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Data clustering : algorithms and applications / / edited by Charu C. Aggarwal, Chandan K. Reddy
| Data clustering : algorithms and applications / / edited by Charu C. Aggarwal, Chandan K. Reddy |
| Edizione | [1st edition] |
| Pubbl/distr/stampa | Boca Raton : , : CRC Press, Taylor & Francis Group, , [2014] |
| Descrizione fisica | 1 online resource (xxvi, 616 pages, 4 unnumbered pages of plates) : illustrations (some color) |
| Disciplina | 519.535 |
| Collana | Chapman & Hall/CRC data mining and knowledge discovery series |
| Soggetto topico |
Document clustering
Cluster analysis Data mining Machine theory File organization (Computer science) |
| ISBN |
1-315-36041-1
1-4987-8577-8 1-315-36278-3 1-315-37351-3 1-4665-5821-0 |
| Classificazione | BUS061000COM021030COM037000 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Front Cover; Contents; Preface; Editor Biographies; Contributors; Chapter 1: An Introduction to Cluster Analysis; Chapter 2: Feature Selection for Clustering: A Review; Chapter 3: Probabilistic Models for Clustering; Chapter 4: A Survey of Partitional and Hierarchical Clustering Algorithms; Chapter 5: Density-Based Clustering; Chapter 6: Grid-Based Clustering; Chapter 7: Nonnegative Matrix Factorizations for Clustering: A Survey; Chapter 8: Spectral Clustering; Chapter 9: Clustering High-Dimensional Data; Chapter 10: A Survey of Stream Clustering Algorithms; Chapter 11: Big Data Clustering
Chapter 12: Clustering Categorical DataChapter 13: Document Clustering: The Next Frontier; Chapter 14 : Clustering Multimedia Data; Chapter 15: Time-Series Data Clustering; Chapter 16: Clustering Biological Data; Chapter 17: Network Clustering; Chapter 18: A Survey of Uncertain Data Clustering Algorithms; Chapter 19: Concepts of Visual and Interactive Clustering; Chapter 20: Semisupervised Clustering; Chapter 21: Alternative Clustering Analysis: A Review; Chapter 22 : Cluster Ensembles: Theory and Applications; Chapter 23: Clustering ValidationMeasures Chapter 24: Educational and Software Resources for DataClusteringColor Inserts; Back Cover |
| Record Nr. | UNINA-9910787573303321 |
| Boca Raton : , : CRC Press, Taylor & Francis Group, , [2014] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Data clustering : algorithms and applications / / edited by Charu C. Aggarwal, Chandan K. Reddy
| Data clustering : algorithms and applications / / edited by Charu C. Aggarwal, Chandan K. Reddy |
| Edizione | [1st edition] |
| Pubbl/distr/stampa | Boca Raton : , : CRC Press, Taylor & Francis Group, , [2014] |
| Descrizione fisica | 1 online resource (xxvi, 616 pages, 4 unnumbered pages of plates) : illustrations (some color) |
| Disciplina | 519.535 |
| Collana | Chapman & Hall/CRC data mining and knowledge discovery series |
| Soggetto topico |
Document clustering
Cluster analysis Data mining Machine theory File organization (Computer science) |
| ISBN |
1-315-36041-1
1-4987-8577-8 1-315-36278-3 1-315-37351-3 1-4665-5821-0 |
| Classificazione | BUS061000COM021030COM037000 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Front Cover; Contents; Preface; Editor Biographies; Contributors; Chapter 1: An Introduction to Cluster Analysis; Chapter 2: Feature Selection for Clustering: A Review; Chapter 3: Probabilistic Models for Clustering; Chapter 4: A Survey of Partitional and Hierarchical Clustering Algorithms; Chapter 5: Density-Based Clustering; Chapter 6: Grid-Based Clustering; Chapter 7: Nonnegative Matrix Factorizations for Clustering: A Survey; Chapter 8: Spectral Clustering; Chapter 9: Clustering High-Dimensional Data; Chapter 10: A Survey of Stream Clustering Algorithms; Chapter 11: Big Data Clustering
Chapter 12: Clustering Categorical DataChapter 13: Document Clustering: The Next Frontier; Chapter 14 : Clustering Multimedia Data; Chapter 15: Time-Series Data Clustering; Chapter 16: Clustering Biological Data; Chapter 17: Network Clustering; Chapter 18: A Survey of Uncertain Data Clustering Algorithms; Chapter 19: Concepts of Visual and Interactive Clustering; Chapter 20: Semisupervised Clustering; Chapter 21: Alternative Clustering Analysis: A Review; Chapter 22 : Cluster Ensembles: Theory and Applications; Chapter 23: Clustering ValidationMeasures Chapter 24: Educational and Software Resources for DataClusteringColor Inserts; Back Cover |
| Record Nr. | UNINA-9910822828603321 |
| Boca Raton : , : CRC Press, Taylor & Francis Group, , [2014] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Ensemble methods : foundations and algorithms / / Zhi-Hua Zhou
| Ensemble methods : foundations and algorithms / / Zhi-Hua Zhou |
| Autore | Zhou Zhi-Hua, Ph. D. |
| Pubbl/distr/stampa | Boca Raton, Fla. : , : CRC Press, , 2012 |
| Descrizione fisica | 1 online resource (234 p.) |
| Disciplina | 006.3/1 |
| Collana | Chapman & Hall/CRC machine learning & pattern recognition series |
| Soggetto topico |
Machine learning - Mathematics
Algorithms |
| ISBN |
0-429-15109-8
1-4398-3005-3 |
| Classificazione | BUS061000COM021030COM037000 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front Cover; Preface; Notations; Contents; 1. Introduction; 2. Boosting; 3. Bagging; 4. Combination Methods; 5. Diversity; 6. Ensemble Pruning; 7. Clustering Ensembles; 8. Advanced Topics; References |
| Record Nr. | UNINA-9910790494803321 |
Zhou Zhi-Hua, Ph. D.
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| Boca Raton, Fla. : , : CRC Press, , 2012 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Foundations of predictive analytics / / James Wu, Stephen Coggeshall
| Foundations of predictive analytics / / James Wu, Stephen Coggeshall |
| Autore | Wu James <1965-> |
| Pubbl/distr/stampa | Boca Raton, Fla. : , : CRC Press, , 2012 |
| Descrizione fisica | 1 online resource (335 p.) |
| Disciplina | 006.3/12 |
| Altri autori (Persone) | CoggeshallStephen |
| Collana | Chapman & Hall/CRC data mining and knowledge discovery series |
| Soggetto topico |
Data mining
Predictive control - Mathematical models Automatic control |
| ISBN |
0-429-10735-8
1-283-59682-2 9786613909275 1-4398-6948-0 |
| Classificazione | BUS061000COM021030COM037000 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front Cover; Contents; List of Figures; List of Tables; Preface; 1. Introduction; 2. Properties of Statistical Distributions; 3. Important Matrix Relationships; 4. Linear Modeling and Regression; 5. Nonlinear Modeling; 6. Time Series Analysis; 7. Data Preparation and Variable Selection; 8. Model Goodness Measures; 9. Optimization Methods; 10. Miscellaneous Topics; Appendix A: Useful Mathematical Relations; Appendix B: DataMinerXL - Microsoft Excel Add-In for Building Predictive Models; Bibliography |
| Record Nr. | UNINA-9910790030203321 |
|
Wu James <1965->
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| Boca Raton, Fla. : , : CRC Press, , 2012 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||