Alonso De Apellaniz, Patricia patricia.alonsod@upm.es

Publications

Enhancing survival analysis through federated learning in non-IID and scarce data scenarios.

  • Apellániz PA
  • Parras J
  • Zazo S

Comput. Biol. Med. - 19/2/2026

10.1016/j.compbiomed.2026.111558 View at source

  • ISSN 18790534

Artificial inductive bias for synthetic tabular data generation in data-scarce scenarios

  • Apellaniz, Patricia A
  • Jimenez, Ana
  • Galende, Borja Arroyo
  • Parras, Juan
  • Zazo, Santiago

Neurocomputing - 4/8/2025

10.1016/j.neucom.2025.131122 View at source

  • ISSN 09252312

Improving Synthetic Data Generation Through Federated Learning in Scarce and Heterogeneous Data Scenarios

  • Apellaniz, Patricia A
  • Parras, Juan
  • Zazo, Santiago

Big Data And Cognitive Computing - 1/2/2025

10.3390/bdcc9020018 View at source

  • ISSN 25042289

Development and validation of synthetic data generation over a federated learning computing framework to accelerate innovation and boost personalized medicine in hematological diseases

  • Asti, Gianluca
  • Delleani, Mattia
  • Apellaniz, Patricia
  • Isasa, Imanol
  • Duarte, Daniela Martinez
  • Galende, Borja Arroyo
  • Casadei, Francesco
  • Iascone, Eleonora
  • Bicchieri, Marilena
  • Sauta, Elisabetta
  • Zazzetti, Elena
  • Campagna, Alessia
  • Maggioni, Giulia
  • Lanino, Luca
  • Buizza, Alessandro
  • Ferrari, Ivan
  • Bruseghini, Alessandro
  • Zampini, Matteo
  • Almodovar, Alejandro
  • Uribe, Silvia
  • Savevski, Victor
  • Almeida, Antonio
  • Komrokji, Rami
  • Zeidan, Amer
  • Fenaux, Pierre
  • Zhao, Lin-Pierre
  • Bullinger, Lars
  • Eric, Strang
  • Diez-Campelo, Maria
  • Parras, Juan
  • Alberich, Leonor Cerda
  • Castellani, Gastone
  • Zazo, Santiago
  • Mayer, Rudolf
  • Beristain, Andoni
  • Alvarez, Federico
  • D'amico, Saverio
  • della Porta, Matteo
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Blood (p. 4350-4351) - 3/11/2025

10.1182/blood-2025-4350 View at source

  • ISSN 00064971

Membership Inference Attacks and Differential Privacy: A Study Within the Context of Generative Models

  • Galende, Borja Arroyo
  • Apellaniz, Patricia A
  • Parras, Juan
  • Zazo, Santiago
  • Uribe, Silvia

Ieee Open Journal Of The Computer Society (p. 801-811) - 1/1/2025

10.1109/ojcs.2025.3572244 View at source

  • ISSN 26441268

Advancing Cancer Research with Synthetic Data Generation in Low-Data Scenarios

  • Apellaniz, Patricia A
  • Galende, Borja Arroyo
  • Jimenez, Ana
  • Parras, Juan
  • Zazo, Santiago

Ieee Journal Of Biomedical And Health Informatics (p. 1666-1679) - 1/1/2025

10.1109/jbhi.2025.3595371 View at source

  • ISSN 21682208

MOSAIC: An Artificial Intelligence-Based Framework for Multimodal Analysis, Classification, and Personalized Prognostic Assessment in Rare Cancers.

  • D'Amico, Saverio
  • Dall'Olio, Lorenzo
  • Rollo, Cesare
  • Alonso, Patricia
  • Prada-Luengo, Inigo
  • Dall'Olio, Daniele
  • Sala, Claudia
  • Sauta, Elisabetta
  • Asti, Gianluca
  • Lanino, Luca
  • Maggioni, Giulia
  • Campagna, Alessia
  • Zazzetti, Elena
  • Delleani, Mattia
  • Bicchieri, Maria Elena
  • Morandini, Pierandrea
  • Savevski, Victor
  • Arroyo, Borja
  • Parras, Juan
  • Zhao, Lin Pierre
  • Platzbecker, Uwe
  • Diez-Campelo, Maria
  • Santini, Valeria
  • Fenaux, Pierre
  • Haferlach, Torsten
  • Krogh, Anders
  • Zazo, Santiago
  • Fariselli, Piero
  • Sanavia, Tiziana
  • Della Porta, Matteo Giovanni
  • Castellani, Gastone
... View more Collapse

Jco Clinical Cancer Informatics (p. e2400008-e2400008) - 1/6/2024

10.1200/cci.24.00008 View at source

  • ISSN 24734276

GenoMed4All,a federated learning platform for clinical and omics data

  • Piscia, Davide
  • Apellaniz, Patricia A
  • Arroyo, Borja
  • Barrio, Santiago
  • Moreno, Francisco
  • Parras, Juan
  • Uribe, Silvia
  • Alvarez, Federico
  • Beltran, Sergi
... View more Collapse

European Journal Of Human Genetics (p. 1640-1640) - 1/12/2024

  • ISSN 10184813
  • iMarina

An Artificial Intelligence-Based Federated Learning Platform to Boost Precision Medicine in Rare Hematological Diseases: An Initiative By GenoMed4all and Synthema Consortia

  • Asti, Gianluca
  • D'Amico, Saverio
  • Carota, Luciana
  • Piscia, Davide
  • Casadei, Francesco
  • Merleau, Nono Saha Cyrille
  • Alonso de Apellaniz, Patricia
  • Kubasch, Anne Sophie
  • Gloaguen, Silke
  • Modler, Nicole
  • Gonzalez Martin, Catalina
  • Rollo, Cesare
  • Parras, Juan
  • Delleani, Mattia
  • Zazzetti, Elena
  • Sauta, Elisabetta
  • Curti, Nico
  • Derus, Nicolas Riccardo
  • Carlini, Gianluca
  • Dall'Olio, Daniele
  • Sala, Claudia
  • Dall'Olio, Lorenzo
  • Lanino, Luca
  • Maggioni, Giulia
  • Campagna, Alessia
  • Bicchieri, Marilena
  • Bonometti, Arturo
  • Lancellotti, Cesare
  • Rahal, Daoud
  • Di Tommaso, Luca
  • Sanavia, Tiziana
  • Fariselli, Piero
  • Zampini, Matteo
  • Brindisi, Matteo
  • Savevski, Victor
  • Platzbecker, Uwe
  • Diez-Campelo, Maria
  • Zhao, Lin Pierre
  • Fenaux, Pierre
  • Haferlach, Torsten
  • Planat, Vincent
  • Colombatti, Raffaella
  • del Mar Manu-Pereira, Maria
  • Krogh, Anders
  • Uribe, Silvia
  • Zazo, Santiago
  • Giampieri, Enrico
  • Castellani, Gastone
  • Della Porta, Matteo Giovanni
  • Alvarez, Federico
... View more Collapse

Blood (p. 4989-4990) - 5/11/2024

10.1182/blood-2024-205541 View at source

  • ISSN 00064971

Data Driven Research through the European RADeep Registry and the Use of Artificial Intelligence Towards Personalized Medicine in Sickle Cell Disease

  • Gimbert, Anna Collado
  • Reidel, Sara
  • Apellaniz, Patricia Alonso de
  • Alvarez, Federico
  • Galende, Borja Arroyo
  • Beneitez, David
  • Biemond, Bart J
  • Boaro, Maria Paola
  • Garcia, Betzabel Cajiao
  • Castellani, Gastone
  • Cela, Elena
  • Cnossen, Marjon H
  • Fariselli, Piero
  • Fijnvandraat, Karin
  • Gulbis, Beatrice
  • Idrizovic, Amira
  • Kountouris, Petros
  • Pierrefeu, Vincent Malcor Deydier De
  • Manceau, Sandra
  • Mezzalira, Elisabetta
  • Nur, Erfan
  • Orphanou, Kalia
  • Parras, Juan
  • Payan-Pernia, Salvador
  • D'Orengiani, Anne-Laure Pham Hung D'Alexandry
  • Rab, Minke A E
  • Reggiani, Giulia
  • Rijneveld, Anita W
  • Rollo, Cesare
  • Llobet, Anna Ruiz
  • Sanavia, Tiziana
  • Schols, Saskia E M
  • Tamana, Stella
  • Traets, Marissa J M
  • Uribe, Silvia
  • van der Veen, Sigrid
  • Zazo, Santiago
  • Bartolucci, Pablo
  • De Montalembert, Mariane
  • Colombatti, Raffaella
  • van Beers, Eduard J
  • Manu-Pereira, Maria del Mar
... View more Collapse

Blood (p. 1138-1140) - 5/11/2024

10.1182/blood-2024-203331 View at source

  • ISSN 00064971

This researcher has no books.

This researcher has no book chapters.

Experimenting Federated AI Models for Hematological Diseases

  • Carota L
  • Casadei F
  • Asti G
  • Piscia D
  • Apellániz PA
  • D’Amico S
  • Biondi R
  • Sala C
  • Merleau NSC
  • van Deventer MSJ
  • Colombatti R
  • Mezzalira E
  • Mañú Pereira MdM
  • Reidel SI
  • Polizzi S
  • Peluso S
  • Rollo C
  • Sanavia T
  • Fariselli P
  • Parras J
  • Almodóvar A
  • Zazo S
  • Della Porta M
  • Alvarez F
  • Castellani G
  • Giampieri E
... View more Collapse

ARTIFICIAL INTELLIGENCE IN EDUCATION. POSTERS AND LATE BREAKING RESULTS, WORKSHOPS AND TUTORIALS, INDUSTRY AND INNOVATION TRACKS, PRACTITIONERS, DOCTORAL CONSORTIUM AND BLUE SKY, AIED 2023 (p. 17-30) - 1/1/2026

10.1007/978-3-032-17216-7_2 View at source

  • ISSN 18650929

An improved tabular data generator with VAE-GMM integration

  • Apellaniz, Patricia A
  • Parras, Juan
  • Zazo, Santiago

2013 21st European Signal Processing Conference, Eusipco 2013 (p. 1886-1890) - 1/1/2024

10.23919/eusipco63174.2024.10715230 View at source

  • ISSN 22195491

CR-SAVAE: A Parametric Method for Survival Analysis with Competing Risks

  • Apellaniz, Patricia A
  • Parras, Juan
  • Zazo, Santiago

32nd European Signal Processing Conference (p. 1526-1530) - 1/1/2024

10.23919/eusipco63174.2024.10715431 View at source

Survival Model Optimization via Federated Learning: A Study Combining Simulations and Experiments

  • Casadei, Francesco
  • Carota, Luciana
  • Asti, Gianluca
  • D'Amico, Saverio
  • Piscia, Davide
  • Zazo, Santiago
  • Apellaniz, Patricia A
  • Parras, Juan
  • Sala, Claudia
  • Rollo, Cesare
  • Merleau, Nono S C
  • Fariselli, Piero
  • Della Porta, Matteo
  • Sanavia, Tiziana
  • Alvarez Garcia, Federico
  • Castellani, Gastone
  • Giampieri, Enrico
... View more Collapse

Proceedings - 2024 Ieee International Conference On Big Data, Bigdata 2024 (p. 7658-7667) - 1/1/2024

10.1109/bigdata62323.2024.10825368 View at source

  • ISSN 26391589

Multi-Modal Analysis and Federated Learning Approach for Classification and Personalized Prognostic Assessment in Myeloid Neoplasms

  • D'Amico, Saverio
  • Dall'Olio, Lorenzo
  • Rollo, Cesare
  • Alonso, Patricia
  • Prada-Luengo, Inigo
  • Dall'Olio, Daniele
  • Sala, Claudia
  • Bersanelli, Matteo
  • Sauta, Elisabetta
  • Bicchieri, Marilena
  • Morandini, Pierandrea
  • Tommasini, Tobia
  • Savevski, Victor
  • Zhao, Lin-Pierre
  • Platzbecker, Uwe
  • Diez-Campelo, Maria
  • Santini, Valeria
  • Fenaux, Pierre
  • Haferlach, Torsten
  • Krogh, Anders
  • Zazo, Santiago
  • Fariselli, Piero
  • Sanavia, Tiziana
  • Della Porta, Matteo G
  • Gastone, Castellani
... View more Collapse

Blood (p. 9828-9830) - 15/11/2022

10.1182/blood-2022-166802 View at source

  • ISSN 00064971

This researcher has no working papers.

This researcher has no technical reports.

Precision drug REPurpOsing For EUrope and the world

  • FERNANDEZ GARCIA, ANAIDA (Participante)
  • ALMODOVAR ESPESO, ALEJANDRO (Participante)
  • GUINEA PEREZ, JAVIER (Participante)
  • PERDOMO QUINTEIRO, PABLO (Participante)
  • JIMENEZ BEJARANO, ANA (Participante)
  • ALONSO DE APELLANIZ, PATRICIA (Investigador principal (IP))
  • BELMONTE HERNÁNDEZ, ALBERTO (Participante)
  • PARRAS MORAL, JUAN (Miembro del equipo de trabajo)
  • ZAZO BELLO, SANTIAGO (Investigador principal (IP))
  • ALVAREZ GARCIA, FEDERICO (Investigador principal (IP))
... View more Collapse

Period: 01-09-2022 - 31-08-2029

  • iMarina

Synthetic generation of hematological data over federated computing frameworks

  • FERNANDEZ MUÑOZ, DANIEL (Participante)
  • FERNANDEZ SALVADOR, LUIS FERNANDO (Participante)
  • BELMONTE HERNÁNDEZ, ALBERTO (Participante)
  • RODRIGO FERRAN, JUAN ANTONIO (Participante)
  • ALONSO DE APELLANIZ, PATRICIA (Participante)
  • ARROYO GALENDE, BORJA (Investigador principal (IP))
  • LARRAGA GARCIA, BLANCA (Investigador principal (IP))
  • URIBE MAYORAL, SILVIA ALBA (Participante)
  • HERNÁNDEZ PEÑALOZA, GUSTAVO ADOLFO (Participante)
  • PARRAS MORAL, JUAN (Miembro del equipo de investigación)
  • ZAZO BELLO, SANTIAGO (Investigador principal (IP))
  • ALVAREZ GARCIA, FEDERICO (Investigador principal (IP))
... View more Collapse

Period: 01-12-2022 - 30-11-2026

Type of funding: International

Amount of funding: 685000,00 Euros.

  • iMarina

Genomics and Personalized Medicine for all though Artificial Intelligence in Haematological Diseases

  • ALVAREZ GARCIA, FEDERICO (Investigador principal (IP))
  • ZAZO BELLO, SANTIAGO (Investigador principal (IP))
  • BELMONTE HERNÁNDEZ, ALBERTO (Participante)
  • Menendez Garcia, Jose Manuel (Participante)
  • URIBE MAYORAL, SILVIA ALBA (Participante)
  • GUINEA PEREZ, JAVIER (Participante)
  • RODRIGO FERRAN, JUAN ANTONIO (Participante)
  • PARRAS MORAL, JUAN (Participante)
  • FERNANDEZ GARCIA, ANAIDA (Participante)
  • MORENO GARCÍA, FRANCISCO (Participante)
  • MAYOR PEREA, MARIA JESUS (Participante)
  • JIMENEZ BERMEJO, DAVID (Participante)
  • ARROYO GALENDE, BORJA (Participante)
  • GUTIERREZ MARTIN, ALVARO (Participante)
  • JIMENEZ BEJARANO, ANA (Participante)
  • TAPIA MERINO, JOSE RAMON (Participante)
  • ALFONSO KURANO, JORGE (Participante)
  • BASTICO, MATTEO (Participante)
  • ALMODOVAR ESPESO, ALEJANDRO (Participante)
  • HERNÁNDEZ PEÑALOZA, GUSTAVO ADOLFO (Participante)
  • ALONSO DE APELLANIZ, PATRICIA (Participante)
... View more Collapse

Period: 01-01-2021 - 31-12-2024

Type of funding: International

Amount of funding: 869375,00 Euros.

  • iMarina

MadridDataSpace4Pandemics Inteligencia Artificial y tecnologías basadas en datos para la comprensión, detección, tratamiento y análisis de la COVID-19

  • MUÑOZ ARCENTALES, JOSÉ ADRÉS (Participante)
  • CAMPAÑA RAMOS, IVAN (Participante)
  • MUÑOZ ARCENTALES, JOSE ANDRES (Participante)
  • Corcho García, Oscar (Investigador principal (IP))
  • Benac Earle, Clara (Participante)
  • Sundar Goswami, Subhra (Participante)
  • ALONSO DE APELLANIZ, PATRICIA (Participante)
  • TORRES INCHAURZA, IMANOL (Participante)
  • García Santos, Narciso (Participante)
  • ARIAS LONDOÑO, Julian David (Participante)
  • GUTIERREZ SANCHEZ, JESUS (Investigador principal (IP))
  • GARCIA DELGADO, MIGUEL ANGEL (Participante)
  • LEDESMA CARBAYO, MARIA JESUS (Investigador principal (IP))
  • JIMENEZ MARTIN, ANTONIO (Participante)
  • HERRANZ NIEVA, ANGEL (Participante)
  • GALVAÑ SALA, DAVID AMARO (Participante)
  • Yelmo Garcia, Juan Carlos (Investigador principal (IP))
  • QUESADA LOPEZ, DAVID (Participante)
  • MARTIN GARCIA, YOD SAMUEL (Participante)
  • GALOCHA DOMINGUEZ, LUIS (Participante)
  • BARRA ARIAS, ENRIQUE (Participante)
  • González Guardia, Esteban (Participante)
  • PAVON GOMEZ, SANTIAGO (Participante)
  • ALCAZAR VALDARACETE, RAUL (Participante)
  • Moreno Sánchez-Capuchino, Ana María (Participante)
  • ZAZO BELLO, SANTIAGO (Participante)
  • BELMONTE HERNÁNDEZ, ALBERTO (Participante)
  • CASAR CORREDERA, JOSE RAMON (Participante)
  • TORRE OLIVA, ALEJANDRO DE LA (Participante)
  • CORTES SANCHEZ, CARLOS (Participante)
  • Muñoz Hernández, Susana (Participante)
  • MIGUEL VELA, GONZALO C. DE (Participante)
  • Díaz López, José Manuel (Participante)
  • BIELZA LOZOYA, MARIA CONCEPCION (Participante)
  • RODRIGUEZ VAZQUEZ, JOSE LUIS (Participante)
  • LARRAÑAGA MUGICA, PEDRO MARIA (Participante)
  • PARRAS MORAL, JUAN (Investigador principal (IP))
  • DIAZ HONRUBIA, ANTONIO JESUS (Participante)
  • BESADA PORTAS, JUAN ALBERTO (Participante)
  • ROBLES FORCADA, VICTOR (Participante)
  • CARRAMIÑANA JIMENEZ, DAVID (Participante)
  • MENASALVAS RUIZ, ERNESTINA (Participante)
  • CABRERA QUESADA, JULIAN (Participante)
  • LATORRE DE LA FUENTE, ANTONIO (Participante)
  • ORDUNA CORTILLAS, MARTA (Participante)
  • MATEOS CABALLERO, ALFONSO (Participante)
  • GODINO LLORENTE, JUAN IGNACIO (Investigador principal (IP))
  • RODRIGUEZ GONZALEZ, ALEJANDRO (Participante)
  • BURLAKA PETRASH, ARSEN (Participante)
  • ALVAREZ GARCIA, FEDERICO (Participante)
  • VIGUERAS GONZALEZ, GUILLERMO ANTONIO (Participante)
  • TORRE ASTANIN, ALEXANDER DE LA (Participante)
  • BAJO PEREZ, JAVIER (Participante)
  • SALVACHUA RODRIGUEZ, JOAQUIN LUCIANO (Investigador principal (IP))
  • ALONSO GONZALEZ, ALVARO (Participante)
  • LOPEZ PERNAS, SONSOLES (Participante)
  • POZO HUERTAS, ALEJANDRO (Participante)
  • HUECAS FERNANDEZ-TORIBIO, GABRIEL (Participante)
  • BERNARDOS BARBOLLA, ANA MARIA (Investigador principal (IP))
  • GUILLÉN PACHO, IBAI (Investigador/a)
  • QUEMADA VIVES, JUAN (Participante)
  • BERGESIO, LUCA (Participante)
  • Conde Díaz, Javier (Participante)
... View more Collapse

Period: 01-02-2020 - 31-12-2022

Type of funding: Regional

Amount of funding: 99859,50 Euros.

  • iMarina

A European AI On Demand Platform and Ecosystem

  • ALVAREZ GARCIA, FEDERICO (Participante)
  • GOMEZ PEREZ, ASUNCION DE MARIA (Investigador principal (IP))
  • BELMONTE HERNÁNDEZ, ALBERTO (Participante)
  • SERRANO FERNANDEZ, EMILIO (Participante)
  • ALONSO DE APELLANIZ, PATRICIA (Participante)
  • IBARROLA DE ANDRÉS, ANA ANTONIA (Participante)

Period: 01-01-2019 - 31-12-2021

Type of funding: International

Amount of funding: 125493,75 Euros.

  • iMarina

This researcher has no supervised thesis.

This researcher has no patents or software licenses.

Last data update: 4/15/26 10:18 AM