Andrea Ferrario

Dep. Management, Technology, and Economics ETH Zurich

Mobiliar Lab for Analytics at ETH

Scientific Director

Zürich, 8092

Switzerland

SCHOLARLY PAPERS

3

DOWNLOADS

667

CITATIONS

0

Scholarly Papers (3)

1.

Insights from Inside Neural Networks

Number of pages: 52 Posted: 19 Aug 2018 Last Revised: 14 Nov 2018
Andrea Ferrario, Alexander Noll and Mario V. Wuthrich
Dep. Management, Technology, and Economics ETH Zurich, PartnerRe Ltd - PartnerRe Holdings Europe Limited and RiskLab, ETH Zurich
Downloads 604 (43,036)

Abstract:

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Neural Networks, Architecture, Over-Fitting, Loss Function, Dropout, Regularization, LASSO, Ridge, Gradient Descent, Class Imbalance, Car Insurance, Claims Frequency, Poisson Regression Model, Machine Learning, Deep Learning

2.

On Boosting: Theory and Applications

Number of pages: 39 Posted: 20 Jun 2019
Andrea Ferrario and Roger Hämmerli
Dep. Management, Technology, and Economics ETH Zurich and Schweizerische Mobiliar Versicherungsgesellschaft
Downloads 46 (400,717)

Abstract:

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machine learning, boosting, predictive modeling, R, Python, car insurance, Kaggle, Porto Seguro, AdaBoost, XGBoost

3.

Transparency As Design Publicity: Explaining and Justifying Inscrutable Algorithms

Number of pages: 20 Posted: 20 Jun 2019
Michele Loi, Andrea Ferrario and Eleonora Viganò
University of Zurich, Dep. Management, Technology, and Economics ETH Zurich and University of Zurich - Institute for Biomedical Ethics and the History of Medicine
Downloads 17 (532,650)

Abstract:

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algorithms, transparency, interpretability, explanation, justification, AI