Vicenç Torra

Jag jobbar med artificiell intelligens. De forskningsämnena som jag fokuserar på inkluderar dataskydd, approximate reasoning och beslutsfattande.

Kontakt

vicenc.torra@umu.se

090-786 59 48

Verksam vid

Professor vid Institutionen för datavetenskap Roll: Biträdande prefekt

MIT-huset, Umeå universitet, MIT.A.438 Umeå universitet, 901 87 Umeå

Jag är professor på Institutionen för datavetenskap där jag leder forskningsgruppen NAUSICA: PrivAcy-AWare traNSparent deCIsions. Jag forskar om dataskydd, approximate reasoning och beslutsfattande.

Jag har skrivit flera böcker, däribland dessa:

V. Torra, Y. Narukawa, Modeling Decisions, Springer, 2007
V. Torra, Data privacy: Foundations, New Developments and the Big Data Challenge, Springer, 2017

Läs mer om min forskning

Energy disaggregation risk resilience through microaggregation and discrete Fourier transform

Information Sciences, Elsevier 2024, Vol. 662

Adewole, Kayode S.; Torra, Vicenç

Explainable machine learning models with privacy

Progress in Artificial Intelligence, Springer 2024, Vol. 13 : 31-50

Bozorgpanah, Aso; Torra, Vicenç

Privacy in manifolds: combining k-anonymity with differential privacy on Fréchet means

Computers & security (Print), Elsevier 2024, Vol. 144

Garg, Sonakshi; Torra, Vicenç

Can synthetic data preserve manifold properties?

ICT systems security and privacy protection: 39th IFIP international conference, SEC 2024, Edinburgh, UK, June 12–14, 2024, proceedings, Cham: Springer 2024 : 134-147

Garg, Sonakshi; Torra, Vicenç

Task-specific knowledge distillation with differential privacy in LLMs

Computer Security – ESORICS 2024: 29th European Symposium on Research in Computer Security, Bydgoszcz, Poland, September 16–20, 2024, Proceedings, Part II, Springer Science+Business Media B.V. 2024 : 374-389

Garg, Sonakshi; Torra, Vicenç

Differentially private traffic flow prediction using transformers: a federated approach

Computer Security. ESORICS 2023 International Workshops: CyberICS, DPM, CBT, and SECPRE, The Hague, The Netherlands, September 25–29, 2023, Revised Selected Papers, Part I, Springer Nature 2024 : 260-271

Gupta, Sargam; Torra, Vicenç

Empirical evaluation of synthetic data created by generative models via attribute inference attack

Privacy and identity management: sharing in a digital world, Springer 2024 : 282-291

Kwatra, Saloni; Torra, Vicenç

DISCOLEAF: Personalized DIScretization of COntinuous Attributes for LEArning with Federated Decision Trees

Privacy in statistical databases: International Conference, PSD 2024, Antibes Juan-les-Pins, France, September 25–27, 2024, Proceedings, Springer Nature 2024 : 344-357

Kwatra, Saloni; Torra, Vicenç

Integrally private model selection for support vector machine

Kwatra, Saloni; Varshney, Ayush K.; Torra, Vicenç

The past and future of fuzzy measures and fuzzy integrals: in memory of prof. Michio Sugeno

Modeling decisions for artificial intelligence: 21st international conference, MDAI 2024, Tokyo, Japan, August 27–31, 2024, proceedings, Cham: Springer Nature 2024 : 3-7

Narukawa, Yasuo; Fujimoto, Katsushige; Torra, Vicenç; et al.

Attribute disclosure risk in smart meter data

Privacy in statistical databases: International conference, PSD 2024, Antibes Juan-les-Pins, France, September 25–27, 2024, proceedings, Springer Nature 2024 : 274-283

Navarro-Arribas, Guillermo; Torra, Vicenç

A note on Sugeno exponential function with respect to distortion

Applied Mathematics and Computation, Elsevier 2024, Vol. 470

Negi, Shekhar Singh; Torra, Vicenç

Computation of Choquet integrals: Analytical approach for continuous functions

Information Sciences, Elsevier 2024, Vol. 679

Ontkovičová, Zuzana; Torra, Vicenç

Preprocessed spectral clustering with higher connectivity for robustness in real-world applications

International Journal of Computational Intelligence Systems, Springer Nature 2024, Vol. 17, (1)

Sadjadi, Fatemeh; Torra, Vicenç; Jamshidi, Mina

Υ-values: power indices à la orness for non-additive measures

IEEE transactions on fuzzy systems, IEEE 2024, Vol. 32, (7) : 4099-4108

Torra, Vicenç

Games, fuzzy measures, indices, and explainable ML: exploiting the game

Intelligent and fuzzy systems: intelligent industrial informatics and efficient networks proceedings of the INFUS 2024 conference, volume 1, Springer Nature 2024 : 19-25

Torra, Vicenç

Preface

Modeling decisions for Artificial Intelligence: 21st international conference, MDAI 2024, Tokyo, Japan, August 27–31, 2024, proceedings, Springer Nature 2024 : vi-vi

Torra, Vicenç; Narukawa, Yasuo; Kikuchi, Hiroaki

Modeling decisions for artificial intelligence: 21st international conference, MDAI 2024, Tokyo, Japan, August 27–31, 2024, Proceedings

Lecture Notes in Computer Science, 14986

Torra, Vicenç; Narukawa, Yasuo; Kikuchi, Hiroaki

Privacy protection of synthetic smart grid data simulated via generative adversarial networks

Proceedings of the 20th international conference on security and cryptography, SECRYPT 2023, SciTePress 2023 : 279-286

Adewole, Kayode Sakariyah; Torra, Vicenç

Logic aggregators and their implementations

Modeling decisions for artificial intelligence: 20th international conference, MDAI 2023, Umeå, Sweden, June 19–22, 2023, Proceedings, Springer Science+Business Media B.V. 2023 : 3-42

Dujmović, Jozo; Torra, Vicenç

K-anonymous privacy preserving manifold learning

Proceedings of the 20th international conference on security and cryptography: SECRYPT 2023, SciTePress 2023 : 37-48

Garg, Sonakshi; Torra, Vicenç

Data protection and multi-database data-driven models

Future Internet, MDPI 2023, Vol. 15, (3)

Jiang, Lili; Torra, Vicenç

Data reconstruction attack against principal component analysis

Security and Privacy in Social Networks and Big Data: 9th International Symposium, SocialSec 2023, Canterbury, UK, August 14–16, 2023, Springer Science+Business Media B.V. 2023 : 79-92

Kwatra, Saloni; Torra, Vicenç

On the definition of probabilistic metric spaces by means of fuzzy measures

Fuzzy sets and systems (Print), Elsevier 2023, Vol. 465

Narukawa, Yasuo; Taha, Mariam; Torra, Vicenç

Scores for hesitant fuzzy sets: aggregation functions and generalized integrals

IEEE transactions on fuzzy systems, IEEE 2023, Vol. 31, (7) : 2425-2434

Narukawa, Yasuo; Torra, Vicenç

Existence and uniqueness of solutions of differential equations with respect to non-additive measures

Mathematical methods in the applied sciences, John Wiley & Sons 2023, Vol. 46, (2) : 2174-2196

Negi, Shekhar Singh; Torra, Vicenç

Edge local differential privacy for dynamic graphs

Security and privacy in social networks and big data: 9th International Symposium, SocialSec 2023, Canterbury, UK, august 14–16, 2023, Proceedings, Singapore: Springer 2023 : 224-238

Paul, Sudipta; Salas, Julián; Torra, Vicenç

Δ SFL: (Decoupled Server Federated Learning) to utilize DLG attacks in federated learning by decoupling the server

Proceedings of the 20th International Conference on Security and Cryptography, SciTePress 2023 : 577-584

Paul, Sudipta; Torra, Vicen

Joint multiple efficient neighbors and graph learning for multi-view clustering

Integrated uncertainty in knowledge modelling and decision making: 10th international symposium, IUKM 2023, Kanazawa, Japan, November 2–4, 2023, proceedings, part ii, Springer Science+Business Media B.V. 2023 : 25-36

Sadjadi, Fatemeh; Torra, Vicenç

Differentially private graph publishing through noise-graph addition

Modeling decisions for artificial intelligence: 20th international conference, MDAI 2023, Umeå, Sweden, June 19–22, 2023, proceedings, Springer Science+Business Media B.V. 2023 : 253-264

Salas, Julián; González-Zelaya, Vladimiro; Torra, Vicenç; et al.

Towards measuring fairness for local differential privacy

Data privacy management, cryptocurrencies and blockchain technology: ESORICS 2022 international workshops, DPM 2022 and CBT 2022, Copenhagen, Denmark, September 26–30, 2022, revised selected papers, Springer 2023 : 19-34

Salas, Julián; Torra, Vicenç; Megías, David

Introducing robots and AI in human service organizations: what are the implications for employees and service users?

Handbook of critical studies of artificial intelligence, Cheltenham: Edward Elgar Publishing 2023 : 726-736

Tafvelin, Susanne; Hjelte, Jan; Schimmer, Robyn; et al.

Measuring the distance between machine learning models using F-space

Fuzzy Logic and Technology, and Aggregation Operators: 13th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2023, and 12th International Summer School on Aggregation Operators, AGOP 2023. Palma de Mallorca, Spain, September 4–8, 2023, Proceedings, Springer Science+Business Media B.V. 2023 : 307-319

Taha, Mariam; Torra, Vicenç

A systematic construction of non-i.i.d. data sets from a single data set: non-identically distributed data

Knowledge and Information Systems, Springer Nature 2023, Vol. 65 : 991-1003

Torra, Vicenç

The transport problem for non-additive measures

European Journal of Operational Research, Elsevier 2023, Vol. 311, (2) : 679-689

Torra, Vicenç

Optimal transport and the Wasserstein distance for fuzzy measures: an example

Intelligent and fuzzy systems: intelligence and sustainable future proceedings of the INFUS 2023 conference, volume 1 : 39-44

Torra, Vicenç

Data privacy for machine learning and statistics

Artificial intelligence, Elsevier 2023 : 103-128

Torra, Vicenç

Data privacy: state of the art

Transactions on Data Privacy, University of Skövde 2023, Vol. 16, (1) : 1-2

Torra, Vicenç; Domingo-Ferrer, Josep

Preface

Modeling decisions for artificial intelligence: 20th International Conference, MDAI 2023, Umeå, Sweden, June 19–22, 2023, Proceedings

Torra, Vicenç; Narukawa, Yasuo

Special issue on data mining and data privacy

Journal of Ambient Intelligence and Humanized Computing, Springer 2023, Vol. 14 : 14977-14978

Torra, Vicenç; Narukawa, Yasuo

Attribute disclosure risk for k-anonymity: the case of numerical data

International Journal of Information Security, Springer Nature 2023, Vol. 22, (6) : 2015-2024

Torra, Vicenç; Navarro-Arribas, Guillermo

Literature review of the recent trends and applicationsin various fuzzy rule-based systems

International Journal of Fuzzy Systems, Springer Nature 2023, Vol. 25, (6) : 2163-2186

Varshney, Ayush K.; Torra, Vicenç

Integrally private model selection for deep neural networks

Database and expert systems applications: 34th international conference, DEXA 2023, Penang, Malaysia, august 28–30, 2023, proceedings, part II, Malaysia: Springer Nature 2023 : 408-422

Varshney, Ayush K.; Torra, Vicenç

Concept drift detection using ensemble of integrally private models

MLCS@ECML-PKDD 2023, The 5th Workshop on Machine Learning for CyberSecurity, Turin, Italy, September 18-22, 2023

Varshney, Ayush K.; Torra, Vicenç

DFTMicroagg: a dual-level anonymization algorithm for smart grid data

International Journal of Information Security, Springer 2022, Vol. 21 : 1299-1321

Adewole, Kayode S.; Torra, Vicenç

Privacy issues in smart grid data: from energy disaggregation to disclosure risk

Database and expert systems applications: 33rd international conference, DEXA 2022, Vienna, Austria, August 22–24, 2022, proceedings, part I, Springer 2022 : 71-84

Adewole, Kayode Sakariyah; Torra, Vicenç

HFC: data clustering based on hesitant fuzzy decision making

Iranian Journal of Fuzzy Systems, University of Sistan and Baluchestan 2022, Vol. 19, (5) : 167-181

Aliahmadipour, L.; Eftekhari, M.; Torra, Vicenç

Privacy and explainability: the effects of data protection on shapley values

Technologies, MDPI 2022, Vol. 10, (6)

Bozorgpanah, Aso; Torra, Vicenç; Aliahmadipour, Laya

Aggregation functions in decision engineering: ten necessary properties and parameter-directedness

Intelligent and fuzzy techniques for emerging conditions and digital transformation: Proceedings of the INFUS 2021 conference, held August 24-26, 2021. Volume 1, Springer 2022 : 173-181

Dujmović, Jozo; Torra, Vicenç

How fuzzy concepts contribute to machine learning

Studies in Fuzziness and Soft Computing, 416

Eftekhari, Mahdi; Mehrpooya, Adel; Saberi-Movahed, Farid; et al.

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