Leveraging knowledge for explainable AI in personalized cancer treatment: challenges and future directions.

Laurent Guyon

Emilia Daghir-Wojtkowiak Javier Antonio Alfaro Michele Mastromattei Aleksander Palkowski Mark Stares Ana Roca-Umbert Andraz Krajnc Riccardo Leoni Anne Boland Aria Nourbaksh Ashwin Adrian Kallor Camille Ducki Davide Venditti Carla Montesano Chiara Cipriani Daniel Faria Delphine Pflieger Elisa Zago Etienne Bardet Filipa Serrano Florian Jeanneret Damien Alouges Liangwei Yin Elodine Coquelet Apolline Bacquet Francesco Bonchi Francesco Maiorino Francesco Torino Georges Bedran Jean-Alexandre Long Laura Balbi Laurent Guyon Liana Bevilacqua Manuel Fiorelli Marie-Catherine Wagner Mario Reyes Mario Roselli Marta Contreiras Silva Michal Waleron Nikolas Dovrolis Odile Filhol-Cochet In Hwa Um Georg Wölflein Patrícia Eugénio Pauline Bazelle Pavlos Golnas Peter Thorpe Pierluigi Bove Piyush Borole Roberta Bernardini Rohit Kumar 0002 Rosella Cicconi Saskia Kaltenbrunner Saverio Gravina Simona Brezar Stefan Symeonides Steven McGinn Susana Nunes Ted Hupp Yuri G. Gordienko Dimitrios Varvaras Sergii G. Stirenko Luciano Xumerle Stefania Mariani Assilah Bouzit Stéphane Gazut Heiko Poth Kyriakos Souliotis Hector Katifelis Elena Verzoni Giuseppe Procopio Sarah Schoch Francisco Lupiáñez-Villanueva Sandra Türk Katarzyna Barud Dimitri Koroliouk Juan Caubet Yamir Moreno Jean-Luc Descotes Christina Golna Valentina Guadalupi Paolo Garagnani Maria Gazouli Jean-François Deleuze Frans Folkvord Nikolaus Forgó David J. Harrison Håkan Axelson Armando Stellato Maurizio Mattei Ajitha Rajan Alexander Laird Christophe Battail Catia Pesquita Fabio Massimo Zanzotto Leveraging knowledge for explainable AI in personalized cancer treatment: challenges and future directions. 2025 7 Frontiers Digit. Health https://doi.org/10.3389/fdgth.2025.1637195 db/journals/fdgth/fdgth7.html#DaghirWojtkowiakAMPSRKL25 streams/journals/fdgth

Jonathan Tournier François Lesueur Frédéric Le Mouël Laurent Guyon Hicham Ben-Hassine A survey of IoT protocols and their security issues through the lens of a generic IoT stack. 100264 2021 16 Internet Things https://doi.org/10.1016/j.iot.2020.100264 db/journals/iot/iot16.html#TournierLMGB21

Pierre Giroux Ricky Bhajun Stéphane Segard Claire Picquenot Céline Charavay Lise Desquilles Guillaume Pinna Christophe Ginestier Josiane Denis Nadia Cherradi Laurent Guyon miRViz: a novel webserver application to visualize and interpret microRNA datasets. W252-W261 2020 48 Nucleic Acids Res. Webserver-Issue https://doi.org/10.1093/nar/gkaa259 https://www.wikidata.org/entity/Q92142054 db/journals/nar/nar48.html#GirouxBSPCDPGDC20

Jonathan Tournier François Lesueur Frédéric Le Mouël Laurent Guyon Hicham Ben-Hassine IoTMap: a protocol-agnostic multi-layer system to detect application patterns in IoT networks. 15:1-15:8 2020 IOT https://doi.org/10.1145/3410992.3411007 conf/iot/2020 db/conf/iot/iot2020.html#TournierLMGB20

Sean Robinson Jaakko Nevalainen Guillaume Pinna Anna Campalans J. Pablo Radicella Laurent Guyon Incorporating interaction networks into the determination of functionally related hit genes in genomic experiments with Markov random fields. i170-i179 2017 33 Bioinform. 14 https://doi.org/10.1093/bioinformatics/btx244 https://www.wikidata.org/entity/Q47322346 db/journals/bioinformatics/bioinformatics33.html#RobinsonNPCRG17

Anne-Sophie Montcuquet Lionel Hervé Laurent Guyon Jean-Marc Dinten Jérôme I. Mars Non-negative Matrix Factorization: A blind sources separation method to unmix fluorescence spectra. 1-4 2009 WHISPERS https://doi.org/10.1109/WHISPERS.2009.5289009 conf/whispers/2009 db/conf/whispers/whispers2009.html#MontcuquetHGDM09 Javier Antonio Alfaro Damien Alouges Håkan Axelson Apolline Bacquet Laura Balbi Etienne Bardet Katarzyna Barud Christophe Battail Pauline Bazelle Georges Bedran Hicham Ben-Hassine Roberta Bernardini Liana Bevilacqua Ricky Bhajun Anne Boland Francesco Bonchi Piyush Borole Assilah Bouzit Pierluigi Bove Simona Brezar Anna Campalans Juan Caubet Céline Charavay Nadia Cherradi Rosella Cicconi Chiara Cipriani Elodine Coquelet Emilia Daghir-Wojtkowiak Jean-François Deleuze Josiane Denis Jean-Luc Descotes Lise Desquilles Jean-Marc Dinten Nikolas Dovrolis Camille Ducki Patrícia Eugénio Daniel Faria Odile Filhol-Cochet Manuel Fiorelli Frans Folkvord Nikolaus Forgó Paolo Garagnani Maria Gazouli Stéphane Gazut Christophe Ginestier Pierre Giroux Christina Golna Pavlos Golnas Yuri G. Gordienko Saverio Gravina Valentina Guadalupi David J. Harrison Lionel Hervé Ted Hupp Florian Jeanneret Ashwin Adrian Kallor Saskia Kaltenbrunner Hector Katifelis Dimitri Koroliouk Andraz Krajnc Rohit Kumar 0002 Alexander Laird Riccardo Leoni François Lesueur Jean-Alexandre Long Francisco Lupiáñez-Villanueva Francesco Maiorino Stefania Mariani Jérôme I. Mars Michele Mastromattei Maurizio Mattei Steven McGinn Anne-Sophie Montcuquet Carla Montesano Yamir Moreno Frédéric Le Mouël Jaakko Nevalainen Aria Nourbaksh Susana Nunes Aleksander Palkowski Catia Pesquita Delphine Pflieger Claire Picquenot Guillaume Pinna Heiko Poth Giuseppe Procopio J. Pablo Radicella Ajitha Rajan Mario Reyes Sean Robinson Ana Roca-Umbert Mario Roselli Sarah Schoch Stéphane Segard Filipa Serrano Marta Contreiras Silva Kyriakos Souliotis Mark Stares Armando Stellato Sergii G. Stirenko Stefan Symeonides Peter Thorpe Francesco Torino Jonathan Tournier Sandra Türk In Hwa Um Dimitrios Varvaras Davide Venditti Elena Verzoni Marie-Catherine Wagner Michal Waleron Georg Wölflein Luciano Xumerle Liangwei Yin Elisa Zago Fabio Massimo Zanzotto