Advances in Data Mining. Applications and Theoretical Aspects 10th Industrial Conference, ICDM 2010, Berlin, Germany, July 12-14, 2010. Proceedings /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Perner, Petra (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Berlin, Heidelberg : Springer Berlin Heidelberg, 2010.
• Σειρά: Lecture Notes in Computer Science, 6171
• Θέματα: Computer science.; Database management.; Data mining.; Multimedia information systems.; Image processing.; Computer engineering.; Computer Science.; Data Mining and Knowledge Discovery.; Multimedia Information Systems.; Computer Engineering.; Image Processing and Computer Vision.; Information Systems Applications (incl. Internet).; Database Management.

These are the proceedings of the tenth event of the Industrial Conference on Data Mining ICDM held in Berlin (www.data-mining-forum.de). For this edition the Program Committee received 175 submissions. After the pe- review process, we accepted 49 high-quality papers for oral presentation that are in...

Πίνακας περιεχομένων:

• Invited Talk
• Moving Targets
• Bioinformatics Contributions to Data Mining
• Theoretical Aspects of Data Mining
• Bootstrap Feature Selection for Ensemble Classifiers
• Evaluating the Quality of Clustering Algorithms Using Cluster Path Lengths
• Finding Irregularly Shaped Clusters Based on Entropy
• Fuzzy Conceptual Clustering
• Mining Concept Similarities for Heterogeneous Ontologies
• Re-mining Positive and Negative Association Mining Results
• Multi-Agent Based Clustering: Towards Generic Multi-Agent Data Mining
• Describing Data with the Support Vector Shell in Distributed Environments
• Robust Clustering Using Discriminant Analysis
• New Approach in Data Stream Association Rule Mining Based on Graph Structure
• Multimedia Data Mining
• Fast Training of Neural Networks for Image Compression
• Processing Handwritten Words by Intelligent Use of OCR Results
• Saliency-Based Candidate Inspection Region Extraction in Tape Automated Bonding
• Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data
• Entropic Quadtrees and Mining Mars Craters
• Hybrid DIAAF/RS: Statistical Textual Feature Selection for Language-Independent Text Classification
• Multimedia Summarization in Law Courts: A Clustering-Based Environment for Browsing and Consulting Judicial Folders
• Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT Images
• Data Mining in Marketing
• Quantile Regression Model for Impact Toughness Estimation
• Mining for Paths in Flow Graphs
• Combining Unsupervised and Supervised Data Mining Techniques for Conducting Customer Portfolio Analysis
• Managing Product Life Cycle with MultiAgent Data Mining System
• Modeling Pricing Strategies Using Game Theory and Support Vector Machines
• Data Mining in Industrial Processes
• Determination of the Fault Quality Variables of a Multivariate Process Using Independent Component Analysis and Support Vector Machine
• Dynamic Pattern Extraction of Parameters in Laser Welding Process
• Trajectory Clustering for Vibration Detection in Aircraft Engines
• Episode Rule-Based Prognosis Applied to Complex Vacuum Pumping Systems Using Vibratory Data
• Predicting Disk Failures with HMM- and HSMM-Based Approaches
• Aircraft Engine Health Monitoring Using Self-Organizing Maps
• Data Mining in Medicine
• Finding Temporal Patterns in Noisy Longitudinal Data: A Study in Diabetic Retinopathy
• Selection of High Risk Patients with Ranked Models Based on the CPL Criterion Functions
• Medical Datasets Analysis: A Constructive Induction Approach
• Data Mining in Agriculture
• Regression Models for Spatial Data: An Example from Precision Agriculture
• Trend Mining in Social Networks: A Study Using a Large Cattle Movement Database
• WebMining
• Spam Email Filtering Using Network-Level Properties
• Domain-Specific Identification of Topics and Trends in the Blogosphere
• Combining Business Process and Data Discovery Techniques for Analyzing and Improving Integrated Care Pathways
• Interest-Determining Web Browser
• Web-Site Boundary Detection
• Data Mining in Finance
• An Application of Element Oriented Analysis Based Credit Scoring
• A Semi-supervised Approach for Reject Inference in Credit Scoring Using SVMs
• Aspects of Data Mining
• Data Mining with Neural Networks and Support Vector Machines Using the R/rminer Tool
• The Orange Customer Analysis Platform
• Semi-supervised Learning for False Alarm Reduction
• Learning from Humanoid Cartoon Designs
• Mining Relationship Associations from Knowledge about Failures Using Ontology and Inference
• Data Mining for Network Performance Monitoring
• Event Prediction in Network Monitoring Systems: Performing Sequential Pattern Mining in Osmius Monitoring Tool
• Selection of Effective Network Parameters in Attacks for Intrusion Detection.