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Viewing Publication 1 - 100 from 317

2023

A Critical Review on the Use (and Misuse) of Differential Privacy in Machine LearningAlberto Blanco-Justicia, David Sánchez 0001, Josep Domingo-Ferrer, Krishnamurty Muralidhar. ACM Comput. Surv., 55(8), 2023. [doi]

Circuit-Free General-Purpose Multi-Party Computation via Co-Utile Unlinkable OutsourcingJosep Domingo-Ferrer, Jesús A. Manjón. tdsc, 20(1):539-550, 2023. [doi]

Explaining predictions and attacks in federated learning via random forestsRami Haffar, David Sánchez 0001, Josep Domingo-Ferrer. apin, 53(1):169-185, 2023. [doi]

Utility-Preserving Privacy Protection of Textual Documents via Word EmbeddingsFadi Hassan, David Sánchez 0001, Josep Domingo-Ferrer. tkde, 35(1):1058-1071, 2023. [doi]

FL-Defender: Combating targeted attacks in federated learningNajeeb Moharram Jebreel, Josep Domingo-Ferrer. kbs, 260:110178, 2023. [doi]

Defending Against Backdoor Attacks by Layer-wise Feature AnalysisNajeeb Moharram Jebreel, Josep Domingo-Ferrer, Yiming Li. pakdd 2023: 428-440 [doi]

Secure, accurate and privacy-aware fully decentralized learning via co-utilityJesús A. Manjón, Josep Domingo-Ferrer, David Sánchez 0001, Alberto Blanco-Justicia. comcom, 207:1-18, July 2023. [doi]

Fair detection of poisoning attacks in federated learning on non-i.i.d. dataAshneet Khandpur Singh, Alberto Blanco-Justicia, Josep Domingo-Ferrer. datamine, 37(5):1998-2023, September 2023. [doi]

Data privacy: state of the artVicenç Torra, Josep Domingo-Ferrer. tdp, 16(1):1-2, January 2023. [doi]

2022

Generation of Synthetic Trajectory Microdata from Language ModelsAlberto Blanco-Justicia, Najeeb Moharram Jebreel, Jesús A. Manjón, Josep Domingo-Ferrer. psd 2022: 172-187 [doi]

Secure and Privacy-Preserving Federated Learning via Co-UtilityJosep Domingo-Ferrer, Alberto Blanco-Justicia, Jesús A. Manjón, David Sánchez 0001. iotj, 9(5):3988-4000, 2022. [doi]

Ethics by Design in Decentralized ComputingJosep Domingo-Ferrer. eicc 2022: 111-113 [doi]

Multi-Dimensional Randomized ResponseJosep Domingo-Ferrer, Jordi Soria-Comas. icde 2022: 1517-1518 [doi]

Tit-for-Tat Disclosure of a Binding Sequence of User Analyses in Safe Data Access CentersJosep Domingo-Ferrer. psd 2022: 133-141 [doi]

Multi-Dimensional Randomized ResponseJosep Domingo-Ferrer, Jordi Soria-Comas. tkde, 34(10):4933-4946, 2022. [doi]

Decentralized k-anonymization of trajectories via privacy-preserving tit-for-tatJosep Domingo-Ferrer, Sergio Martínez, David Sánchez 0001. comcom, 190:57-68, 2022. [doi]

Measuring Fairness in Machine Learning Models via Counterfactual ExamplesRami Haffar, Ashneet Khandpur Singh, Josep Domingo-Ferrer, Najeeb Jebreel. mdai 2022: 119-131 [doi]

Generating Deep Learning Model-Specific Explanations at the End User's SideRami Haffar, Najeeb Jebreel, David Sánchez 0001, Josep Domingo-Ferrer. ijufks, 30(Supplement-2):255-278, December 2022. [doi]

Differentially private publication of database streams via hybrid video codingJavier Parra-Arnau, Thorsten Strufe, Josep Domingo-Ferrer. kbs, 247:108778, 2022. [doi]

Bistochastic PrivacyNicolás Ruiz, Josep Domingo-Ferrer. mdai 2022: 53-67 [doi]

2021

Achieving security and privacy in federated learning systems: Survey, research challenges and future directionsAlberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez 0001, Adrian Flanagan, Kuan Eeik Tan. eaai, 106:104468, 2021. [doi]

Lightweight Blockchain-based Platform for GDPR-Compliant Personal Data ManagementCristòfol Daudén-Esmel, Jordi Castellà-Roca, Alexandre Viejo, Josep Domingo-Ferrer. iccsp 2021: 68-73 [doi]

The limits of differential privacy (and its misuse in data release and machine learning)Josep Domingo-Ferrer, David Sánchez 0001, Alberto Blanco-Justicia. CACM, 64(7):33-35, 2021. [doi]

Towards Machine Learning-Assisted Output Checking for Statistical Disclosure ControlJosep Domingo-Ferrer, Alberto Blanco-Justicia. mdai 2021: 335-345 [doi]

General Confidentiality and Utility Metrics for Privacy-Preserving Data Publishing Based on the Permutation ModelJosep Domingo-Ferrer, Krishnamurty Muralidhar, Maria Bras-Amorós. tdsc, 18(5):2506-2517, 2021. [doi]

Explaining Image Misclassification in Deep Learning via Adversarial ExamplesRami Haffar, Najeeb Moharram Jebreel, Josep Domingo-Ferrer, David Sánchez 0001. mdai 2021: 323-334 [doi]

2020

µ-ANT: semantic microaggregation-based anonymization toolDavid Sánchez 0001, Sergio Martínez, Josep Domingo-Ferrer, Jordi Soria-Comas, Montserrat Batet. bioinformatics, 36(5):1652-1653, 2020. [doi]

Privacy-Preserving Computation of the Earth Mover's DistanceAlberto Blanco-Justicia, Josep Domingo-Ferrer. isw 2020: 409-423 [doi]

Machine learning explainability via microaggregation and shallow decision treesAlberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez 0001. kbs, 194:105532, 2020. [doi]

Ethical Value-Centric Cybersecurity: A Methodology Based on a Value GraphJosep Domingo-Ferrer, Alberto Blanco-Justicia. see, 26(3):1267-1285, 2020. [doi]

Co-Utile Peer-to-Peer Decentralized ComputingJosep Domingo-Ferrer, Alberto Blanco-Justicia, David Sánchez 0001, Najeeb Jebreel. ccgrid 2020: 31-40 [doi]

Outsourcing analyses on privacy-protected multivariate categorical data stored in untrusted cloudsJosep Domingo-Ferrer, David Sánchez 0001, Sara Ricci, Mónica Muñoz-Batista. kais, 62(6):2301-2326, 2020. [doi]

Explaining Misclassification and Attacks in Deep Learning via Random ForestsRami Haffar, Josep Domingo-Ferrer, David Sánchez 0001. mdai 2020: 273-285 [doi]

Tumor Entity Recognition and Coding for Spanish Electronic Health RecordsFadi Hassan, David Sánchez 0001, Josep Domingo-Ferrer. sepln 2020: 376-384 [doi]

Efficient Detection of Byzantine Attacks in Federated Learning Using Last Layer BiasesNajeeb Jebreel, Alberto Blanco-Justicia, David Sánchez 0001, Josep Domingo-Ferrer. mdai 2020: 154-165 [doi]

Detecting Bad Answers in Survey Data Through Unsupervised Machine LearningNajeeb Moharram Jebreel, Rami Haffar, Ashneet Khandpur Singh, David Sánchez 0001, Josep Domingo-Ferrer, Alberto Blanco-Justicia. psd 2020: 309-320 [doi]

ε-Differential Privacy for Microdata Releases Does Not Guarantee Confidentiality (Let Alone Utility)Krishnamurty Muralidhar, Josep Domingo-Ferrer, Sergio Martínez. psd 2020: 21-31 [doi]

Differentially private data publishing via cross-moment microaggregationJavier Parra-Arnau, Josep Domingo-Ferrer, Jordi Soria-Comas. inffus, 53:269-288, 2020. [doi]

Fair Detection of Poisoning Attacks in Federated LearningAshneet Khandpur Singh, Alberto Blanco-Justicia, Josep Domingo-Ferrer, David Sánchez 0001, David Rebollo-Monedero. ictai 2020: 224-229 [doi]

2019

Machine Learning Explainability Through Comprehensible Decision TreesAlberto Blanco-Justicia, Josep Domingo-Ferrer. cdmake 2019: 15-26 [doi]

Steered Microaggregation as a Unified Primitive to Anonymize Data Sets and Data StreamsJosep Domingo-Ferrer, Jordi Soria-Comas, Rafael Mulero-Vellido. tifs, 14(12):3298-3311, 2019. [doi]

Personal Big Data, GDPR and AnonymizationJosep Domingo-Ferrer. fqas 2019: 7-10 [doi]

18th Workshop on Privacy in the Electronic Society (WPES 2019)Josep Domingo-Ferrer. ccs 2019: 2705-2706 [doi]

Collaborative Explanation of Deep Models with Limited Interaction for Trade Secret and Privacy PreservationJosep Domingo-Ferrer, Cristina Pérez-Solà, Alberto Blanco-Justicia. WWW 2019: 501-507 [doi]

Privacy-preserving cloud computing on sensitive data: A survey of methods, products and challengesJosep Domingo-Ferrer, Oriol Farràs, Jordi Ribes-González, David Sánchez 0001. comcom, 140-141:38-60, 2019. [doi]

Automatic Anonymization of Textual Documents: Detecting Sensitive Information via Word EmbeddingsFadi Hassan, David Sánchez 0001, Jordi Soria-Comas, Josep Domingo-Ferrer. trustcom 2019: 358-365 [doi]

ReCRF: Spanish Medical Document Anonymization using Automatically-crafted Rules and CRFFadi Hassan, Mohammed Jabreel, Najlaa Maaroof, David Sánchez 0001, Josep Domingo-Ferrer, Antonio Moreno. sepln 2019: 727-734 [doi]

E2EJ: Anonymization of Spanish Medical Records using End-to-End Joint Neural NetworksMohammed Jabreel, Fadi Hassan, Najlaa Maaroof, David Sánchez 0001, Josep Domingo-Ferrer, Antonio Moreno. sepln 2019: 712-719 [doi]

Mitigating the Curse of Dimensionality in Data AnonymizationJordi Soria-Comas, Josep Domingo-Ferrer. mdai 2019: 346-355 [doi]

Efficient Near-Optimal Variable-Size MicroaggregationJordi Soria-Comas, Josep Domingo-Ferrer, Rafael Mulero-Vellido. mdai 2019: 333-345 [doi]

2018

Co-utile disclosure of private data in social networksDavid Sánchez 0001, Josep Domingo-Ferrer, Sergio Martínez. isci, 441:50-65, 2018. [doi]

Efficient privacy-preserving implicit authenticationAlberto Blanco-Justicia, Josep Domingo-Ferrer. comcom, 125:13-23, 2018. [doi]

Big Data Anonymization Requirements vs Privacy ModelsJosep Domingo-Ferrer. icete 2018: 471-478 [doi]

Multiparty Computation with Statistical Input Confidentiality via Randomized ResponseJosep Domingo-Ferrer, Rafael Mulero-Vellido, Jordi Soria-Comas. psd 2018: 175-186 [doi]

Dynamic group size accreditation and group discounts preserving anonymityJosep Domingo-Ferrer, Alberto Blanco-Justicia, Carla Ràfols. ijisec, 17(3):243-260, 2018. [doi]

Outsourcing scalar products and matrix products on privacy-protected unencrypted data stored in untrusted cloudsJosep Domingo-Ferrer, Sara Ricci, Carles Domingo-Enrich. isci, 436-437:320-342, 2018. [doi]

Anonymization of Unstructured Data via Named-Entity RecognitionFadi Hassan, Josep Domingo-Ferrer, Jordi Soria-Comas. mdai 2018: 296-305 [doi]

Anonymization methods and inference attacks: theory and practice (NII Shonan Meeting 2018-5)Hiroaki Kikuchi, Josep Domingo-Ferrer, Sébastien Gambs. shonan-reports, 2018, 2018. [doi]

On the Privacy Guarantees of Synthetic Data: A Reassessment from the Maximum-Knowledge Attacker PerspectiveNicolás Ruiz, Krishnamurty Muralidhar, Josep Domingo-Ferrer. psd 2018: 59-74 [doi]

Some Basics on Privacy Techniques, Anonymization and their Big Data ChallengesJulián Salas, Josep Domingo-Ferrer. mics, 12(3):263-274, 2018. [doi]

Differentially private data publishing via optimal univariate microaggregation and record perturbationJordi Soria-Comas, Josep Domingo-Ferrer. kbs, 153:78-90, 2018. [doi]

Anonymous and secure aggregation scheme in fog-based public cloud computingHuaqun Wang, Zhiwei Wang, Josep Domingo-Ferrer. fgcs, 78:712-719, 2018. [doi]

2017

Factor Analysis for AnonymizationAida Calvino, Palmira Aldeguer, Josep Domingo-Ferrer. icdm 2017: 984-991 [doi]

Steered Microaggregation: A Unified Primitive for Anonymization of Data Sets and Data StreamsJosep Domingo-Ferrer, Jordi Soria-Comas. icdm 2017: 995-1002 [doi]

Privacy-Preserving and Co-utile Distributed Social CreditJosep Domingo-Ferrer. iwoca 2018: 371-382 [doi]

Co-Utility: Self-Enforcing protocols for the mutual benefit of participantsJosep Domingo-Ferrer, Sergio Martínez, David Sánchez 0001, Jordi Soria-Comas. eaai, 59:148-158, 2017. [doi]

A Methodology to Compare Anonymization Methods Regarding Their Risk-Utility Trade-offJosep Domingo-Ferrer, Sara Ricci, Jordi Soria-Comas. mdai 2017: 132-143 [doi]

Local synthesis for disclosure limitation that satisfies probabilistic k-anonymity criterionAnna Oganian, Josep Domingo-Ferrer. tdp, 10(1):61-81, 2017. [doi]

Individual Differential Privacy: A Utility-Preserving Formulation of Differential Privacy GuaranteesJordi Soria-Comas, Josep Domingo-Ferrer, David Sánchez 0001, David Megías. tifs, 12(6):1418-1429, 2017. [doi]

A Non-Parametric Model for Accurate and Provably Private Synthetic Data SetsJordi Soria-Comas, Josep Domingo-Ferrer. IEEEares 2017: [doi]

Differentially Private Data Sets Based on Microaggregation and Record PerturbationJordi Soria-Comas, Josep Domingo-Ferrer. mdai 2017: 119-131 [doi]

Distributed Aggregate Privacy-Preserving Authentication in VANETsLei Zhang, Qianhong Wu, Josep Domingo-Ferrer, Bo Qin, Chuanyan Hu. tits, 18(3):516-526, 2017. [doi]

2016

Utility-preserving differentially private data releases via individual ranking microaggregationDavid Sánchez 0001, Josep Domingo-Ferrer, Sergio Martínez, Jordi Soria-Comas. inffus, 30:1-14, 2016. [doi]

Privacy-aware loyalty programsAlberto Blanco-Justicia, Josep Domingo-Ferrer. comcom, 82:83-94, 2016. [doi]

Cloud Cryptography: Theory, Practice and Future Research DirectionsKim-Kwang Raymond Choo, Josep Domingo-Ferrer, Lei Zhang. fgcs, 62:51-53, 2016. [doi]

Co-utility - Self-enforcing collaborative protocols with mutual helpJosep Domingo-Ferrer, David Sánchez 0001, Jordi Soria-Comas. pai, 5(2):105-110, 2016. [doi]

New directions in anonymization: Permutation paradigm, verifiability by subjects and intruders, transparency to usersJosep Domingo-Ferrer, Krishnamurty Muralidhar. isci, 337-338:11-24, 2016. [doi]

Co-utility for digital content protection and digital forgettingJosep Domingo-Ferrer, David Megías. medhocnet 2016: 1-7 [doi]

Anonymization in the Time of Big DataJosep Domingo-Ferrer, Jordi Soria-Comas. psd 2016: 57-68 [doi]

Database Anonymization: Privacy Models, Data Utility, and Microaggregation-based Inter-model ConnectionsJosep Domingo-Ferrer, David Sánchez 0001, Jordi Soria-Comas. Synthesis Lectures on Information Security, Privacy, & Trust, Morgan & Claypool Publishers, 2016. [doi]

Self-enforcing protocols via co-utile reputation managementJosep Domingo-Ferrer, Oriol Farràs, Sergio Martínez, David Sánchez 0001, Jordi Soria-Comas. isci, 367-368:159-175, 2016. [doi]

Rank-Based Record Linkage for Re-Identification Risk AssessmentKrishnamurty Muralidhar, Josep Domingo-Ferrer. psd 2016: 225-236 [doi]

Intrusion Detection and Attack Tolerance for Cloud Environments: The CLARUS ApproachGeorges Ouffoue, Antonio M. Ortiz, Ana R. Cavalli, Wissam Mallouli, Josep Domingo-Ferrer, David Sánchez 0001, Fatiha Zaïdi. icdcsw 2016: 61-66 [doi]

Privacy-Preserving Cloud-Based Statistical Analyses on Sensitive Categorical DataSara Ricci, Josep Domingo-Ferrer, David Sánchez 0001. mdai 2016: 227-238 [doi]

Big Data Privacy: Challenges to Privacy Principles and ModelsJordi Soria-Comas, Josep Domingo-Ferrer. dase, 1(1):21-28, 2016. [doi]

t-closeness through microaggregation: Strict privacy with enhanced utility preservationJordi Soria-Comas, Josep Domingo-Ferrer, David Sánchez 0001, Sergio Martínez. icde 2016: 1464-1465 [doi]

Contributory Broadcast Encryption with Efficient Encryption and Short CiphertextsQianhong Wu, Bo Qin, Lei Zhang, Josep Domingo-Ferrer, Oriol Farràs, Jesús A. Manjón. TC, 65(2):466-479, 2016. [doi]

Privacy-Preserving Vehicular Communication Authentication with Hierarchical Aggregation and Fast ResponseLei Zhang, Chuanyan Hu, Qianhong Wu, Josep Domingo-Ferrer, Bo Qin. TC, 65(8):2562-2574, 2016. [doi]

2015

Semantic variance: An intuitive measure for ontology accuracy evaluationDavid Sánchez 0001, Montserrat Batet, Sergio Martínez, Josep Domingo-Ferrer. eaai, 39:89-99, 2015. [doi]

Privacy-preserving distributed statistical computation to a semi-honest multi-cloudAida Calvino, Sara Ricci, Josep Domingo-Ferrer. cns 2015: 506-514 [doi]

A k-anonymous approach to privacy preserving collaborative filteringFran Casino, Josep Domingo-Ferrer, Constantinos Patsakis, Domènec Puig, Agusti Solanas. jcss, 81(6):1000-1011, 2015. [doi]

From t-closeness to differential privacy and vice versa in data anonymizationJosep Domingo-Ferrer, Jordi Soria-Comas. kbs, 74:151-158, 2015. [doi]

Disclosure risk assessment via record linkage by a maximum-knowledge attackerJosep Domingo-Ferrer, Sara Ricci, Jordi Soria-Comas. PST 2015: 28-35 [doi]

Selected Privacy Research Topics in the ARES Project: An OverviewJesús A. Manjón, Josep Domingo-Ferrer. In Guillermo Navarro-Arribas, Vicenç Torra, editors, Advanced Research in Data Privacy. Volume 567 of Studies in Computational Intelligence, pages 15-25, Springer, 2015. [doi]

Co-utile Collaborative Anonymization of MicrodataJordi Soria-Comas, Josep Domingo-Ferrer. mdai 2015: 192-206 [doi]

t-Closeness through Microaggregation: Strict Privacy with Enhanced Utility PreservationJordi Soria-Comas, Josep Domingo-Ferrer, David Sánchez, Sergio Martínez. tkde, 27(11):3098-3110, 2015. [doi]

Privacy in Spatio-Temporal Databases: A Microaggregation-Based ApproachRolando Trujillo-Rasua, Josep Domingo-Ferrer. In Guillermo Navarro-Arribas, Vicenç Torra, editors, Advanced Research in Data Privacy. Volume 567 of Studies in Computational Intelligence, pages 197-214, Springer, 2015. [doi]

Co-utility: Conciliating Individual Freedom and Common Good in the Crowd Based Business ModelAbeba Nigussie Turi, Josep Domingo-Ferrer, David Sánchez 0001, Dritan Osmani. icebe 2015: 62-67 [doi]

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