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Statistical causal discovery : LiNGAM approach / / Shohei Shimizu
| Statistical causal discovery : LiNGAM approach / / Shohei Shimizu |
| Autore | Shimizu Shōhei |
| Pubbl/distr/stampa | Tokyo, Japan : , : Springer, , [2022] |
| Descrizione fisica | 1 online resource (99 pages) |
| Disciplina | 519.5 |
| Collana | SpringerBriefs in statistics. JSS research series in statistics |
| Soggetto topico |
Mathematical statistics
Estadística matemàtica |
| Soggetto genere / forma | Llibres electrònics |
| ISBN |
9784431557845
9784431557838 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Intro -- Preface -- Contents -- Acronyms -- 1 Introduction -- 1.1 A Starting Point for Causal Inference -- 1.2 Framework of Causal Inference -- 1.3 Identification and Estimation of the Magnitude of Causation -- 1.4 Identification and Estimation of Causal Structures -- 1.5 Concluding Remarks -- References -- Part I Basics of LiNGAM Approach -- 2 Basic LiNGAM Model -- 2.1 Independent Component Analysis -- 2.2 LiNGAM Model -- 2.3 Identifiability of the LiNGAM model -- 2.4 Concluding Remarks -- References -- 3 Estimation of the Basic LiNGAM Model -- 3.1 ICA-Based LiNGAM Algorithm -- 3.2 DirectLiNGAM Algorithm -- 3.3 Multigroup Analysis -- 3.3.1 LiNGAM Model for Multiple Groups -- 3.3.2 DirectLiNGAM Algorithm for Multiple LiNGAMs -- 3.4 Concluding Remarks -- References -- 4 Evaluation of Statistical Reliability and Model Assumptions -- 4.1 Evaluation of Statistical Reliability -- 4.1.1 A Bootstrap Approach -- 4.1.2 Bootstrap Probability -- 4.1.3 Multiscale Bootstrap for LiNGAM -- 4.2 Evaluation of Model Assumptions -- References -- Part II Extended Models -- 5 LiNGAM with Hidden Common Causes -- 5.1 Identification and Estimation of Causal Structures of Confounded Variables -- 5.1.1 LiNGAM Model with Hidden Common Causes -- 5.1.2 Identification Based on Independent Component Analysis -- 5.1.3 Estimation Based on Independent Component Analysis -- 5.2 Identification and Estimation of Causal Structures of Unconfounded Variables -- 5.3 Other Hidden Variable Models -- 5.3.1 LiNGAM Model for Latent Factors -- 5.3.2 LiNGAM Model in the Presence of Latent Classes -- References -- 6 Other Extensions -- 6.1 Cyclic Models -- 6.2 Time-Series Models -- 6.3 Nonlinear Models -- 6.4 Discrete Variable Models -- References. |
| Record Nr. | UNINA-9910591033103321 |
Shimizu Shōhei
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| Tokyo, Japan : , : Springer, , [2022] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical data analysis / Glen Cowan
| Statistical data analysis / Glen Cowan |
| Autore | Cowan, Glen |
| Pubbl/distr/stampa | Oxford : Clarendon Press, 1998 |
| Descrizione fisica | xiv, 197 p. : ill. ; 24 cm. |
| Collana | Oxford science publications |
| Soggetto topico | Mathematical statistics |
| ISBN | 0198501552 |
| Classificazione |
510.60
510.62 510.65 519.5 QA276.C658 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISALENTO-991001260999707536 |
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Cowan, Glen
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| Oxford : Clarendon Press, 1998 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. del Salento | ||
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Statistical data analytics : foundations for data mining, informatics, and knowledge discovery, Solutions manual / / Walter W. Piegorsch
| Statistical data analytics : foundations for data mining, informatics, and knowledge discovery, Solutions manual / / Walter W. Piegorsch |
| Autore | Piegorsch Walter W. |
| Pubbl/distr/stampa | Chichester, England : , : Wiley, , 2016 |
| Descrizione fisica | 1 online resource |
| Disciplina | 006.3/12 |
| Collana | Solutions Manual |
| Soggetto topico |
Data mining - Mathematics
Mathematical statistics |
| ISBN |
1-119-04364-6
1-119-03066-8 1-119-04357-3 1-119-04363-8 |
| Classificazione |
417
519.5 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Cover -- Title Page -- Copyright -- Contents -- Preface -- Chapter 1 Data analytics and data mining -- Chapter 2 Basic probability and statistical distributions -- Chapter 3 Data manipulation -- Chapter 4 Data visualization and statistical graphics -- Chapter 5 Statistical inference -- Chapter 6 Techniques for supervised learning: simple linear regression -- Chapter 7 Techniques for supervised learning: multiple linear regression -- Chapter 8 Supervised learning: generalized linear models -- Chapter 9 Supervised learning: classification -- Chapter 10 Techniques for unsupervised learning: dimension reduction -- Chapter 11 Techniques for unsupervised learning: clustering and association -- References -- EULA. |
| Record Nr. | UNINA-9910794779203321 |
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Piegorsch Walter W.
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| Chichester, England : , : Wiley, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical data analytics : foundations for data mining, informatics, and knowledge discovery, Solutions manual / / Walter W. Piegorsch
| Statistical data analytics : foundations for data mining, informatics, and knowledge discovery, Solutions manual / / Walter W. Piegorsch |
| Autore | Piegorsch Walter W. |
| Pubbl/distr/stampa | Chichester, England : , : Wiley, , 2016 |
| Descrizione fisica | 1 online resource |
| Disciplina | 006.3/12 |
| Collana | Solutions Manual |
| Soggetto topico |
Data mining - Mathematics
Mathematical statistics |
| ISBN |
1-119-04364-6
1-119-03066-8 1-119-04357-3 1-119-04363-8 |
| Classificazione |
417
519.5 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Cover -- Title Page -- Copyright -- Contents -- Preface -- Chapter 1 Data analytics and data mining -- Chapter 2 Basic probability and statistical distributions -- Chapter 3 Data manipulation -- Chapter 4 Data visualization and statistical graphics -- Chapter 5 Statistical inference -- Chapter 6 Techniques for supervised learning: simple linear regression -- Chapter 7 Techniques for supervised learning: multiple linear regression -- Chapter 8 Supervised learning: generalized linear models -- Chapter 9 Supervised learning: classification -- Chapter 10 Techniques for unsupervised learning: dimension reduction -- Chapter 11 Techniques for unsupervised learning: clustering and association -- References -- EULA. |
| Record Nr. | UNINA-9910823570303321 |
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Piegorsch Walter W.
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| Chichester, England : , : Wiley, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical data analytics : foundations for data mining, informatics, and knowledge discovery / / Walter W. Piegorsch
| Statistical data analytics : foundations for data mining, informatics, and knowledge discovery / / Walter W. Piegorsch |
| Autore | Piegorsch Walter W. |
| Pubbl/distr/stampa | Chichester, England : , : Wiley, , 2015 |
| Descrizione fisica | 1 online resource |
| Disciplina | 006.3/12 |
| Collana | Solutions Manual |
| Soggetto topico |
Data mining - Mathematics
Mathematical statistics |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-119-04364-6
1-119-03066-8 1-119-04357-3 1-119-04363-8 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910467220403321 |
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Piegorsch Walter W.
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| Chichester, England : , : Wiley, , 2015 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical decision theory [[electronic resource] ] : estimation, testing, and selection / / Friedrich Liese, Klaus-J. Miescke
| Statistical decision theory [[electronic resource] ] : estimation, testing, and selection / / Friedrich Liese, Klaus-J. Miescke |
| Autore | Liese Friedrich <1944-> |
| Edizione | [1st ed. 2008.] |
| Pubbl/distr/stampa | New York, : Springer, c2008 |
| Descrizione fisica | 1 online resource (695 p.) |
| Disciplina | 519.5/42 |
| Altri autori (Persone) | MiesckeKlaus-J |
| Collana | Springer series in statistics |
| Soggetto topico |
Statistical decision
Mathematical statistics |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-281-95005-X
9786611950057 0-387-73194-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Statistical Models -- Tests in Models with Monotonicity Properties -- Statistical Decision Theory -- Comparison of Models, Reduction by -- Invariant Statistical Decision Models -- Large Sample Approximations of Models and Decisions -- Estimation -- Testing -- Selection. |
| Record Nr. | UNINA-9910453269603321 |
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Liese Friedrich <1944->
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| New York, : Springer, c2008 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical decision theory [[electronic resource] ] : estimation, testing, and selection / / Friedrich Liese, Klaus-J. Miescke
| Statistical decision theory [[electronic resource] ] : estimation, testing, and selection / / Friedrich Liese, Klaus-J. Miescke |
| Autore | Liese Friedrich <1944-> |
| Edizione | [1st ed. 2008.] |
| Pubbl/distr/stampa | New York, : Springer, c2008 |
| Descrizione fisica | 1 online resource (695 p.) |
| Disciplina | 519.5/42 |
| Altri autori (Persone) | MiesckeKlaus-J |
| Collana | Springer series in statistics |
| Soggetto topico |
Statistical decision
Mathematical statistics |
| ISBN |
1-281-95005-X
9786611950057 0-387-73194-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Statistical Models -- Tests in Models with Monotonicity Properties -- Statistical Decision Theory -- Comparison of Models, Reduction by -- Invariant Statistical Decision Models -- Large Sample Approximations of Models and Decisions -- Estimation -- Testing -- Selection. |
| Record Nr. | UNINA-9910782360603321 |
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Liese Friedrich <1944->
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| New York, : Springer, c2008 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical decision theory : estimation, testing, and selection / / Friedrich Liese, Klaus-J. Miescke
| Statistical decision theory : estimation, testing, and selection / / Friedrich Liese, Klaus-J. Miescke |
| Autore | Liese Friedrich <1944-> |
| Edizione | [1st ed. 2008.] |
| Pubbl/distr/stampa | New York, : Springer, c2008 |
| Descrizione fisica | 1 online resource (695 p.) |
| Disciplina | 519.5/42 |
| Altri autori (Persone) | MiesckeKlaus-J |
| Collana | Springer series in statistics |
| Soggetto topico |
Statistical decision
Mathematical statistics |
| ISBN |
1-281-95005-X
9786611950057 0-387-73194-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Statistical Models -- Tests in Models with Monotonicity Properties -- Statistical Decision Theory -- Comparison of Models, Reduction by -- Invariant Statistical Decision Models -- Large Sample Approximations of Models and Decisions -- Estimation -- Testing -- Selection. |
| Record Nr. | UNINA-9910821942803321 |
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Liese Friedrich <1944->
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| New York, : Springer, c2008 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Statistical evidence : a likelihood paradigm / Richard M. Royall
| Statistical evidence : a likelihood paradigm / Richard M. Royall |
| Autore | Royall, Richard M. |
| Edizione | [1st ed] |
| Pubbl/distr/stampa | London : Chapman & Hall, c1997 |
| Descrizione fisica | ix, 191 p. : ill. ; 22 cm. |
| Disciplina | 519.5 |
| Collana | Monographs on statistics and applied probability ; 71 |
| Soggetto topico |
Estimation theory
Mathematical statistics Probabilities |
| ISBN | 0412044110 |
| Classificazione | AMS 62A |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNISALENTO-991001372669707536 |
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Royall, Richard M.
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| London : Chapman & Hall, c1997 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. del Salento | ||
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Statistical Field Theory for Neural Networks [[electronic resource] /] / by Moritz Helias, David Dahmen
| Statistical Field Theory for Neural Networks [[electronic resource] /] / by Moritz Helias, David Dahmen |
| Autore | Helias Moritz |
| Edizione | [1st ed. 2020.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
| Descrizione fisica | 1 online resource (XVII, 203 p. 127 illus., 5 illus. in color.) |
| Disciplina | 519.2 |
| Collana | Lecture Notes in Physics |
| Soggetto topico |
Statistical physics
Neurosciences Machine learning Neural networks (Computer science) Mathematical statistics Statistical Physics and Dynamical Systems Machine Learning Mathematical Models of Cognitive Processes and Neural Networks Probability and Statistics in Computer Science |
| ISBN | 3-030-46444-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction -- Probabilities, moments, cumulants -- Gaussian distribution and Wick’s theorem -- Perturbation expansion -- Linked cluster theorem -- Functional preliminaries -- Functional formulation of stochastic differential equations -- Ornstein-Uhlenbeck process: The free Gaussian theory -- Perturbation theory for stochastic differential equations -- Dynamic mean-field theory for random networks -- Vertex generating function -- Application: TAP approximation -- Expansion of cumulants into tree diagrams of vertex functions -- Loopwise expansion of the effective action - Tree level -- Loopwise expansion in the MSRDJ formalism -- Nomenclature. |
| Record Nr. | UNISA-996418173603316 |
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Helias Moritz
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
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