Advances in Intelligent Data Analysis Reasoning about Data: Second International Symposium, IDA-97 London, UK, August 4–6, 1997 Proceedings

Intelligent data analysis: Issues and opportunities....Pages 1-14
Decomposition of heterogeneous classification problems....Pages 17-28
Managing dialogue in a statistical expert assistant with a cluster-based user model....Pages 29-40
How to find big-oh in your data set (and how not to)....Pages 41-52
Data classification using a W.I.S.E. toolbox....Pages 53-64
Mill's methods for complete Intelligent Data Analysis....Pages 65-76
Integrating many techniques for discovering structure in data....Pages 77-88
Meta-Reasoning for Data Analysis Tool Allocation....Pages 89-100
Navigation for data analysis systems....Pages 101-109
An annotated data collection system to support intelligent analysis of Intensive Care Unit data....Pages 111-121
A combined approach to uncertain data analysis....Pages 123-134
A connectionist approach to the distance-based analysis of relational data....Pages 137-148
Efficient GA based techniques for automating the design of classification models....Pages 149-160
Data representations and machine learning techniques....Pages 161-172
Development of a knowledge-driven constructive induction mechanism....Pages 173-185
Oblique linear tree....Pages 187-198
Feature selection for neural networks through functional links found by evolutionary computation....Pages 199-210
Building simple models: A case study with decision trees....Pages 211-222
Exploiting symbolic learning in visual inspection....Pages 223-234
Forming categories in exploratory data analysis and data mining....Pages 235-246
A systematic description of greedy optimisation algorithms for cost sensitive generalisation....Pages 247-257
Dissimilarity measure for collections of objects and values....Pages 259-272
ECG segmentation using time-warping....Pages 275-285
Interpreting longitudinal data through temporal abstractions: An application to diabetic patients monitoring....Pages 287-298
Intelligent support for multidimensional data analysis in environmental epidemiology....Pages 299-310
Network performance assessment for Neurofuzzy data modelling....Pages 313-323
A genetic approach to fuzzy clustering with a validity measure fitness function....Pages 325-335
The analysis of artificial neural network data models....Pages 337-346
Simulation data analysis using Fuzzy Graphs....Pages 347-358
Mathematical analysis of fuzzy classifiers....Pages 359-370
Neuro-fuzzy diagnosis system with a rated diagnosis reliability and visual data analysis....Pages 371-382
Genetic Fuzzy Clustering by means of discovering membership functions....Pages 383-393
A strategy for increasing the efficiency of rule discovery in data mining....Pages 397-408
Intelligent text analysis for dynamically maintaining and updating domain knowledge bases....Pages 409-422
Knowledge discovery in endgame databases....Pages 423-435
Parallel induction algorithms for data mining....Pages 437-445
Data analysis for query processing....Pages 447-458
Datum discovery....Pages 459-463
A connectionist approach to extracting knowledge from databases....Pages 465-475
A modulated Parzen-windows approach for probability density estimation....Pages 479-489
Improvement on estimating quantites in finite population using indirect methods of estimation....Pages 491-499
Robustness of clustering under outliers....Pages 501-511
The BANG-clustering system: Grid-based data analysis....Pages 513-524
Techniques for dealing with missing values in classification....Pages 527-536
The use of exogenous knowledge to learn Bayesian Networks from incomplete databases....Pages 537-548
Reasoning about outliers by modelling noisy data....Pages 549-558
Reasoning about sensor data for automated system identification....Pages 561-572
Modelling discrete event sequences as state transition diagrams....Pages 573-584
Detecting and describing patterns in time-varying data using wavelets....Pages 585-596
Diagnosis of tank ballast systems....Pages 597-608
Qualitative uncertainty models from random set theory....Pages 609-620