ENBIS Workshop: Interpretability for Industry 4.0
from
Monday, 12 July 2021 (09:00)
to
Tuesday, 13 July 2021 (12:30)
Monday, 12 July 2021
09:00
Sébastien Da Veiga, Erwan Scornet: “Two approaches of interpretability: simple ML models vs black-box explainability”
Sébastien Da Veiga, Erwan Scornet: “Two approaches of interpretability: simple ML models vs black-box explainability”
09:00 - 10:30
11:15
Clément Bénard: “Black-box explainability: variable importance in random forests”
Clément Bénard: “Black-box explainability: variable importance in random forests”
11:15 - 11:45
11:45
Round table chaired by Bertrand Iooss
Round table chaired by Bertrand Iooss
11:45 - 12:30
14:00
Simon Wood: "Generalised additive models: interpretability via additivity"
Simon Wood: "Generalised additive models: interpretability via additivity"
14:00 - 14:45
14:45
Yannig Goude: "Interpretability of machine learning approaches for electricity demand forecasting"
Yannig Goude: "Interpretability of machine learning approaches for electricity demand forecasting"
14:45 - 15:30
16:15
Matteo Fasiolo: "Visual tools for additive model development and checking"
Matteo Fasiolo: "Visual tools for additive model development and checking"
16:15 - 16:45
16:45
Round table chaired by Piercesare Secchi
Round table chaired by Piercesare Secchi
16:45 - 17:30
Tuesday, 13 July 2021
09:00
Bianca Maria Colosimo: “In-situ data mining in Industry 4.0 - opportunities and challenges”
Bianca Maria Colosimo: “In-situ data mining in Industry 4.0 - opportunities and challenges”
09:00 - 09:45
09:45
Andrea Palumbo, Claudia Schipani “Digital for Additive Manufacturing: the case study of Avio Aero”
Andrea Palumbo, Claudia Schipani “Digital for Additive Manufacturing: the case study of Avio Aero”
09:45 - 10:30
11:15
Fabio Centofanti: “Robust functional ANOVA with application to Additive Manufacturing”
Fabio Centofanti: “Robust functional ANOVA with application to Additive Manufacturing”
11:15 - 11:45
11:45
Round table chaired by Ron Kenett
Round table chaired by Ron Kenett
11:45 - 12:30