PhD Student

PhD program:: XXXVIII
email: jimenezgutierrez@diag.uniroma1.it
building: DIAG
room: A101

supervisor: Andrea Vitaletti
co-supervisor: Ioannis Chatzigiannakis
co-supervisor (2): Aris Anagnostopoulos

Research: Federated Machine Learning leveraged on data-driven problems

I am a PhD student in Data Science with current research in Federated Machine Learning leveraged on data-driven problems at the Sapienza University of Rome. I hold an MSc. in Data Science magna cum laude (2022) and received a BSc. in Statistics at the National University of Colombia (2013). I was accepted to the Student's Honours program at Sapienza for outstanding performance in the master's course. In addition, I belonged to the top 1% ranking of the Wiraki start-up, based on the most talented and skilled students. I have applied Machine Learning and AI techniques for almost nine years, mainly oriented to Credit Risk and banking analytical solutions. I was the Bureau Models' Manager at Experian-Colombia, one of the biggest and more significant data bureaus worldwide. I have also worked as Lead Data Scientist in the ALTO group, a multinational technology company focused on preventing and reducing capital losses.

Research products

11573/1711428 - 2024 - FedArtML: A Tool to Facilitate the Generation of Non-IID Datasets in a Controlled Way to Support Federated Learning Research
Jimenez, Daniel; Anagnostopoulos, Aris; Chatzigiannakis, Ioannis; Vitaletti, Andrea - 01a Articolo in rivista
paper: IEEE ACCESS (Piscataway NJ: Institute of Electrical and Electronics Engineers) pp. - - issn: 2169-3536 - wos: (0) - scopus: (0)

11573/1698339 - 2024 - Olive Leaf Infection Detection Using the Cloud-Edge Continuum
Sarantakos, Themistoklis; Jimenez Gutierrez, Daniel Mauricio; Amaxilatis, Dimitrios - 02a Capitolo o Articolo
book: Algorithmic Aspects of Cloud Computing - (978-3-031-49360-7; 978-3-031-49361-4)

11573/1698341 - 2023 - Application of federated learning techniques for arrhythmia classification using 12-lead ECG signals
Jimenez Gutierrez, Daniel M; Hassan, Hafiz Muuhammad; Landi, Lorella; Vitaletti, A; Chatzigiannakis, Ioannis - 04b Atto di convegno in volume
conference: Algorithmic Aspects of Cloud Computing (Amsterdam; The Netherlands)
book: Algorithmic Aspects of Cloud Computing 8th International Symposium, ALGOCLOUD 2023, Amsterdam, The Netherlands, September 5, 2023, Revised Selected Papers - (978-3-031-49361-4; 978-3-031-49360-7)

11573/1670724 - 2023 - Device discovery and tracing in the Bluetooth Low Energy domain
Locatelli, Pierluigi; Perri, Massimo; Jimenez Gutierrez, Daniel Mauricio; Lacava, Andrea; Cuomo, Francesca - 01a Articolo in rivista
paper: COMPUTER COMMUNICATIONS (Butterworth Heinemann Publishers:Linacre House Jordan Hill, Oxford OX2 8DP United Kingdom:011 44 1865 314569, EMAIL: bhmarketing@repp.co.uk, INTERNET: http://www.laxtonsprices.co.uk, Fax: 011 44 1865 314569) pp. 42-56 - issn: 0140-3664 - wos: WOS:000943958100001 (2) - scopus: 2-s2.0-85148327049 (3)

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