The Multiple Facets of Partial Least Squares and Related Methods (Record no. 426456)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 06360nam a22005535i 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOKNUMBER | |
| International Standard Book Number | 9783319406435 |
| -- | 978-3-319-40643-5 |
| 024 7# - | |
| -- | 10.1007/978-3-319-40643-5 |
| -- | doi |
| 040 ## - | |
| -- | ISI Library, Kolkata |
| 050 #4 - | |
| -- | QA276-280 |
| 072 #7 - | |
| -- | PBT |
| -- | bicssc |
| 072 #7 - | |
| -- | MAT029000 |
| -- | bisacsh |
| 072 #7 - | |
| -- | PBT |
| -- | thema |
| 082 04 - DEWEYDECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.5 |
| Edition number | 23 |
| 245 14 - TITLE STATEMENT | |
| Title | The Multiple Facets of Partial Least Squares and Related Methods |
| Medium | [electronic resource] : |
| Remainder of title | PLS, Paris, France, 2014 / |
| Statement of responsibility, etc | edited by Hervé Abdi, Vincenzo Esposito Vinzi, Giorgio Russolillo, Gilbert Saporta, Laura Trinchera. |
| 942 ## - ADDED ENTRY ELEMENTS(KOHA) | |
| Koha item type | E-BOOKS |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE STATEMENTS | |
| Place of production, publication, distribution, manufacture | Cham : |
| Name of producer, publisher, distributor, manufacturer | Springer International Publishing : |
| -- | Imprint: Springer, |
| Date of production, publication, distribution, manufacture | 2016. |
| 300 ## - | |
| -- | XIV, 316 p. 68 illus., 39 illus. in color. |
| -- | online resource. |
| 336 ## - CONTENT TYPE | |
| Content Type Term | text |
| Content Type Code | txt |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media Type Term | computer |
| Media Type Code | c |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier Type Term | online resource |
| Carrier Type Code | cr |
| Source | rdacarrier |
| 347 ## - | |
| -- | text file |
| -- | |
| -- | rda |
| 490 1# - | |
| -- | Springer Proceedings in Mathematics & Statistics, |
| -- | 2194-1009 ; |
| -- | 173 |
| 505 0# - | |
| -- | 1. Partial Last Squares for Heterogeneous Data -- 2. On the PLS Algorithm for Multiple Regression (PLS1) -- 3. Extending the Finite Iterative Method for Computing the Covariance Matrix Implied by a Recursive Path Model -- 4. Which Resampling-Based Error Estimator for Benchmark Studies? A Power Analysis with Application to PLS-LDA -- 5. Path Directions Incoherence in PLS Path Modeling: A Prediction-Oriented Solution -- 6. Imaging Genetics with Partial Least Squares for Mixed-Data Types (MiMoPLS) -- 7. PLS and Functional Neuroimaging: Bias and Detection Power Across Different Resampling Schemes -- 8. Estimating and Correcting Optimism Bias in Multivariate PLS Regression: Application to the Study of the Association Between Single Nucleotide Polymorphisms and Multivariate Traits in Attention Deficit Hyperactivity Disorder -- 9. Discriminant Analysis for Multiway Data -- 10. Structured Variable Selection for Regularized Generalized Canonical Correlation Analysis -- 11. Supervised Component Generalized Linear Regression with Multiple Explanatory Blocks: THEME-SCGLR -- 12. Partial Possibilistic Regression Path Modeling -- 13. Assessment and Validation in Quantile Composite-Based Path Modeling -- 14. PLS-Frailty Model for Cancer Survival Analysis Based on Gene Expression Profiles -- 15. Functional Linear Regression Analysis Based on Partial Least Squares and Its Application -- 16. Multiblock and Multigroup PLS Application to Study Cannabis Consumption in Thirteen European Countries -- 17. A Unified Framework to Study the Properties of the PLS Vector of Regression Coefficients -- 18. A New Bootstrap-Based Stopping Criterion in PLS Components Construction -- 19. Extension to the PATHMOX Approach to Detect which Constructs Differentiate Segments and to Test Factor Invariance: Application to Mental Health Data -- 20. Multi-Group Invariance Testing: An Illustrative Comparison of PLS Permutation and Covariance-Based SEM Invariance Analysis -- 21. Brand Nostalgia and Consumers' Relationships to Luxury Brands: A Continuous and Categorical Moderated Mediation Approach -- 22. A Partial Least Squares Algorithm Handling Ordinal Variables. . |
| 520 ## - | |
| -- | This volume presents state of the art theories, new developments, and important applications of Partial Least Square (PLS) methods. The text begins with the invited communications of current leaders in the field who cover the history of PLS, an overview of methodological issues, and recent advances in regression and multi-block approaches. The rest of the volume comprises selected, reviewed contributions from the 8th International Conference on Partial Least Squares and Related Methods held in Paris, France, on 26-28 May, 2014. They are organized in four coherent sections: 1) new developments in genomics and brain imaging, 2) new and alternative methods for multi-table and path analysis, 3) advances in partial least square regression (PLSR), and 4) partial least square path modeling (PLS-PM) breakthroughs and applications. PLS methods are very versatile methods that are now used in areas as diverse as engineering, life science, sociology, psychology, brain imaging, genomics, and business among both academics and practitioners. The selected chapters here highlight this diversity with applied examples as well as the most recent advances. Integrates theoretical and methodological advances from recognized leaders in the field, including the conference's invited speakers Important applications in domains such as genomics, brain imaging, sensory analysis, marketing, psychometrics and information systems Covers PLS regression, PLS path modeling and developments that go beyond PLS specific methods, extending to other component-based and multi-block or multi-way methods . |
| 650 #0 - | |
| -- | Mathematical statistics. |
| 650 #0 - | |
| -- | Statistics. |
| 650 14 - | |
| -- | Statistical Theory and Methods. |
| -- | http://scigraph.springernature.com/things/product-market-codes/S11001 |
| 650 24 - | |
| -- | Mathematical Models of Cognitive Processes and Neural Networks. |
| -- | http://scigraph.springernature.com/things/product-market-codes/M13100 |
| 650 24 - | |
| -- | Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences. |
| -- | http://scigraph.springernature.com/things/product-market-codes/S17020 |
| 700 1# - | |
| -- | Abdi, Hervé. |
| -- | editor. |
| -- | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 700 1# - | |
| -- | Esposito Vinzi, Vincenzo. |
| -- | editor. |
| -- | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 700 1# - | |
| -- | Russolillo, Giorgio. |
| -- | editor. |
| -- | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 700 1# - | |
| -- | Saporta, Gilbert. |
| -- | editor. |
| -- | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 700 1# - | |
| -- | Trinchera, Laura. |
| -- | editor. |
| -- | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 710 2# - | |
| -- | SpringerLink (Online service) |
| 773 0# - | |
| -- | Springer eBooks |
| 776 08 - | |
| -- | Printed edition: |
| -- | 9783319406411 |
| 776 08 - | |
| -- | Printed edition: |
| -- | 9783319406428 |
| 776 08 - | |
| -- | Printed edition: |
| -- | 9783319821443 |
| 830 #0 - | |
| -- | Springer Proceedings in Mathematics & Statistics, |
| -- | 2194-1009 ; |
| -- | 173 |
| 856 40 - | |
| -- | https://doi.org/10.1007/978-3-319-40643-5 |
| 912 ## - | |
| -- | ZDB-2-SMA |
| 950 ## - | |
| -- | Mathematics and Statistics (Springer-11649) |
No items available.
