Sep 6, 2007 
30 videos 
7th International Symposium on Intelligent Data Analysis, Ljubljana 2007
Our aim for the 7th IDA conference is to bring together a wide variety of researchers - academic, industrial, and otherwise who are concerned with extracting knowledge from data, including researchers from statistics, machine learning, neural networks, computer science, pattern recognition, database management, and other areas. The strategies adopted by people working in these areas are often different, and a synergy results if this is recognised. IDA-2007 is intended to stimulate interaction between these different areas, so that more powerful techniques and tools emerge for extracting knowledge from data and a better understanding is developed for the process of intelligent data analysis.
Statistical Data Analysis
Learning to align: a statistical approach
Oct 8, 2007 21344 views
Compact and Understandable Descriptions of Mixtures of Bernoulli Distributions
Oct 5, 2007 4523 views
Multiplicative Updates for L1-Regularized Linear and Logistic Regression
Oct 8, 2007 10082 views
Transductive Reliability Estimation for Kernel Based Classifiers
Oct 8, 2007 3479 views
Clustering methods
Visualising the Cluster Structure of Data Streams
Oct 8, 2007 9000 views
Fast Clustering based on Kernel Density Estimation
Oct 8, 2007 10074 views
Relational Topographic Maps
Oct 8, 2007 4354 views
Text Mining
A Support Vector Machine Approach to Dutch Part-of-Speech Tagging
Oct 8, 2007 5404 views
Towards Adaptive Web Mining: Histograms and Contexts in Text Data Clustering
Oct 8, 2007 3461 views
Ensemble learning
Two Bagging Algorithms with Coupled Learners to Encourage Diversity
Oct 8, 2007 3276 views
Combining Bagging and Random Subspaces to Create Better Ensembles
Oct 8, 2007 5056 views
Incremental Learning with Multiple Classifier Systems Using Correction Filters f...
Oct 8, 2007 4870 views
Ranking
Relational Algebra for Ranked Tables with Similarities: Properties and Implement...
Oct 8, 2007 6829 views
A New Way to Aggregate Preferences: Application to Eurovision Song Contests
Oct 8, 2007 4260 views
Bioinformatics
Noise Filtering and Microarray Image Reconstruction Via Chained Fouriers
Oct 8, 2007 8064 views
Soft Topographic Map for Clustering and Classification of Bacteria
Oct 8, 2007 6139 views
Sequence / Time Series Analysis
Making Time: Pseudo Time-Series for the Temporal Analysis of Cross Section Data
Oct 8, 2007 4359 views
Sequence Classification Using Statistical Pattern Recognition
Oct 8, 2007 8833 views
Recurrent Predictive Models for Sequence Segmentation
Oct 8, 2007 3453 views
Knowledge Discovery/Applications
A Partial Correlation-Based Algorithm for Causal Structure Discovery with Contin...
Oct 8, 2007 4425 views
Fuzzy Logic Based Gait Classification for Hemiplegic Patients
Oct 8, 2007 8660 views
Traffic Sign Recognition Using Discriminative Local Features
Oct 8, 2007 7060 views
Novelty Detection in Patient Histories: Experiments with Measures Based on Text ...
Oct 8, 2007 3292 views
Bayesian Approaches
Tree Augmented Naive Bayes for Regression Using Mixtures of Truncated Exponentia...
Oct 8, 2007 6962 views
Parameter Learning for Bayesian Networks with Strict Qualitative Influences
Oct 8, 2007 3428 views
Trees
Conditional Classification Trees Using Instrumental Variables
Oct 8, 2007 3376 views
Robust Tree-Based Incremental Imputation Method for Data Fusion
Oct 8, 2007 3936 views
Visualization
A Partially Supervised Metric Multidimensional Scaling Algorithm for Textual Dat...
Oct 8, 2007 5661 views
Landscape Multidimensional Scaling
Oct 8, 2007 5962 views
Visualizing Sets of Partial Rankings
Oct 8, 2007 3641 views