Title | Advances in Classification and Data Analysis [electronic resource] / edited by Simone Borra, Roberto Rocci, Maurizio Vichi, Martin Schader |
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Imprint | Berlin, Heidelberg : Springer Berlin Heidelberg, 2001 |
Connect to | http://dx.doi.org/10.1007/978-3-642-59471-7 |
Descript | X, 378 p. 9 illus. online resource |
I Classification and Multidimensional Scaling -- Cluster Analysis -- Galois Lattices of Modal Symbolic Objects -- Exploratory Methods for Detecting High Density Regions in Cluster Analysis -- A k-means Consensus Classification -- MIXISO: A Non-Hierarchical Clustering Method for Mixed-Mode Data -- โStable Clustersโ: A New Approach for Clustering Binary Variables -- Double k-means Clustering for Simultaneous Classification of Objects and Variables -- Discriminant Analysis -- Categorical FDA Under Prospective Sampling Scheme: a Proposal for Variable Selection -- The Effect of Telephone Survey Design on Discriminant Analysis -- Proximity Structures Analysis and Multidimensional Scaling -- A Dissimilarity Measure Between Probabilistic Symbolic Objects -- Recent Experimentation on Euclidean Approximations of Biased Euclidean Distances -- Comparing Capital Structure through Similarity Analysis: Evidence about Two Industrial Districts -- The Geometric Approach to the Comparison of Multivariate Time Trajectories -- Ultramine Spaces in Classification -- Genetic Algorithms and Neural Network -- Genetic Algorithms and Clustering: an Application to Fisherโs Iris Data -- Using Radial Basis Function Networks for Classification Problems -- Unconditional Latent Budget Analysis: a Neural Network Approach -- II Multivariate Data Analysis -- Factorial Methods -- Generalized Constrained Principal Component Analysis -- Interaction Terms in Homogeneity Analysis: Higher Order Non-Linear Multiple Correspondence Analysis -- Perturbation Models for Principal Component Analysis of Rainwater Pollution Data -- Core Matrix Rotation to Natural Zeros in Three-Mode Factor Analysis -- Textual Data Analysis -- A Factorial Technique for Analysing Textual Data with External Information -- Subjects on Using Open and Closed-Ended Questions -- Regression Models for Data Analysis -- Alternative Error Term Specifications in the Log-Tobit Model -- A Customer Satisfaction Approach for User-Oriented Comparative Evalutations of Services -- Mixture Models for Maximum Likelihood Estimation from Incomplete Values -- Robust Inference in the Logistic Regression Model -- A Plot for Submodel Selection in Generalized Linear Models -- On the Use of Multivariate Regression Models in the Context of Multilevel Analysis -- Nonparametric Methods -- Nonparametric Estimation Methods for Sparse Contingency Tables -- Reduction of Prediction Error by Bagging Projection Pursuit Regression -- Selecting Regression Tree Models: a Statistical Testing Procedure -- Linear Fuzzy Regression Analysis with Asymmetric Spreads -- III Spatial and Time Series Data Analysis -- Time Series Analysis -- Forecasting Non-Linear Time Series: Empirical Evidences on Financial Data -- Dynamics and Comovements of Regional Exports in Italy -- Large-sample Properties of Neural Estimators in a Regression Model with ?-mixing Errors -- Subseries Length in MBB Procedure for ?-mixing Processes -- Modelling a Change of Classification by a Structural Time Series Approach -- Spatial Data Analysis -- Spatial Discriminant Analysis Using Covariates Information -- Some Aspects of Multivariate Geostatistics -- Exploring Multivariate Spatial Data: an Application to Election Data -- Measures of Distances for Spatial Data: an Application to the Banking Deposits in the Italian Provinces -- IV Applications and Case Studies -- Statistical Analysis of Papal Encyclicals -- Life Courses as Sequences: an Experiment in Clustering via Monothetic Divisive Algorithms -- Significance of the Classification for the Italian Service Sector Activities -- A Neural Net Model to Predict High Tides in Venice -- Author Index -- Keywords Index