Leopoldo Bertossi

Leopoldo Bertossi

Carleton University

H-index: 35

North America-Canada

About Leopoldo Bertossi

Leopoldo Bertossi, With an exceptional h-index of 35 and a recent h-index of 21 (since 2020), a distinguished researcher at Carleton University, specializes in the field of Data Management, Business Intelligence, Knowledge Representation, Computational Logic.

His recent articles reflect a diverse array of research interests and contributions to the field:

The Distributional Uncertainty of the SHAP score in Explainable Machine Learning

The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits

The shapley value in database management

Query Games in Databases

Declarative approaches to counterfactual explanations for classification

Explanation Scores in Data Management

Opening Up the Neural Network Classifier for Shap Score Computation

Attribution-scores and causal counterfactuals as explanations in artificial intelligence

Leopoldo Bertossi Information

University

Position

Prof. of Computer Science Canada

Citations(all)

5486

Citations(since 2020)

1395

Cited By

4616

hIndex(all)

35

hIndex(since 2020)

21

i10Index(all)

78

i10Index(since 2020)

33

Email

University Profile Page

Carleton University

Google Scholar

View Google Scholar Profile

Leopoldo Bertossi Skills & Research Interests

Data Management

Business Intelligence

Knowledge Representation

Computational Logic

Top articles of Leopoldo Bertossi

Title

Journal

Author(s)

Publication Date

The Distributional Uncertainty of the SHAP score in Explainable Machine Learning

arXiv preprint arXiv:2401.12731

Santiago Cifuentes

Leopoldo Bertossi

Nina Pardal

Sergio Abriola

Maria Vanina Martinez

...

2024/1/23

The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits

Leopoldo Bertossi

2023/4/5

The shapley value in database management

ACM Sigmod Record

Leopoldo Bertossi

Benny Kimelfeld

Ester Livshits

Mikaël Monet

2023/8/10

Query Games in Databases

ACM Sigmod Record

Ester Livshits

Leopoldo Bertossi

Benny Kimelfeld

Moshe Sebag

2021/6/17

Declarative approaches to counterfactual explanations for classification

Theory and Practice of Logic Programming

Leopoldo Bertossi

2023/5

Explanation Scores in Data Management

Ontario DataBase Day–Program

Leopoldo Bertossi

2023/12/13

Opening Up the Neural Network Classifier for Shap Score Computation

arXiv preprint arXiv:2303.06516

Leopoldo Bertossi

Jorge E Leon

2023/3/11

Attribution-scores and causal counterfactuals as explanations in artificial intelligence

Leopoldo Bertossi

2023/4/28

From database repairs to causality in databases and beyond

Leopoldo Bertossi

2023/9/22

Extending sticky-Datalog±via finite-position selection functions: Tractability, algorithms, and optimization

Information Systems

Leopoldo Bertossi

Mostafa Milani

2023/3/1

Reasoning Web. Causality, Explanations and Declarative Knowledge: 18th International Summer School 2022, Berlin, Germany, September 27–30, 2022, Tutorial Lectures

Leopoldo Bertossi

Guohui Xiao

2023/4/27

Compiling neural network classifiers into Boolean circuits for efficient shap-score computation

Proceedings of AMW

Leopoldo Bertossi

Jorge E León

2023

Efficient Computation of Shap Explanation Scores for Neural Network Classifiers via Knowledge Compilation

Leopoldo Bertossi

Jorge E León

2023/9/20

The Shapley value of tuples in query answering

Logical Methods in Computer Science

Ester Livshits

Leopoldo Bertossi

Benny Kimelfeld

Moshe Sebag

2021/9/2

Attribution-Scores in Data Management and Explainable Machine Learning

Leopoldo Bertossi

2023/8/28

On the complexity of SHAP-score-based explanations: Tractability via knowledge compilation and non-approximability results

Journal of Machine Learning Research

Marcelo Arenas

Pablo Barceló

Leopoldo Bertossi

Mikaël Monet

2023

Answer-Set Programs for Repair Updates and Counterfactual Interventions

arXiv preprint arXiv:2209.12110

Leopoldo Bertossi

2022/9/25

3 Overview of Talks 3.1 SHAP Explanations with Booleans Circuit Classifiers

Extending the Synergies Between SAT and Description Logics

Leopoldo Bertossi

2022/2

Second-Order Specifications and Quantifier Elimination for Consistent Query Answering in Databases

arXiv preprint arXiv:2108.08423

Leopoldo Bertossi

2021/8/19

Semantics in Databases (Dagstuhl Seminar 01021)

Leopoldo Bertossi

Gyula OH Katona

Klaus-Dieter Schewe

Bernhard Thalheim

2021

See List of Professors in Leopoldo Bertossi University(Carleton University)

Co-Authors

H-index: 91
Dan Suciu

Dan Suciu

University of Washington

H-index: 83
Georg Gottlob

Georg Gottlob

University of Oxford

H-index: 56
Torsten Schaub

Torsten Schaub

Universität Potsdam

H-index: 53
Anthony Hunter

Anthony Hunter

University College London

H-index: 41
Enrico Franconi

Enrico Franconi

Libera Università di Bolzano

H-index: 39
Bernhard Thalheim

Bernhard Thalheim

Christian-Albrechts-Universität zu Kiel

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