Advances in Intelligent Data Analysis VII 7th International Symposium on Intelligent Data Analysis, IDA 2007, Ljubljana, Slovenia, September 6-8, 2007, Proceedings /

Weareproudtopresenttheproceedingsoftheseventhbiennialconferenceinthe Intelligent Data Analysis series. The conference took place in Ljubljana, Slo- nia, September 6-8, 2007. IDA continues to expand its scope, quality and size. It started as a small side-symposium as part of a larger conference in 19...

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Corporate Author: SpringerLink (Online service)
Other Authors: Berthold, Michael R. (Editor, http://id.loc.gov/vocabulary/relators/edt), Shawe-Taylor, John. (Editor, http://id.loc.gov/vocabulary/relators/edt), Lavrač, Nada. (Editor, http://id.loc.gov/vocabulary/relators/edt)
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2007.
Edition:1st ed. 2007.
Series:Information Systems and Applications, incl. Internet/Web, and HCI ; 4723
Subjects:
Online Access:https://doi.org/10.1007/978-3-540-74825-0
Table of Contents:
  • Statistical Data Analysis
  • Compact and Understandable Descriptions of Mixtures of Bernoulli Distributions
  • Multiplicative Updates for L 1–Regularized Linear and Logistic Regression
  • Learning to Align: A Statistical Approach
  • Transductive Reliability Estimation for Kernel Based Classifiers
  • Bayesian Approaches
  • Parameter Learning for Bayesian Networks with Strict Qualitative Influences
  • Tree Augmented Naive Bayes for Regression Using Mixtures of Truncated Exponentials: Application to Higher Education Management
  • Clustering Methods
  • DENCLUE 2.0: Fast Clustering Based on Kernel Density Estimation
  • Visualising the Cluster Structure of Data Streams
  • Relational Topographic Maps
  • Ensemble Learning
  • Incremental Learning with Multiple Classifier Systems Using Correction Filters for Classification
  • Combining Bagging and Random Subspaces to Create Better Ensembles
  • Two Bagging Algorithms with Coupled Learners to Encourage Diversity
  • Ranking
  • Relational Algebra for Ranked Tables with Similarities: Properties and Implementation
  • A New Way to Aggregate Preferences: Application to Eurovision Song Contests
  • Trees
  • Conditional Classification Trees Using Instrumental Variables
  • Robust Tree-Based Incremental Imputation Method for Data Fusion
  • Sequence/ Time Series Analysis
  • Making Time: Pseudo Time-Series for the Temporal Analysis of Cross Section Data
  • Recurrent Predictive Models for Sequence Segmentation
  • Sequence Classification Using Statistical Pattern Recognition
  • Knowledge Discovery
  • Subrule Analysis and the Frequency-Confidence Diagram
  • A Partial Correlation-Based Algorithm for Causal Structure Discovery with Continuous Variables
  • Visualization
  • Visualizing Sets of Partial Rankings
  • A Partially Supervised Metric Multidimensional Scaling Algorithm for Textual Data Visualization
  • Landscape Multidimensional Scaling
  • Text Mining
  • A Support Vector Machine Approach to Dutch Part-of-Speech Tagging
  • Towards Adaptive Web Mining: Histograms and Contexts in Text Data Clustering
  • Does SVM Really Scale Up to Large Bag of Words Feature Spaces?
  • Bioinformatics
  • Noise Filtering and Microarray Image Reconstruction Via Chained Fouriers
  • Motif Discovery Using Multi-Objective Genetic Algorithm in Biosequences
  • Soft Topographic Map for Clustering and Classification of Bacteria
  • Applications
  • Fuzzy Logic Based Gait Classification for Hemiplegic Patients
  • Traffic Sign Recognition Using Discriminative Local Features
  • Novelty Detection in Patient Histories: Experiments with Measures Based on Text Compression.