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[null,"1.","Record Nr.",null,"UNISA996490348103316"]
[null,null,"Autore",null,"Shimizu Shōhei"]
[null,null,"Titolo",null,"Statistical causal discovery : LiNGAM approach / / Shohei Shimizu"]
[null,null,"Pubbl/distr/stampa",null,"Tokyo, Japan : , : Springer, , [2022]"]
[{"$nulls":4},"©2022"]
[null,null,"ISBN",null,"9784431557845"]
[{"$nulls":4},"9784431557838"]
[null,null,"Descrizione fisica",null,"1 online resource (99 pages)"]
[null,null,"Collana",null,"SpringerBriefs in statistics. JSS research series in statistics"]
[null,null,"Disciplina",null,"519.5"]
[null,null,"Soggetti",null,"Mathematical statistics"]
[{"$nulls":4},"Estadística matemàtica"]
[{"$nulls":4},"Llibres electrònics"]
[null,null,"Lingua di pubblicazione",null,"Inglese"]
[null,null,"Formato",null,"Materiale a stampa"]
[null,null,null,"Livello bibliografico","Monografia"]
[null,null,null,"Nota di bibliografia","Includes bibliographical references."]
[null,null,"Nota di contenuto",null,"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 "]
[{"$nulls":4},"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."]