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Applied Statistical Learning [[electronic resource] ] : With Case Studies in Stata / / by Matthias Schonlau
| Applied Statistical Learning [[electronic resource] ] : With Case Studies in Stata / / by Matthias Schonlau |
| Autore | Schonlau Matthias <1967-> |
| Edizione | [1st ed. 2023.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 |
| Descrizione fisica | 1 online resource |
| Disciplina | 519.50285 |
| Collana | Statistics and Computing |
| Soggetto topico |
Machine learning
Social sciences—Statistical methods Statistics Statistics—Computer programs Quantitative research Statistical Learning Machine Learning Statistics in Social Sciences, Humanities, Law, Education, Behavorial Sciences, Public Policy Statistics in Business, Management, Economics, Finance, Insurance Statistical Software Data Analysis and Big Data |
| ISBN | 3-031-33390-X |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Preface -- 1 Prologue -- 2 Statistical Learning: Concepts -- 3 Statistical Learning: Practical Aspects -- 4 Logistic Regression -- 5 Lasso and Friends -- 6 Working with Text Data -- 7 Nearest Neighbors -- 8 The Naive Bayes Classifier -- 9 Trees -- 10 Random Forests -- 11 Boosting -- 12 Support Vector Machines -- 13 Feature Engineering -- 14 Neural Networks -- 15 Stacking -- Index. |
| Record Nr. | UNINA-9910736996503321 |
Schonlau Matthias <1967->
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2023 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Introduction to Statistics and Data Analysis [[electronic resource] ] : With Exercises, Solutions and Applications in R / / by Christian Heumann, Michael Schomaker, Shalabh
| Introduction to Statistics and Data Analysis [[electronic resource] ] : With Exercises, Solutions and Applications in R / / by Christian Heumann, Michael Schomaker, Shalabh |
| Autore | Heumann Christian <1962-> |
| Edizione | [2nd ed. 2022.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022 |
| Descrizione fisica | 1 online resource (584 pages) |
| Disciplina | 330.015195 |
| Soggetto topico |
Statistics
Quantitative research Statistics—Computer programs Statistical Theory and Methods Data Analysis and Big Data Applied Statistics Statistical Software Estadística Econometria Macroeconomia R (Llenguatge de programació) |
| Soggetto genere / forma | Llibres electrònics |
| ISBN | 3-031-11833-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Part I Descriptive Statistics: Introduction and Framework -- Frequency Measures and Graphical Representation of Data -- Measures of Central Tendency and Dispersion -- Association of Two Variables -- Part I Probability Calculus: Combinatorics -- Elements of Probability Theory -- Random Variables -- Probability Distributions -- Part III Inductive Statistics: Inference -- Hypothesis Testing -- Linear Regression -- Logistic Regression -- Part IV Additional Topics Simple Random Sampling and Bootstrapping -- Causality -- Part V Appendices: Introduction to R -- Solutions to Exercises -- Technical Appendix -- Visual Summaries. |
| Record Nr. | UNISA-996508570303316 |
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Heumann Christian <1962->
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
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Introduction to Statistics and Data Analysis : With Exercises, Solutions and Applications in R / / by Christian Heumann, Michael Schomaker, Shalabh
| Introduction to Statistics and Data Analysis : With Exercises, Solutions and Applications in R / / by Christian Heumann, Michael Schomaker, Shalabh |
| Autore | Heumann Christian <1962-> |
| Edizione | [2nd ed. 2022.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022 |
| Descrizione fisica | 1 online resource (584 pages) |
| Disciplina |
330.015195
519.5 |
| Soggetto topico |
Statistics
Quantitative research Statistics—Computer programs Statistical Theory and Methods Data Analysis and Big Data Applied Statistics Statistical Software Estadística Econometria Macroeconomia R (Llenguatge de programació) |
| Soggetto genere / forma | Llibres electrònics |
| ISBN | 3-031-11833-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Part I Descriptive Statistics: Introduction and Framework -- Frequency Measures and Graphical Representation of Data -- Measures of Central Tendency and Dispersion -- Association of Two Variables -- Part I Probability Calculus: Combinatorics -- Elements of Probability Theory -- Random Variables -- Probability Distributions -- Part III Inductive Statistics: Inference -- Hypothesis Testing -- Linear Regression -- Logistic Regression -- Part IV Additional Topics Simple Random Sampling and Bootstrapping -- Causality -- Part V Appendices: Introduction to R -- Solutions to Exercises -- Technical Appendix -- Visual Summaries. |
| Record Nr. | UNINA-9910647396003321 |
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Heumann Christian <1962->
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Practicing R for Statistical Computing / / by Muhammad Aslam, Muhammad Imdad Ullah
| Practicing R for Statistical Computing / / by Muhammad Aslam, Muhammad Imdad Ullah |
| Autore | Aslam Muhammad |
| Edizione | [1st ed. 2023.] |
| Pubbl/distr/stampa | Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023 |
| Descrizione fisica | 1 online resource (300 pages) |
| Disciplina | 005.55 |
| Altri autori (Persone) | Imdad UllahMuhammad |
| Soggetto topico |
Mathematical statistics—Data processing
Statistics—Computer programs Statistics and Computing Statistical Software R (Llenguatge de programació) Estadística Programari |
| Soggetto genere / forma | Llibres electrònics |
| ISBN | 981-9928-86-9 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Chapter 1. R Language: Introduction -- Chapter 2. Obtaining and Installing R Language -- Chapter 3. Using R as a Calculator -- Chapter 4. Data Mode and Data Structure -- Chapter 5. Working with Data -- Chapter 6. Descriptive Statistics -- Chapter 7. Probability and Probability Distributions -- Chapter 8. Confidence Intervals and Comparison Tests -- Chapter 9. Correlation & Regression Analysis -- Chapter 10. Graphing in R -- Chapter 11. Control Flow: election and Iteration -- Chapter 12. Functions and R Resources -- Chapter 13. Common Errors and Mistakes -- Chapter 14. Functions for Better Programming -- Chapter 15. Some Useful Functions -- Chapter 16. Important Packages. |
| Record Nr. | UNINA-9910735777603321 |
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Aslam Muhammad
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| Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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