Catalogue


Medical data analysis : First International Symposium, ISMDA 2000, Frankfurt Germany, September 29-30, 2000 : proceedings /
Rüdiger W. Brause, Ernst Hanisch, (eds.).
imprint
Berlin ; New York : Springer, c2000.
description
xi, 316 p. : ill.
ISBN
3540410899 (softcover : alk. paper)
format(s)
Book
Holdings
More Details
A Look Inside
Summaries
Main Description
This book constitutes the refereed proceedings of the First International Symposium on Medical Data Analysis, ISMDA 2000, held in Frankfurt, Germany in September 2000.The 33 revised papers presented together with four keynote presentations were carefully reviewed and selected from 45 submissions. The book offers topical sections on time series analysis, Bayesian networks, neural network, machine learning, architectures for data acquisition and data analysis, medical informatics and modeling, genetic and fuzzy algorithms, and medical data mining.
Main Description
This book constitutes the refereed proceedings of the First International Symposium on Medical Data Analysis, ISMDA 2000, held in Frankfurt, Germany in September 2000. The 33 revised papers presented together with four keynote presentations were carefully reviewed and selected from 45 submissions. The book offers topical sections on time series analysis, Bayesian networks, neural network, machine learning, architectures for data acquisition and data analysis, medical informatics and modeling, genetic and fuzzy algorithms, and medical data mining.
Table of Contents
Keynote Lectures
Medical Decision Support Systemsp. 1
Medical Bayes Networksp. 4
Synchronization Analysis of Bivariate Time Series and Its Application to Medical Datap. 15
A Survey of Data Mining Techniquesp. 17
Time Series Analysis
Prognoses for Multiparametric Time Coursesp. 23
Estimation of the Time Delay of Epileptic Spikes by ICAp. 34
Change-Point Detection in Kinetic Signalsp. 43
Hierarchical Clustering of Functional MRI Time-Series by Deterministic Annealingp. 49
Classification of Electro-encephalographic Spatial Patternsp. 55
Detection and Classification of Sleep-Disordered Breathing Using Acoustic Respiratory Input Impedance and Nasal Pressurep. 61
Some Statistical Methods in Intensive Care Online Monitoring-A Reviewp. 67
Entropy Measures in Heart Rate Variability Datap. 78
Determinism and Nonlinearity of the Heart Rhythmp. 88
Bayes Networks
Feature Subset Selection Using Probabilistic Tree Structures. A Case Study in the Survival of Cirrhotic Patients Treated with TIPSp. 97
Deconvolution and Credible Intervals Using Markov Chain Monte Carlo Methodp. 111
Graphical Explanation in Bayesian Networksp. 122
Neural Nets
About the Analysis of Septic Shock Patient Datap. 130
Data Mining and Knowledge Discovery in Medical Applications Using Self-Organizing Mapsp. 138
Analysis of Nonlinear Differential Equations: Parameter Estimation and Model Selectionp. 152
Machine Learning
Medical Expert Evaluation of Machine Learning Results for a Coronary Heart Disease Databasep. 159
Combining Methodical Procedures from Knowledge Discovery in Databases and Individual-Oriented Simulation-Data Mining in Time Series-p. 169
Inconsistency Tests for Patient Records in a Coronary Heart Disease Databasep. 183
Architectures for Data Aquisition and Data Analysis
A MATLAB-Based Software Tool for Changepoint Detection and Nonlinear Regression in Dose-Response Relationshipsp. 190
A Web-Based Electronic Patient Record System as a Means for Collection of Clinical Datap. 198
The InterAction Database: Synergy of Science and Practice in Pharmacyp. 206
Medical Informatics and Modeling
A New Computerized Method to Verify and Disseminate Medical Appropriateness Criteriap. 212
Pharmacokinetic & -dynamic Drug Information and Dosage Adjustment System Pharmdisp. 218
Discrete Simulations of Cadaver Kidney Allocation Schemesp. 225
Bootstrap and Cross-Validation to Assess Complexity of Data-Driven Regression Modelsp. 234
Genetic and Fuzzy Algorithms
Genetic Programming Optimisation of Nuclear Magnetic Resonance Pulse Shapesp. 242
Application of a Genetic Programming Based Rule Discovery System to Reccurring Miscarriage Datap. 250
Detecting of Fatigue States of a Car Driverp. 260
Operator Method of Fuzzificationp. 274
Medical Data Mining
A System for Monitoring Nosocomial Infectionsp. 282
A Data Mining Alternative to Model Hospital Operations: Filtering, Adaptation and Behaviour Predictionp. 293
Selection of Informative Genes in Gene Expression Based Diagnosis: A Nonparametric Approachp. 300
Principal Component Analysis for Descriptive Epidemiologyp. 308
Author Indexp. 315
Table of Contents provided by Publisher. All Rights Reserved.

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