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[null,"1.","Record Nr.",null,"UNISA996495169103316"]
[null,null,"Titolo",null,"Interpretability for Industry 4.0 : statistical and machine learning approaches / / Antonio Lepore, Biagio Palumbo, Jean-Michel Poggi, editors"]
[null,null,"Pubbl/distr/stampa",null,"Cham, Switzerland : , : Springer, , [2022]"]
[{"$nulls":4},"©2022"]
[null,null,"ISBN",null,"3-031-12402-2"]
[null,null,"Descrizione fisica",null,"1 online resource (130 pages) : illustrations"]
[null,null,"Disciplina",null,"658.4038028563"]
[null,null,"Soggetti",null,"Industry 4.0"]
[{"$nulls":4},"Machine learning - Industrial applications"]
[{"$nulls":4},"Industry 4.0 - Statistical methods"]
[{"$nulls":4},"Aprenentatge automàtic"]
[{"$nulls":4},"Aplicacions industrials"]
[{"$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 -- 1 Different Views of Interpretability -- 1.1 Introduction -- 1.2 Interpretability: In Praise of Transparent Models -- 1.2.1 What Happened? -- 1.2.2 What Will Happen? -- 1.2.3 What Shall be Done to Make It Happen? -- 1.2.4 Patterns and Models -- 1.3 Generalizability and Interpretability with Industry 4.0 Implications -- 1.3.1 Introduction to Interpretable AI -- 1.3.2 A Wide Angle Perspective of Generalizability -- 1.3.3 Statistical Generalizability -- 1.4 Connections Between Interpretability in Machine Learning and Sensitivity Analysis of Model Outputs -- 1.4.1 Machine Learning and Uncertainty Quantification -- 1.4.2 Basics on Sensitivity Analysis and Its Main Settings -- 1.4.3 A Brief Taxonomy of Interpretability in Machine Learning -- 1.4.4 A Review of Sensitivity Analysis Powered Interpretability Methods -- References -- 2 Model Interpretability, Explainability and Trust for Manufacturing 4.0 -- 2.1 Manufacturing 4.0: Driving Trends for Data Mining -- 2.1.1 Process Monitoring in Manufacturing 4.0 -- 2.1.2 Design of Experiments in Manufacturing 4.0 -- 2.1.3 Increasing Trust in AI Models for Manufacturing 4.0: Interpretability, Explainability and Robustness -- 2.2 Additive Manufacturing as a Paradigmatic Example of Manufacturing 4.0 -- 2.3 "]
[{"$nulls":4},"Increase Trust in Additive Manufacturing: Robust Functional Analysis of Variance in Video-Image Analysis -- 2.3.1 The RoFANOVA Approach -- 2.3.2 An Additive Manufacturing Application -- References -- 3 Interpretability via Random Forests -- 3.1 Introduction -- 3.2 Interpretable Rule-Based Models -- 3.2.1 Literature Review -- 3.2.1.1 Definitions and Origins of Rule Models -- 3.2.1.2 Decision Trees -- 3.2.1.3 Tree-Based Rule Learning -- 3.2.1.4 Modern Rule Learning -- 3.2.2 SIRUS: Stable and Interpretable RUle Set -- 3.2.2.1 SIRUS Algorithm -- 3.2.2.2 Theoretical Analysis."]
[{"$nulls":4},"3.2.2.3 Experiments -- 3.2.3 Discussion -- 3.3 Post-Processing of Black-Box Algorithms via Variable Importance -- 3.3.1 Literature Review -- 3.3.1.1 Model-Specific Variable Importance -- 3.3.1.2 Global Sensitivity Analysis -- 3.3.1.3 Local Interpretability -- 3.3.2 Sobol-MDA -- 3.3.2.1 Sobol-MDA Algorithm -- 3.3.2.2 Sobol-MDA Properties -- 3.3.2.3 Experiments -- 3.3.3 SHAFF: SHApley eFfects Estimates via Random Forests -- 3.3.3.1 SHAFF Algorithm -- 3.3.3.2 SHAFF Consistency -- 3.3.3.3 Experiments -- 3.3.4 Discussion -- References -- 4 Interpretability in Generalized Additive Models -- 4.1 GAMs: A Basic Framework for Flexible Interpretable Regression -- 4.1.1 Flexibility Can Be Important -- 4.1.2 Making the Model Computable -- 4.1.3 Estimation and Inference -- 4.1.4 Checking, Effective Degrees of Freedom and Model Selection -- 4.1.5 GAM Computation with mgcv in R -- 4.1.6 Smooths of Several Predictors -- 4.1.7 Further Interpretable Structure -- 4.2 From GAM to GAMLSS: Interpretability for Model Building -- 4.2.1 GAMLSS Modelling of UK Aggregate Electricity Demand -- 4.2.1.1 Data Overview and Pre-processing -- 4.2.1.2 Interactive GAMLSS Model Building -- 4.3 From GAMs to Aggregations of Experts, Are We Still Interpretable? -- 4.3.1 Online Forecasting with Online Aggregation of Experts -- 4.3.2 Visualizing the Black Boxes -- References."]
[null,"2.","Record Nr.",null,"UNINA9910286426803321"]
[null,null,"Autore",null,"sobre los Refugiados Españoles y la Cultura Mexicana Jornadas"]
[null,null,"Titolo",null,"Los refugiados españoles y la cultura mexicana : actas de las primeras jornadas celebradas en la Residencia de Estudiantes en noviembre de 1994 / / Jose Luis Abellán... [et al.]"]
[null,null,"Pubbl/distr/stampa",null,"El Colegio de México, 1998"]
[{"$nulls":4},"Madrid : , : Amigos de la Residencia de Estudiantes, , 1998"]
[{"$nulls":4},"©1998"]
[null,null,"ISBN",null,"84-921088-9-4"]
[null,null,"Edizione",null,"[1. ed.]"]
[null,null,"Descrizione fisica",null,"1 online resource (160 p.)"]
[null,null,"Disciplina",null,"946.0811"]
[null,null,"Soggetti",null,"Political refugees - Mexico - Congresses"]
[{"$nulls":4},"Political refugees - Spain - Congresses"]
[{"$nulls":4},"Spaniards - Mexico - Intellectual life - 20th century - Congresses"]
[{"$nulls":4},"Electronic books."]
[{"$nulls":4},"Mexico Civilization Spanish influences Congresses"]
[{"$nulls":4},"Spain History Civil War, 1936-1939 Refugees Congresses"]
[{"$nulls":4},"Mexico Intellectual life 20th century Congresses"]
[null,null,"Lingua di pubblicazione",null,"Spagnolo"]
[null,null,"Formato",null,"Materiale a stampa"]
[null,null,null,"Livello bibliografico","Monografia"]
[null,null,null,"Nota di bibliografia","Includes bibliographical references and index."]
[null,null,null,"Sommario/riassunto","Este libro recoge las ponencias presentadas en las primeras jornadas sobre \"Los refugiados españoles y la cultura mexicana\", celebradas los días 14 y 15 de noviembre de 1994 en la Residencia de Estudiantes. El encuentro de protagonistas y estudiosos del exilio español de 1939 en México fue organizado conjuntamente por la Residencia y El Colegio de México, cuya estrecha relación ha tenido mucho que ver con el tema de las jornadas, idóneo, por tanto, para inaugurar la colaboración formal entre ambas entidades. Esta colaboración se ha visto posteriormente reforzada con la firma de un convenio entre El Colegio y la Residencia, que, entre otros objetivos comunes, establece la continuidad de los encuentros y prevé su celebración periódica, alternando la sede de los mismos entre la Residencia y El Colegio."]