Data Science and Classification [electronic resource] / edited by Vladimir Batagelj, Hans-Hermann Bock, Anuška Ferligoj, Aleš Žiberna.

Contributor(s): Batagelj, Vladimir [editor.] | Bock, Hans-Hermann [editor.] | Ferligoj, Anuška [editor.] | Žiberna, Aleš [editor.] | SpringerLink (Online service)
Material type: TextTextSeries: Studies in Classification, Data Analysis, and Knowledge Organization: Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2006Description: XII, 358 p. 67 illus. online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9783540344162Subject(s): Culture -- Study and teaching | Library science | Data structures (Computer science) | Computers | Pattern recognition | Statistics | Cultural and Media Studies | Library Science | Statistical Theory and Methods | Data Structures, Cryptology and Information Theory | Information Systems and Communication Service | Pattern Recognition | Statistics for Business/Economics/Mathematical Finance/InsuranceAdditional physical formats: Printed edition:: No titleDDC classification: 020 LOC classification: Z664.2-718.85Online resources: Click here to access online
Contents:
Similarity and Dissimilarity -- A Tree-Based Similarity for Evaluating Concept Proximities in an Ontology -- Improved Fréchet Distance for Time Series -- Comparison of Distance Indices Between Partitions -- Design of Dissimilarity Measures: A New Dissimilarity Between Species Distribution Areas -- Dissimilarities for Web Usage Mining -- Properties and Performance of Shape Similarity Measures -- Classification and Clustering -- Hierarchical Clustering for Boxplot Variables -- Evaluation of Allocation Rules Under Some Cost Constraints -- Crisp Partitions Induced by a Fuzzy Set -- Empirical Comparison of a Monothetic Divisive Clustering Method with the Ward and the k-means Clustering Methods -- Model Selection for the Binary Latent Class Model: A Monte Carlo Simulation -- Finding Meaningful and Stable Clusters Using Local Cluster Analysis -- Comparing Optimal Individual and Collective Assessment Procedures -- Network and Graph Analysis -- Some Open Problem Sets for Generalized Blockmodeling -- Spectral Clustering and Multidimensional Scaling: A Unified View -- Analyzing the Structure of U.S. Patents Network -- Identifying and Classifying Social Groups: A Machine Learning Approach -- Analysis of Symbolic Data -- Multidimensional Scaling of Histogram Dissimilarities -- Dependence and Interdependence Analysis for Interval-Valued Variables -- A New Wasserstein Based Distance for the Hierarchical Clustering of Histogram Symbolic Data -- Symbolic Clustering of Large Datasets -- A Dynamic Clustering Method for Mixed Feature-Type Symbolic Data -- General Data Analysis Methods -- Iterated Boosting for Outlier Detection -- Sub-species of Homopus Areolatus? Biplots and Small Class Inference with Analysis of Distance -- Revised Boxplot Based Discretization as the Kernel of Automatic Interpretation of Classes Using Numerical Variables -- Data and Web Mining -- Comparison of Two Methods for Detecting and Correcting Systematic Error in High-throughput Screening Data -- kNN Versus SVM in the Collaborative Filtering Framework -- Mining Association Rules in Folksonomies -- Empirical Analysis of Attribute-Aware Recommendation Algorithms with Variable Synthetic Data -- Patterns of Associations in Finite Sets of Items -- Analysis of Music Data -- Generalized N-gram Measures for Melodic Similarity -- Evaluating Different Approaches to Measuring the Similarity of Melodies -- Using MCMC as a Stochastic Optimization Procedure for Musical Time Series -- Local Models in Register Classification by Timbre -- Gene and Microarray Analysis -- Improving the Performance of Principal Components for Classification of Gene Expression Data Through Feature Selection -- A New Efficient Method for Assessing Missing Nucleotides in DNA Sequences in the Framework of a Generic Evolutionary Model -- New Efficient Algorithm for Modeling Partial and Complete Gene Transfer Scenarios.
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Similarity and Dissimilarity -- A Tree-Based Similarity for Evaluating Concept Proximities in an Ontology -- Improved Fréchet Distance for Time Series -- Comparison of Distance Indices Between Partitions -- Design of Dissimilarity Measures: A New Dissimilarity Between Species Distribution Areas -- Dissimilarities for Web Usage Mining -- Properties and Performance of Shape Similarity Measures -- Classification and Clustering -- Hierarchical Clustering for Boxplot Variables -- Evaluation of Allocation Rules Under Some Cost Constraints -- Crisp Partitions Induced by a Fuzzy Set -- Empirical Comparison of a Monothetic Divisive Clustering Method with the Ward and the k-means Clustering Methods -- Model Selection for the Binary Latent Class Model: A Monte Carlo Simulation -- Finding Meaningful and Stable Clusters Using Local Cluster Analysis -- Comparing Optimal Individual and Collective Assessment Procedures -- Network and Graph Analysis -- Some Open Problem Sets for Generalized Blockmodeling -- Spectral Clustering and Multidimensional Scaling: A Unified View -- Analyzing the Structure of U.S. Patents Network -- Identifying and Classifying Social Groups: A Machine Learning Approach -- Analysis of Symbolic Data -- Multidimensional Scaling of Histogram Dissimilarities -- Dependence and Interdependence Analysis for Interval-Valued Variables -- A New Wasserstein Based Distance for the Hierarchical Clustering of Histogram Symbolic Data -- Symbolic Clustering of Large Datasets -- A Dynamic Clustering Method for Mixed Feature-Type Symbolic Data -- General Data Analysis Methods -- Iterated Boosting for Outlier Detection -- Sub-species of Homopus Areolatus? Biplots and Small Class Inference with Analysis of Distance -- Revised Boxplot Based Discretization as the Kernel of Automatic Interpretation of Classes Using Numerical Variables -- Data and Web Mining -- Comparison of Two Methods for Detecting and Correcting Systematic Error in High-throughput Screening Data -- kNN Versus SVM in the Collaborative Filtering Framework -- Mining Association Rules in Folksonomies -- Empirical Analysis of Attribute-Aware Recommendation Algorithms with Variable Synthetic Data -- Patterns of Associations in Finite Sets of Items -- Analysis of Music Data -- Generalized N-gram Measures for Melodic Similarity -- Evaluating Different Approaches to Measuring the Similarity of Melodies -- Using MCMC as a Stochastic Optimization Procedure for Musical Time Series -- Local Models in Register Classification by Timbre -- Gene and Microarray Analysis -- Improving the Performance of Principal Components for Classification of Gene Expression Data Through Feature Selection -- A New Efficient Method for Assessing Missing Nucleotides in DNA Sequences in the Framework of a Generic Evolutionary Model -- New Efficient Algorithm for Modeling Partial and Complete Gene Transfer Scenarios.

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