Advances In Data Mining. Applications And Theoretical Aspects: 12th Industrial Conference, Icdm 2012, Berlin, Germany, July 13-20, 2012. Proceedings . / Lecture Notes In Artificial Intelligence)

Annotation This book constitutes the refereed proceedings of the 12th Industrial Conference on Data Mining, ICDM 2012, held in Berlin, Germany in July 2012. The 22 revised full papers presented were carefully reviewed and selected from 97 submissions. The papers are organized in topical sections on data mining in medicine and biology; data mining for energy industry; data mining in traffic and logistic; data mining in telecommunication; data mining in engineering; theory in data mining; theory in data mining: clustering; theory in data mining: association rule mining and decision rule mining Front Matter....Pages - Application of Classification Algorithms on IDDM Rat Data....Pages 1-8 Research Themes in the Case-Based Reasoning in Health Sciences Core Literature....Pages 9-23 Research on Application of Data Mining Methods to Diagnosing Gastric Cancer....Pages 24-37 SOHAC: Efficient Storage of Tick Data That Supports Search and Analysis....Pages 38-51 Electricity Consumption Time Series Profiling: A Data Mining Application in Energy Industry....Pages 52-66 Wind Turbines Fault Diagnosis Using Ensemble Classifiers....Pages 67-76 Bus Bunching Detection by Mining Sequences of Headway Deviations....Pages 77-91 Detecting Abnormal Patterns in Call Graphs Based on the Aggregation of Relevant Vertex Measures....Pages 92-102 Real-Time Mass Flow Estimation in Circulating Fluidized Bed....Pages 103-112 Representation in Case-Based Reasoning Applied to Control Reconfiguration....Pages 113-120 The Influence of Input and Output Measurement Noise on Batch-End Quality Prediction with Partial Least Squares....Pages 121-135 An Evolving Associative Classifier for Incomplete Database....Pages 136-150 Improving Classifier Performance by Knowledge-Driven Data Preparation....Pages 151-165 CWFM: Closed Contingency Weighted Frequent Itemsets Mining....Pages 166-177 Prognostic Modeling with High Dimensional and Censored Data....Pages 178-193 $\mathcal{SHACUN}$ : Semi-supervised Hierarchical Active Clustering Based on Ranking Constraints....Pages 194-208 A Minimum Spanning Tree-Inspired Clustering-Based Outlier Detection Technique....Pages 209-223 ML-DS: A Novel Deterministic Sampling Algorithm for Association Rules Mining....Pages 224-235 Decision Rules Development Using Set of Generic Operations Approach....Pages 236-242 Redundant Dictionary Spaces as a General Concept for the Analysis of Non-vectorial Data....Pages 243-257 Human-Centered Text Mining: A New Software System....Pages 258-272 Text Mining Scientific Papers: A Survey on FCA-Based Information Retrieval Research....Pages 273-287 Back Matter....Pages - This book constitutes the refereed proceedings of the 13th Industrial Conference on Data Mining, ICDM 2013, held in New York, NY, in July 2013. The 22 revised full papers presented were carefully reviewed and selected from 112 submissions. The topics range from theoretical aspects of data mining to applications of data mining, such as in multimedia data, in marketing, finance and telecommunication, in medicine and agriculture, and in process control, industry and society.