Andrea Ferrario

Dep. Management, Technology, and Economics ETH Zurich

Zurich

Switzerland

Mobiliar Lab for Analytics at ETH

Scientific Director

Zürich, 8092

Switzerland

SCHOLARLY PAPERS

7

DOWNLOADS
Rank 20,411

SSRN RANKINGS

Top 20,411

in Total Papers Downloads

2,895

SSRN CITATIONS
Rank 41,565

SSRN RANKINGS

Top 41,565

in Total Papers Citations

12

CROSSREF CITATIONS

5

Scholarly Papers (7)

1.

Insights from Inside Neural Networks

Number of pages: 64 Posted: 19 Aug 2018 Last Revised: 24 Apr 2020
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 1,356 (16,955)
Citation 9

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.

The Art of Natural Language Processing: Classical, Modern and Contemporary Approaches to Text Document Classification

Number of pages: 51 Posted: 31 Mar 2020
Andrea Ferrario and Mara Naegelin
Dep. Management, Technology, and Economics ETH Zurich and Mobiliar Lab for Analytics at ETH
Downloads 736 (40,867)
Citation 3

Abstract:

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natural language processing, bag-of-words models, word embeddings, machine learning, recurrent neural networks, deep learning, Python, Tensorflow 2.0, Keras

3.

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 515 (64,790)
Citation 5

Abstract:

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

4.

Explaining Interpretable Machine Learning: Theory, Methods and Applications

Number of pages: 87 Posted: 21 Jan 2021
Michaela Benk and Andrea Ferrario
ETH Zürich - Department of Management, Technology, and Economics (D-MTEC) and Dep. Management, Technology, and Economics ETH Zurich
Downloads 115 (284,482)
Citation 1

Abstract:

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interpretable machine learning, explanation, interpretation, trust, trust in human-machine interactions, counterfactual explanations, Local Interpretable Model-agnostic Explanations (LIME), Python, Tensorflow 2.0

5.

Transparency As Design Publicity: Explaining and Justifying Inscrutable Algorithms

Number of pages: 20 Posted: 20 Jun 2019
Michele Loi, Andrea Ferrario and Eleonora Viganò
Institute of Biomedical Ethics and History of Medicine, University of Zurich, Dep. Management, Technology, and Economics ETH Zurich and University of Zurich - Institute for Biomedical Ethics and the History of Medicine
Downloads 87 (342,058)
Citation 2

Abstract:

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algorithms, transparency, interpretability, explanation, justification, AI

6.

How Much Do You Trust Me? A Logico-Mathematical Analysis of the Concept of the Intensity of Trust

Number of pages: 31 Posted: 21 Jan 2021
Michele Loi, Andrea Ferrario and Eleonora Viganò
Institute of Biomedical Ethics and History of Medicine, University of Zurich, Dep. Management, Technology, and Economics ETH Zurich and University of Zurich - Institute for Biomedical Ethics and the History of Medicine
Downloads 44 (480,737)
Citation 1

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trust, measure, philosophy, mathematical and quantitative methods

7.

Algorithm, Machine Learning and Artificial Intelligence

Number of pages: 14 Posted: 06 Apr 2021
Andrea Ferrario and Michele Loi
Dep. Management, Technology, and Economics ETH Zurich and Institute of Biomedical Ethics and History of Medicine, University of Zurich
Downloads 42 (489,457)

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algorithm, machine learning, artificial intelligence, explainable artificial intelligence, ethics of artificial intelligence, trust