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9783540441830

Exploratory Data Analysis in Empirical Research

by ;
  • ISBN13:

    9783540441830

  • ISBN10:

    3540441832

  • Format: Paperback
  • Copyright: 2003-01-01
  • Publisher: Springer Verlag
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Summary

Facing rapidly growing challenges in empirical research, this volume presents a selection of new methods and approaches in the field of Exploratory Data Analysis. The interested reader will find numerous ideas and examples for cross disciplinary applications of classification and data analysis methods in fields such as data and web mining, medicine and biological sciences as well as marketing, finance and management sciences.

Table of Contents

Part 1: Classification, Data Analysis and Statistics 1(226)
Sliced Inverse Regression for High-dimensional Time Series
3(9)
C. Becker
R. Fried
Symbolic Clustering of Constrained Probabilistic Data
12(10)
P. Brito
F.A.T. de Carvalho
On Memory Requirement with Normal Symbolic Form
22(9)
M. Csernel
F.A.T. de Carvalho
On the Roles of Galois Connections in Classification
31(10)
F. Domenach
B. Leclerc
Mining Sets of Time Series: Description of Time Points
41(9)
A. Dugarjapov
G. Lausen
Spatial Smoothing with Robust Priors in Functional MRI
50(8)
L. Fahrmeir
C. Gossl
A. Hennerfeind
Clustering in the Presence of Outliers
58(9)
M. T. Gallegos
Two Models of Random Intersection Graphs for Classification
67(15)
E. Godehardt
J. Jaworski
Classification Techniques based on Methods of Computational Intelligence
82(8)
A. Grauel
I. Renners
E. Saavedra
Constrained Correspondence Analysis for Seriation in Archaeology Applied to Sagalassos Ceramic Tablewares
90(8)
P.J.F. Groenen
J. Poblome
The Moment Preservation Method of Cluster Analysis
98(6)
B. Harris
On The General Distance Measure
104(6)
K. Jajuga
M. Walesiak
A. Bak
Tests for One-dimensional Nearest Neighbors Clusters
110(9)
J. Krauth
Integration of Cluster Analysis and Visualization Techniques for Visual Data Analysis
119(14)
M. Kreuseler
T. Nocke
H. Schumann
Bayesian Space-time Analysis of Health Insurance Data
133(8)
S. Lang
P. Kragler
G. Haybach
L. Fahrmeir
On Clustering by Mixture Models
141(8)
G.J. McLachlan
S.K. Ng
D. Peel
Using Additive Conjoint Measurement in Analysis of Social Network Data
149(8)
A. Okada
Bayesian Latent Class Metric Conjoint Analysis - A Case Study from the Austrian Mineral Water Market
157(13)
Th. Otter
R. Tuchler
S. Fruhwirth-Schnatter
Diagnostics in Multivariate Data Analysis: Sensitivity Analysis for Principal Components and Canonical Correlations
170(10)
Y. Tanaka
F. Zhang
W. Yang
Classification of Natural Languages by Word Ordering Rule
180(8)
S. Ueda
Y. Itoh
Combining Mental Fit and Data Fit for Classification Rule Selection
188(16)
C. Weihs
U. M. Sondhauss
Bayesian Analysis of Econometric Models for Count Data: A Survey
204(12)
R. Winkelmann
k-Means Clustering with Outlier Detection, Mixed Variables and Missing Values
216(11)
D. Wishart
Part 2: Web Mining, Data Mining and Computer Science 227(92)
Repeat-buying Theory and its Application for Recommender Services
229(11)
W. Bohm
A. Geyer-Schulz
M. Hahsler
M. Jahn
Joker - Visualization of an Object Model for a Cost Accounting Educational Software
240(8)
K. Friesen
H. Schmitz
Data Preparation in Large Real-world Data Mining Projects: Methods for Imputing Missing Values
248(9)
Th. Liehr
Clustering of Document Collections to Support Interactive Text Exploration
257(9)
A. Nurnberger
A. Klose
R. Kruse
G. Hartmann
M. Richards
Web Usage Mining - Languages and Algorithms
266(16)
J. R. Punin
M. S. Krishnamoorthy
M. J. Zaki
Thesaurus Migration in Practice
282(9)
U. Rist
Relational Clustering for the Analysis of Internet Newsgroups
291(9)
T. A. Runkler
J. C. Bezdek
The Theory of On-line Learning - A Statistical Physics Approach
300(9)
D. Saad
A Framework for Web Usage Mining on Anonymous Logfile Data
309(10)
F. Sauberlich
K.-P. Huber
Part 3: Medicine, Biological Sciences and Health 319(92)
Knee Replacement Surgery and Learning Effects - Data Evidence from a German Hospital
321(11)
C. Ernst
G. Ernst
A. Szczesny
Self-organizing Maps and its Applications in Sleep Apnea Research and Molecular Genetics
332(14)
G. Guimaraes
W. Urfer
Automated Classification of Optic Nerve Head Topography Images for Glaucoma Screening
346(11)
T. Hothorn
I. Pal
O. Gefeller
B. Lausen
G. Michelson
D. Paulus
Comparing Split Criteria for Constructing Survival Trees
357(9)
M. Radespiel-Troger
T. Rabenstein
L. Hopfner
H.T. Schneider
A Type of Bayesian Small Area Estimation for the Analysis of Cancer Mortality Data
366(9)
U. Schach
DEA-Benchmarks for Austrian Physicians
375(10)
M. Staat
Data Mining Tools for Quality Management in Health Care
385(7)
J. Stausberg
Th. Albrecht
The Effects of Simultaneous Misclassification on the Attributable Risk
392(9)
C. Vogel
O. Gefeller
Statistical Genetics - Present and Future
401(10)
A. Ziegler
O. Hartmann
I. R. Konig
H. Schafer
Part 4: Marketing, Finance and Management Science 411(120)
Market Simulation Using Bayesian Procedures in Conjoint Analysis
413(9)
D. Baier
W. Polasek
Value Based Benchmarking and Market Partitioning
422(11)
H. H. Bauer
M. Staat
M. Hammerschmidt
Optimization of Corporate Reorganization Portfolios based on a Genetic Algorithm
433(10)
R. Bennert
M. Missler-Behr
Key Success Factors in City Marketing - Some Empirical Evidence
443(11)
C. Bornemeyer
R. Decker
From Credit Scores to Stable Default Probabilities: A Model Based Approach
454(9)
S. Hose
S. Huschens
Dimensions of Credit Risk
463(9)
R. Kiesel
U. Stadtmuller
Cognitive Organization of Person Attributes: Measurement Procedures and Statistical Models
472(11)
S. Krolak-Schwerdt
B. Ganter
Manufacturing Branches in Poland - A Classification Attempt
483(9)
D. Kwiatkowska-Ciotucha
U. Zaluska
J. Dziechciarz
Market-Segments of Automotive Brands: Letting Multivariate Analyses Reveal Additional Insights
492(12)
M. Loffler
Sequence Mining in Marketing
504(10)
M. Meyer
Portfolio Management Using Multivariate Time Series Forecasts
514(8)
M. Pojarliev
W. Polasek
Value-at-Risk for Financial Assets Determined by Moment Estimators of the Tail Index
522(9)
N. Wagner
Keywords 531(3)
Authors 534

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