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Data Mining : The Textbook / / by Charu C. Aggarwal
| Data Mining : The Textbook / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2015.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2015 |
| Descrizione fisica | 1 online resource (XXIX, 734 p. 180 illus., 7 illus. in color.) |
| Disciplina | 006.312 |
| Soggetto topico |
Data mining
Pattern perception Data Mining and Knowledge Discovery Pattern Recognition |
| ISBN | 3-319-14142-2 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction to Data Mining -- Data Preparation -- Similarity and Distances -- Association Pattern Mining -- Association Pattern Mining: Advanced Concepts -- Cluster Analysis -- Cluster Analysis: Advanced Concepts -- Outlier Analysis -- Outlier Analysis: Advanced Concepts -- Data Classification -- Data Classification: Advanced Concepts -- Mining Data Streams -- Mining Text Data -- Mining Time-Series Data -- Mining Discrete Sequences -- Mining Spatial Data -- Mining Graph Data -- Mining Web Data -- Social Network Analysis -- Privacy-Preserving Data Mining. |
| Record Nr. | UNINA-9910299227603321 |
Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2015 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Linear Algebra and Optimization for Machine Learning [[electronic resource] ] : A Textbook / / by Charu C. Aggarwal
| Linear Algebra and Optimization for Machine Learning [[electronic resource] ] : A Textbook / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2020.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
| Descrizione fisica | 1 online resource (507 pages) : illustrations |
| Disciplina | 512.5 |
| Soggetto topico |
Machine learning
Matrix theory Algebra Computers Machine Learning Linear and Multilinear Algebras, Matrix Theory Information Systems and Communication Service |
| ISBN | 3-030-40344-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preface -- 1 Linear Algebra and Optimization: An Introduction -- 2 Linear Transformations and Linear Systems -- 3 Eigenvectors and Diagonalizable Matrices -- 4 Optimization Basics: A Machine Learning View -- 5 Advanced Optimization Solutions -- 6 Constrained Optimization and Duality -- 7 Singular Value Decomposition -- 8 Matrix Factorization -- 9 The Linear Algebra of Similarity -- 10 The Linear Algebra of Graphs -- 11 Optimization in Computational Graphs -- Index. |
| Record Nr. | UNISA-996465455903316 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
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Linear Algebra and Optimization for Machine Learning : A Textbook / / by Charu C. Aggarwal
| Linear Algebra and Optimization for Machine Learning : A Textbook / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2020.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
| Descrizione fisica | 1 online resource (507 pages) : illustrations |
| Disciplina | 512.5 |
| Soggetto topico |
Machine learning
Matrix theory Algebra Computers Machine Learning Linear and Multilinear Algebras, Matrix Theory Information Systems and Communication Service |
| ISBN | 3-030-40344-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preface -- 1 Linear Algebra and Optimization: An Introduction -- 2 Linear Transformations and Linear Systems -- 3 Eigenvectors and Diagonalizable Matrices -- 4 Optimization Basics: A Machine Learning View -- 5 Advanced Optimization Solutions -- 6 Constrained Optimization and Duality -- 7 Singular Value Decomposition -- 8 Matrix Factorization -- 9 The Linear Algebra of Similarity -- 10 The Linear Algebra of Graphs -- 11 Optimization in Computational Graphs -- Index. |
| Record Nr. | UNINA-9910410040003321 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Machine Learning for Text / / by Charu C. Aggarwal
| Machine Learning for Text / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2018.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 |
| Descrizione fisica | 1 online resource (XXIII, 493 p. 80 illus., 4 illus. in color.) |
| Disciplina | 006.31 |
| Soggetto topico |
Data mining
Artificial intelligence Data Mining and Knowledge Discovery Artificial Intelligence |
| ISBN | 3-319-73531-4 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | 1 An Introduction to Text Analytics -- 2 Text Preparation and Similarity Computation -- 3 Matrix Factorization and Topic Modeling -- 4 Text Clustering -- 5 Text Classification: Basic Models -- 6 Linear Models for Classification and Regression -- 7 Classifier Performance and Evaluation -- 8 Joint Text Mining with Heterogeneous Data -- 9 Information Retrieval and Search Engines -- 10 Text Sequence Modeling and Deep Learning -- 11 Text Summarization -- 12 Information Extraction -- 13 Opinion Mining and Sentiment Analysis -- 14 Text Segmentation and Event Detection. |
| Record Nr. | UNINA-9910299459603321 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Neural networks and deep learning : a textbook / / by Charu C. Aggarwal
| Neural networks and deep learning : a textbook / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 |
| Descrizione fisica | 1 online resource (XXIII, 497 pages 139 illustrations, 11 illustrations in color.) |
| Disciplina | 006.32 |
| Soggetto topico |
Artificial intelligence
Computers Microprocessors Machine learning Neural networks (Computer science) Artificial Intelligence Information Systems and Communication Service Processor Architectures |
| ISBN |
9783319944630
3319944630 9783319944647 3319944649 9783319944623 3319944622 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | 1 An Introduction to Neural Networks -- 2 Machine Learning with Shallow Neural Networks -- 3 Training Deep Neural Networks -- 4 Teaching Deep Learners to Generalize -- 5 Radical Basis Function Networks -- 6 Restricted Boltzmann Machines -- 7 Recurrent Neural Networks -- 8 Convolutional Neural Networks -- 9 Deep Reinforcement Learning -- 10 Advanced Topics in Deep Learning. |
| Record Nr. | UNINA-9910741163303321 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Outlier Analysis / / by Charu C. Aggarwal
| Outlier Analysis / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [2nd ed. 2017.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 |
| Descrizione fisica | 1 online resource (XXII, 466 p. 78 illus., 13 illus. in color.) |
| Disciplina | 006.312 |
| Soggetto topico |
Data mining
Statistics Artificial intelligence Data Mining and Knowledge Discovery Statistics and Computing/Statistics Programs Artificial Intelligence |
| ISBN | 3-319-47578-9 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | An Introduction to Outlier Analysis -- Probabilistic Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-Based Outlier Detection -- High-Dimension Outlier Detection -- Outlier Ensembles -- Supervised Outlier Detection -- Categorical, Text, and Mixed Attribute Data -- Time Series and Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis. |
| Record Nr. | UNINA-9910254845803321 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Outlier analysis / / Charu C. Aggarwal
| Outlier analysis / / Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2013.] |
| Pubbl/distr/stampa | New York, NY, : Springer, c2013 |
| Descrizione fisica | 1 online resource (xv, 446 pages) : illustrations (some color) |
| Disciplina |
519.5/2
519.52 |
| Collana | Gale eBooks |
| Soggetto topico |
Outliers (Statistics)
Data mining |
| ISBN | 1-4614-6396-3 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | An Introduction to Outlier Analysis -- Probabilistic and Statistical Models for Outlier Detection -- Linear Models for Outlier Detection -- Proximity-based Outlier Detection -- High-Dimensional Outlier Detection: The Subspace Method -- Supervised Outlier Detection -- Outlier Detection in Categorical, Text and Mixed Attribute Data -- Time Series and Multidimensional Streaming Outlier Detection -- Outlier Detection in Discrete Sequences -- Spatial Outlier Detection -- Outlier Detection in Graphs and Networks -- Applications of Outlier Analysis. |
| Record Nr. | UNINA-9910437575303321 |
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Aggarwal Charu C
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| New York, NY, : Springer, c2013 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Outlier Ensembles : An Introduction / / by Charu C. Aggarwal, Saket Sathe
| Outlier Ensembles : An Introduction / / by Charu C. Aggarwal, Saket Sathe |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2017.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 |
| Descrizione fisica | 1 online resource (XVI, 276 p. 55 illus., 9 illus. in color.) |
| Disciplina | 005.1 |
| Soggetto topico |
Computers
Artificial intelligence Statistics Information Systems and Communication Service Artificial Intelligence Statistics and Computing/Statistics Programs |
| ISBN | 3-319-54765-8 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | An Introduction to Outlier Ensembles -- Theory of Outlier Ensembles -- Variance Reduction in Outlier Ensembles -- Bias Reduction in Outlier Ensembles: The Guessing Game -- Model Combination Methods for Outlier Ensembles -- Which Outlier Detection Algorithm Should I Use? |
| Record Nr. | UNINA-9910254842703321 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Probability and Statistics for Machine Learning : A Textbook / / by Charu C. Aggarwal
| Probability and Statistics for Machine Learning : A Textbook / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2024.] |
| Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024 |
| Descrizione fisica | 1 online resource (530 pages) |
| Disciplina | 006.31 |
| Soggetto topico |
Machine learning
Machine Learning |
| ISBN | 3-031-53282-1 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Chapter. 1. Probability and Statistics: An Introduction -- Chapter. 2. Summarizing and Visualizing Data -- Chapter. 3. Probability Basics and Random Variables -- Chapter. 4. Probability Distributions -- Chapter. 5. Hypothesis Testing and Confidence Intervals -- Chapter. 6. Reconstructing Probability Distributions from Data -- Chapter. 7. Regression -- Chapter. 8. Classification: A Probabilistic View -- Chapter. 9. Unsupervised Learning: A Probabilistic View -- Chapter. 10. Discrete State Markov Processes -- Chapter. 11. Probabilistic Inequalities and Extreme Value Analysis -- Bibliography -- Index. |
| Record Nr. | UNINA-9910861088903321 |
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Aggarwal Charu C
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| Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Recommender Systems : The Textbook / / by Charu C. Aggarwal
| Recommender Systems : The Textbook / / by Charu C. Aggarwal |
| Autore | Aggarwal Charu C |
| Edizione | [1st ed. 2016.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 |
| Descrizione fisica | 1 online resource (XXI, 498 p. 79 illus., 18 illus. in color.) |
| Disciplina | 005.56 |
| Soggetto topico |
Data mining
Artificial intelligence Data Mining and Knowledge Discovery Artificial Intelligence Informàtica Sistemes d'informació Difusió selectiva de la informació Intel·ligència artificial |
| Soggetto genere / forma | Llibres electrònics |
| ISBN | 3-319-29659-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | An Introduction to Recommender Systems -- Neighborhood-Based Collaborative Filtering -- Model-Based Collaborative Filtering -- Content-Based Recommender Systems -- Knowledge-Based Recommender Systems -- Ensemble-Based and Hybrid Recommender Systems -- Evaluating Recommender Systems -- Context-Sensitive Recommender Systems -- Time- and Location-Sensitive Recommender Systems -- Structural Recommendations in Networks -- Social and Trust-Centric Recommender Systems -- Attack-Resistant Recommender Systems -- Advanced Topics in Recommender Systems. |
| Record Nr. | UNINA-9910254982703321 |
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Aggarwal Charu C
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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