complexity
Front Matter....Pages -
The Gapped Spectrum Kernel for Support Vector Machines....Pages 1-15
Typhoon Damage Scale Forecasting with Self-Organizing Maps Trained by Selective Presentation Learning....Pages 16-26
Dynamic-Radius Species-Conserving Genetic Algorithm for the Financial Forecasting of Dow Jones Index Stocks....Pages 27-41
Multi Model Transfer Learning with RULES Family....Pages 42-56
3D Geovisualisation Techniques Applied in Spatial Data Mining....Pages 57-68
Improving the Efficiency of Distributed Data Mining Using an Adjustment Work Flow....Pages 69-83
Sign Language Recognition with Support Vector Machines and Hidden Conditional Random Fields: Going from Fingerspelling to Natural Articulated Words....Pages 84-98
Classification and Outlier Detection Based on Topic Based Pattern Synthesis....Pages 99-114
Decremental Learning of Evolving Fuzzy Inference Systems: Application to Handwritten Gesture Recognition....Pages 115-129
Unsupervised Tagging of Spanish Lyrics Dataset Using Clustering....Pages 130-143
Feature Learning for Detection and Prediction of Freezing of Gait in Parkinson’s Disease....Pages 144-158
Multi-document Text Summarization Using Topic Model and Fuzzy Logic....Pages 159-168
A Pattern Based Two-Stage Text Classifier....Pages 169-182
Applying a Lightweight Iterative Merging Chinese Segmentation in Web Image Annotation....Pages 183-194
Relevance as a Metric for Evaluating Machine Learning Algorithms....Pages 195-208
Preceding Rule Induction with Instance Reduction Methods....Pages 209-218
Analytic Feature Selection for Support Vector Machines....Pages 219-233
Evaluation of Hyperspectral Image Classification Using Random Forest and Fukunaga-Koontz Transform....Pages 234-245
SOM++: Integration of Self-Organizing Map and K-Means++ Algorithms....Pages 246-259
Satellite Image Mining for Census Collection: A Comparative Study with Respect to the Ethiopian Hinterland....Pages 260-274
Density Ratio Estimation in Support Vector Machine for Better Generalization: Study on Direct Marketing Prediction....Pages 275-280
Pacc - A Discriminative and Accuracy Correlated Measure for Assessment of Classification Results....Pages 281-295
A Single-Domain, Representation-Learning Model for Big Data Classification of Network Intrusion....Pages 296-310
Relation Decomposition: The Theory....Pages 311-324
Using Turning Point Detection to Obtain Better Regression Trees....Pages 325-339
Automatic Classification of Web Databases Using Domain-Dictionaries....Pages 340-351
An Efficient and Scalable Algorithm for Mining Maximal....Pages 352-366
Partial Discharge Analysis and Inspection Alert Generation in High Power Transformers: A Case Study of an Autotransformer Bank at Eletrobrás-ELETRONORTE Vila do Conde Station....Pages 367-378
Smart Meter Data Analysis for Power Theft Detection....Pages 379-389
Discovering Frequent Itemsets on Uncertain Data: A Systematic Review....Pages 390-404
Mining Groups of Common Interest: Discovering Topical Communities with Network Flows....Pages 405-420
Optimal Time Segments for Stress Detection....Pages 421-433
Personalized Expert-Based Recommender System: Training C-SVM for Personalized Expert Identification....Pages 434-441
A Comparative Study on Mobile Visual Recognition....Pages 442-457
Accuracy-Based Classification EM: Combining Clustering with Prediction....Pages 458-465
When Classification becomes a Problem: Using Branch-and-Bound to Improve Classification Efficiency....Pages 466-480
Lazy Overfitting Control....Pages 481-491
Using Part of Speech N-Grams for Improving Automatic Speech Recognition of Polish....Pages 492-504
An Empirical Study of Reducing Multiclass Classification Methodologies....Pages 505-519
EEG Feature Selection Based on Time Series Classification....Pages 520-527
DCA Based Algorithms for Feature Selection in Semi-supervised Support Vector Machines....Pages 528-542
Information Gap Analysis for Decision Support Systems in Evidence-Based Medicine....Pages 543-554
TISA: Topic Independence Scoring Algorithm....Pages 555-570
Pre-release Box-Office Success Prediction for Motion Pictures....Pages 571-585
Shifting Concepts to Their Associative Concepts via Bridges....Pages 586-600
Estimating and Forecasting Network Traffic Performance Based on Statistical Patterns Observed in SNMP Data....Pages 601-615
A Lightweight Combinatorial Approach for Inferring the Ground Truth from Multiple Annotators....Pages 616-628
Large Scale Visual Classification with Many Classes....Pages 629-643
Area under the Distance Threshold Curve as an Evaluation Measure for Probabilistic Classifiers....Pages 644-657
Back Matter....Pages -
