Ebook: Information Systems and Data Analysis: Prospects — Foundations — Applications
- Tags: Economic Theory, Statistics for Business/Economics/Mathematical Finance/Insurance, Probability Theory and Stochastic Processes, Health Informatics, Computer Appl. in Life Sciences
- Series: Studies in Classification Data Analysis and Knowledge Organization
- Year: 1994
- Publisher: Springer-Verlag Berlin Heidelberg
- Edition: 1
- Language: English
- pdf
The subject of this book is the analysis and processing of structural information or quantitative data, with a special emphasis on classification-related problems and methods.
Various different approaches are presented including theoretical, statistical, structural, mathematical, conceptual, linguistic and computational aspects.
These methodological investigations are completed by illustrative applications from practice, originating from quite different fields such as artificial intelligence, computer science, data bases, libraries, knowledge-based systems, medical diagnostics, molecular biology and genome analysis, multivariate statistics, marketing, sociology, biological taxonomy, archeology.
The subject of this book is the analysis and processing of structural information or quantitative data, with a special emphasis on classification-related problems and methods.
Various different approaches are presented including theoretical, statistical, structural, mathematical, conceptual, linguistic and computational aspects.
These methodological investigations are completed by illustrative applications from practice, originating from quite different fields such as artificial intelligence, computer science, data bases, libraries, knowledge-based systems, medical diagnostics, molecular biology and genome analysis, multivariate statistics, marketing, sociology, biological taxonomy, archeology.
Content:
Front Matter....Pages I-XVI
Front Matter....Pages 1-1
Induction and Case-Based Reasoning for Classification Tasks....Pages 3-16
Symbolic Learning and Nearest-Neighbor Classification....Pages 17-27
Nonstandard Concepts of Similarity in Case-Based Reasoning....Pages 28-43
Learning from Cases for Classification Problem Solving....Pages 44-55
Methods of Phoneticizing in Regard to Spelling Variants of Medical Phrases....Pages 56-62
Disambiguating Lexical Meaning: Conceptual meta-modelling as a means of controlling semantic language analysis....Pages 63-73
Information Retrieval Using Conceptual Representations of Phrases....Pages 74-85
Communication in Distributed Heterogenous Systems....Pages 86-95
Prerequisites and Development Perspectives for Information Processing in the Social Sciences....Pages 96-110
Aspects of Coupling Logic Programming and Databases....Pages 111-125
Processing Scientific Networks in Bibliographic Databases....Pages 126-132
Object-Oriented Systems Analysis Applied to the Method Component of a Knowledge-Based System for Data Analysis....Pages 133-139
Classification Based Query Evaluation in Knowledge Base Systems....Pages 140-149
Neural Networks: Architectures, Learning and Performance....Pages 150-164
Reasoning with Uncertainty in Diagnostic Systems....Pages 165-174
Der klassische und der moderne Begriff des Begriffs....Pages 175-190
Ideas of Algebraic Concept Analysis....Pages 191-203
Conceptual Structures in Mathematical Logic and Their Formal Representation....Pages 204-214
Front Matter....Pages 215-215
Three-Mode Hierarchical Cluster Analysis of Three-Way Three-Mode Data....Pages 217-225
The Testing of Data Structures with Graph-Theoretical Models....Pages 226-241
Front Matter....Pages 215-215
Geometric Approach to Evaluating Probabilities of Correct Classification into two Gaussian or Spherical Categories....Pages 242-250
Jackknife Estimates of Similarity Coefficients Obtained from Quadrat Sampling of Species....Pages 251-256
Clustering Techniques in the Computing Environment XploRe....Pages 257-266
On the Application of Discriminant Analysis in Medical Diagnostics....Pages 267-279
Similarity Searching in Databases of Three-Dimensional Chemical Structures....Pages 280-293
Feature Generation and Classification of Time Series....Pages 294-297
TRIPAT: a Model for Analyzing Three-Mode Binary Data....Pages 298-307
Block-relaxation Algorithms in Statistics....Pages 308-324
Universal Optimality of Rank Constrained Matrix Approximation....Pages 325-331
The Analysis of Spatial Data from Marine Ecosystems....Pages 332-339
Automatic Decomposition of Lattice Data including Missing Values and Boundaries....Pages 340-349
Front Matter....Pages 350-358
Classification and Data Analysis in Genome Projects: Some Aspects of Mapping, Alignment and Tree Reconstruction....Pages 359-359
Multiple Alignment of Protein Sequences and Construction of Evolutionary Trees based on Amino Acid Properties — an Algebraic Approach....Pages 361-367
How to Deal with Third Codon Positions in Phylogenetic Analysis....Pages 368-375
Machine Learning for Protein Structure Prediction....Pages 376-383
A Parallel-Processor Implementation of an Algorithm to Delineate Distantly Related Protein Sequences using Conserved Motifs and Neural Networks....Pages 384-390
Front Matter....Pages 391-402
Knowledge-Based Selection and Application of Quantitative Models of Consumer Behavior....Pages 403-403
Goodwill towards Domestic Products as Segmentation Criterion: An Empirical Study within the Scope of Research on Country-of-Origin Effects....Pages 405-414
Merovingian Glass Beads: An Essay of Classification....Pages 415-424
Front Matter....Pages 425-435
Statistical Measures to Quantify the Benefit from Screening: a Case Study on Cholesterol Screening....Pages 403-403
Evaluation of Screening in Case-Control Studies: an Alternative to Randomized Controlled Trials?....Pages 436-444
Back Matter....Pages 445-452
....Pages 453-463
Various different approaches are presented including theoretical, statistical, structural, mathematical, conceptual, linguistic and computational aspects.
These methodological investigations are completed by illustrative applications from practice, originating from quite different fields such as artificial intelligence, computer science, data bases, libraries, knowledge-based systems, medical diagnostics, molecular biology and genome analysis, multivariate statistics, marketing, sociology, biological taxonomy, archeology.
The subject of this book is the analysis and processing of structural information or quantitative data, with a special emphasis on classification-related problems and methods.
Various different approaches are presented including theoretical, statistical, structural, mathematical, conceptual, linguistic and computational aspects.
These methodological investigations are completed by illustrative applications from practice, originating from quite different fields such as artificial intelligence, computer science, data bases, libraries, knowledge-based systems, medical diagnostics, molecular biology and genome analysis, multivariate statistics, marketing, sociology, biological taxonomy, archeology.
Content:
Front Matter....Pages I-XVI
Front Matter....Pages 1-1
Induction and Case-Based Reasoning for Classification Tasks....Pages 3-16
Symbolic Learning and Nearest-Neighbor Classification....Pages 17-27
Nonstandard Concepts of Similarity in Case-Based Reasoning....Pages 28-43
Learning from Cases for Classification Problem Solving....Pages 44-55
Methods of Phoneticizing in Regard to Spelling Variants of Medical Phrases....Pages 56-62
Disambiguating Lexical Meaning: Conceptual meta-modelling as a means of controlling semantic language analysis....Pages 63-73
Information Retrieval Using Conceptual Representations of Phrases....Pages 74-85
Communication in Distributed Heterogenous Systems....Pages 86-95
Prerequisites and Development Perspectives for Information Processing in the Social Sciences....Pages 96-110
Aspects of Coupling Logic Programming and Databases....Pages 111-125
Processing Scientific Networks in Bibliographic Databases....Pages 126-132
Object-Oriented Systems Analysis Applied to the Method Component of a Knowledge-Based System for Data Analysis....Pages 133-139
Classification Based Query Evaluation in Knowledge Base Systems....Pages 140-149
Neural Networks: Architectures, Learning and Performance....Pages 150-164
Reasoning with Uncertainty in Diagnostic Systems....Pages 165-174
Der klassische und der moderne Begriff des Begriffs....Pages 175-190
Ideas of Algebraic Concept Analysis....Pages 191-203
Conceptual Structures in Mathematical Logic and Their Formal Representation....Pages 204-214
Front Matter....Pages 215-215
Three-Mode Hierarchical Cluster Analysis of Three-Way Three-Mode Data....Pages 217-225
The Testing of Data Structures with Graph-Theoretical Models....Pages 226-241
Front Matter....Pages 215-215
Geometric Approach to Evaluating Probabilities of Correct Classification into two Gaussian or Spherical Categories....Pages 242-250
Jackknife Estimates of Similarity Coefficients Obtained from Quadrat Sampling of Species....Pages 251-256
Clustering Techniques in the Computing Environment XploRe....Pages 257-266
On the Application of Discriminant Analysis in Medical Diagnostics....Pages 267-279
Similarity Searching in Databases of Three-Dimensional Chemical Structures....Pages 280-293
Feature Generation and Classification of Time Series....Pages 294-297
TRIPAT: a Model for Analyzing Three-Mode Binary Data....Pages 298-307
Block-relaxation Algorithms in Statistics....Pages 308-324
Universal Optimality of Rank Constrained Matrix Approximation....Pages 325-331
The Analysis of Spatial Data from Marine Ecosystems....Pages 332-339
Automatic Decomposition of Lattice Data including Missing Values and Boundaries....Pages 340-349
Front Matter....Pages 350-358
Classification and Data Analysis in Genome Projects: Some Aspects of Mapping, Alignment and Tree Reconstruction....Pages 359-359
Multiple Alignment of Protein Sequences and Construction of Evolutionary Trees based on Amino Acid Properties — an Algebraic Approach....Pages 361-367
How to Deal with Third Codon Positions in Phylogenetic Analysis....Pages 368-375
Machine Learning for Protein Structure Prediction....Pages 376-383
A Parallel-Processor Implementation of an Algorithm to Delineate Distantly Related Protein Sequences using Conserved Motifs and Neural Networks....Pages 384-390
Front Matter....Pages 391-402
Knowledge-Based Selection and Application of Quantitative Models of Consumer Behavior....Pages 403-403
Goodwill towards Domestic Products as Segmentation Criterion: An Empirical Study within the Scope of Research on Country-of-Origin Effects....Pages 405-414
Merovingian Glass Beads: An Essay of Classification....Pages 415-424
Front Matter....Pages 425-435
Statistical Measures to Quantify the Benefit from Screening: a Case Study on Cholesterol Screening....Pages 403-403
Evaluation of Screening in Case-Control Studies: an Alternative to Randomized Controlled Trials?....Pages 436-444
Back Matter....Pages 445-452
....Pages 453-463
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