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Staff photo Vicenç Torra

Vicenç Torra

I am working on artificial intelligence. Main research topics include data privacy, approximate reasoning, decision making.

Contact

E-mail
vicenc.torra@umu.se
Phone
+46 90 786 59 48

Works at

Affiliation
Professor at Department of Computing Science
Location
MIT-huset, Umeå universitet, MIT.A.438 Umeå universitet, 901 87 Umeå

I am Professor at the Computing Science department, where I lead the "NAUSICA: PrivAcy-AWare traNSparent deCIsions group".

I am working on AI, data privacy and approximate reasoning (fuzzy sets and systems).

I have written several books including:

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

Details on my research can be found here: http://www.mdai.cat/vtorra.

 

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
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 : 249-259
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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