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20140310151456.0 |
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120305s2012 gw | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783642210372 |
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978-3-642-21037-2 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
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| Classification number |
QA276-280 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
519.5 |
| Edition number |
23 |
| 264 #1 - |
|---|
| -- |
Berlin, Heidelberg : |
| -- |
Springer Berlin Heidelberg : |
| -- |
Imprint: Springer, |
| -- |
2012. |
| 912 ## - |
|---|
| -- |
ZDB-2-SMA |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Di Ciaccio, Agostino. |
| Relator term |
editor. |
| 245 10 - IMMEDIATE SOURCE OF ACQUISITION NOTE |
|---|
| Title |
Advanced Statistical Methods for the Analysis of Large Data-Sets |
| Medium |
[electronic resource] / |
| Statement of responsibility, etc |
edited by Agostino Di Ciaccio, Mauro Coli, Jose Miguel Angulo Ibanez. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
XIII, 484p. 103 illus. |
| Other physical details |
online resource. |
| 440 1# - SERIES STATEMENT/ADDED ENTRY--TITLE |
|---|
| Title |
Studies in Theoretical and Applied Statistics |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
Part I Clustering Large Data-Sets: Clustering Large Data Set: An Applied Comparative Study (Bocci L., Mingo I.) -- Clustering in Feature Space for Interesting Pattern Identification of Categorical Data (Marino M., Palumbo F., Tortora C.) -- Clustering geostatistical functional data (Romano E., Verde R.).-Joint Clustering and Alignment of Functional Data: An Application to Vascu-lar Geometries (Sangalli L.M., Secchi P., Vantini S., Vitelli V.) -- Part II Statistics in Medicine: Bayesian Methods for Time Course Microarray Analysis: From Genes’ Detection to Clustering (Angelini C., De Canditiis D., Pensky M.) -- Longitudinal Analysis of Gene Expression Profiles Using Functional Mixed-effects Models (Berk M., Montana G., Levin M., Hemingway C.) -- A Permutation Solution to Compare two Hepatocellular Carcinoma Markers (Zirilli A., Alibrandi A.) -- Part III Integrating Administrative Data: Statistical Perspective on Blocking Methods when Linking Large Data-Sets (Cibella N., Tuoto T.) -- Integrating Households Income Microdata in the Estimate of the Italian GDP (Coli A., Tartamella F.) -- The Employment Consequences of Globalization: Linking Data on Employers and Employees in the Netherlands (Fortanier F., Korvorst M., Luppes M.) -- Applications of Bayesian networks in Official Statistics (Vicard P., Scanu M.) -- Part IV Outliers and Missing Data: A Correlated Random Effects Model for Longitudinal Data with Non-ignorable Drop-out: An Application to University Student Performance (Belloc F., Maruotti A., Petrella L.) -- Risk Analysis Approaches to rank Outliers in Trade Data (Kopustinskas V., Arsenis S.) -- Problems and Challenges in the Analysis of Complex Data: Static and Dynamic Approaches (Riani M., Atkinson A., Cerioli A.) -- Ensemble Support Vector Regression: A New Non-parametric Approach for Multiple Imputation (Scacciatelli D.) -- Part V Time Series Analysis: On the Use of PLS Regression for Forecasting Large Sets of Cointegrated Time Series (Cubadda G., Guardabascio B.) -- Large-Scale Portfolio Optimisation with Heuristics (Gilli M., Schumann E.) -- Detecting Short-Term Cycles in Complex Time Series Databases (Giordano F., Parrella M.L., Restaino M.) -- Assessing the Beneficial Effects of Economic Growth: The Harmonic Growth Index (Mendola D., Scuderi R.) -- Time Series Convergence within I(2) Models: The Case of Weekly Long Term Bond Yields in the four Largest Euro Area Countries (Passamani G.) -- Part VI Environmental Statistics: Anthropogenic CO2 Emissions and Global Warming: Evidence from Granger Causality Analysis (Bilancia M., Vitale D.) -- Temporal and Spatial Statistical Methods to Remove External Effects on Groundwater Levels (Imparato D., Carena A., Gasparini M.) -- Reduced Rank Covariances for the Analysis of Environmental Data (Nicolis O., Nychka D.) -- Radon Level in Dwellings and Uranium Content in Soil in the Abruzzo Region: A Preliminary Investigation by Geographically Weighted Regression (Nissi E., Sarra A., Palermi S.) -- Part VII Probability and Density Estimation -- Applications of Large Deviations to Hidden Markov Chains Estimations (Del Greco M.) -- Multivariate Tail Dependence Coefficients for Archimedean Copulae (De Luca G., Rivieccio G.) -- A Note on Density Estimation for Circular Data (Di Marzio M., Panzera A., Taylor C.C.) -- Markov Bases for Sudoku Grids (Fontana R., Rapallo F., Rogantin M.P.) -- Part VIII Application in Economics: Estimating the Probability of Moonlighting in Italian Building Industry (Arezzo M.F., Alleva G.) -- Use of Interactive Plots and Tables for Robust Analysis of International Trade Data (Perrotta D., Torti F.) Generational Determinants on the Employment Choice in Italy (Quintano C., Castellano R., Punzo G.) -- Route-based Performance Evaluation Using Data Envelopment Analysis Combined with Principal Component Analysis (Rapposelli A.) -- Part IX WEB and Text Mining: Web Surveys: Methodological Problems and Research Perspectives (Biffignandi S., Bethlehem J.) -- Semantic Based DCM Models for Text Classification (Cerchiello P.) -- Probabilistic Relational Models for Operational Risk – A new Application Area and an Implementation Using Domain Ontologies (Spies M.) -- Part X Advances on Surveys -- Efficient Statistical Sample Designs in a GIS for Monitoring the Landscape Changes (Carfagna E., Tassinari P., Zagoraiou M., Benni S., Torreggiani D.) -- Studying Foreigners’ Migration Flows Through a Network Analysis Approach (Conti C., Gabrielli D., Guarneri A., Tucci E.) -- Estimation of Income Quantiles at the Small Area Level in Tuscany (Giusti C., Marchetti S., Pratesi M.) -- The Effects of Socioeconomic Background and Test-taking Motivation on Italian Students’ Achievement (Quintano C., Castellano L., Longobardi R.) -- Part XI Multivariate Analysis: Firm Size Dynamics in an Industrial District: The Mover–Stayer Model in Action (Cipollini F. , Ferretti C., Ganugi P.) -- Multiple Correspondence Analysis for the Quantification and Visualization of Large Categorical Data Sets (Iodice D'Enza A., Greenacre M.) -- Multivariate Ranks-based Concordance Indexes (Raffinetti E., Giudici P.) -- Methods for Reconciling the Micro and the Macro in Family Demography Research: A Systematization (Matysiak A., Vignoli D.). . |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
Many research studies in the social and economic fields regard the collection and analysis of large amounts of data. These data sets vary in their nature and complexity, they may be one-off or repeated, they may be hierarchical, spatial or temporal. Examples include textual data, transaction-based data, medical data and financial time-series. Standard statistical techniques are usually not well suited to manage this type of data and many authors have proposed extensions of classical techniques or completely new methods. The huge size of these data-sets and their complexity require new strategies of analysis sometimes subsumed under the terms “data mining” or “predictive analytics”. This volume contains a peer review selection of papers, whose preliminary version was presented at the international meeting of the Italian Statistical Society “Statistical Methods for the analysis of large data-sets”. It collects new ideas, methods and original applications to deal with the complexity and high dimensionality of data. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Statistics. |
|
|---|
| Topical term or geographic name as entry element |
Mathematical statistics. |
|
|---|
| Topical term or geographic name as entry element |
Economics |
| General subdivision |
Statistics. |
|
|---|
| Topical term or geographic name as entry element |
Statistics. |
|
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| Topical term or geographic name as entry element |
Statistical Theory and Methods. |
|
|---|
| Topical term or geographic name as entry element |
Statistics and Computing/Statistics Programs. |
|
|---|
| Topical term or geographic name as entry element |
Statistics for Business/Economics/Mathematical Finance/Insurance. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Coli, Mauro. |
| Relator term |
editor. |
|
|---|
| Personal name |
Angulo Ibanez, Jose Miguel. |
| Relator term |
editor. |
| 710 2# - ADDED ENTRY--CORPORATE NAME |
|---|
| Corporate name or jurisdiction name as entry element |
SpringerLink (Online service) |
| 773 0# - HOST ITEM ENTRY |
|---|
| Title |
Springer eBooks |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Display text |
Printed edition: |
| International Standard Book Number |
9783642210365 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
http://dx.doi.org/10.1007/978-3-642-21037-2 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Item type |
E-Book |
