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A framework for falsifiable explanations of machine learning models with an application in computational pathology.
Schuhmacher, David; Schörner, Stephanie; Küpper, Claus; Großerueschkamp, Frederik; Sternemann, Carlo; Lugnier, Celine; Kraeft, Anna-Lena; Jütte, Hendrik; Tannapfel, Andrea; Reinacher-Schick, Anke; Gerwert, Klaus; Mosig, Axel.
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  • Schuhmacher D; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Ruhr-University Bochum, Faculty of Biology and Biotechnology, Bioinformatics Group, 44801 Bochum, Germany. Electronic address: david.schuhmacher@rub.de.
  • Schörner S; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Ruhr-University Bochum, Faculty of Biology and Biotechnology, Department of Biophysics, 44801 Bochum, Germany. Electronic address: stephanie.schoerner@rub.de.
  • Küpper C; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Ruhr-University Bochum, Faculty of Biology and Biotechnology, Department of Biophysics, 44801 Bochum, Germany. Electronic address: claus.kuepper-2@rub.de.
  • Großerueschkamp F; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Ruhr-University Bochum, Faculty of Biology and Biotechnology, Department of Biophysics, 44801 Bochum, Germany. Electronic address: frederik.grosserueschkamp@rub.de.
  • Sternemann C; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Institute of Pathology, Ruhr-University Bochum, 44789 Bochum, Germany. Electronic address: carlo.sternemann@pathologie-bochum.de.
  • Lugnier C; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Department of Hematology, Oncology and Palliative Care, Ruhr-University Bochum, St. Josef-Hospital, 44791 Bochum, Germany. Electronic address: Celine.Lugnier@rub.de.
  • Kraeft AL; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Department of Hematology, Oncology and Palliative Care, Ruhr-University Bochum, St. Josef-Hospital, 44791 Bochum, Germany. Electronic address: al.kraeft@gmail.com.
  • Jütte H; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Institute of Pathology, Ruhr-University Bochum, 44789 Bochum, Germany. Electronic address: hendrik.juette@rub.de.
  • Tannapfel A; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Institute of Pathology, Ruhr-University Bochum, 44789 Bochum, Germany. Electronic address: andrea.tannapfel@pathologie-bochum.de.
  • Reinacher-Schick A; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Department of Hematology, Oncology and Palliative Care, Ruhr-University Bochum, St. Josef-Hospital, 44791 Bochum, Germany. Electronic address: anke.reinacher@rub.de.
  • Gerwert K; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Ruhr-University Bochum, Faculty of Biology and Biotechnology, Department of Biophysics, 44801 Bochum, Germany. Electronic address: Klaus.Gerwert@ruhr-uni-bochum.de.
  • Mosig A; Ruhr-University Bochum, Center for Protein Diagnostics, Bochum, 44801, Germany; Ruhr-University Bochum, Faculty of Biology and Biotechnology, Bioinformatics Group, 44801 Bochum, Germany. Electronic address: axel.mosig@rub.de.
Med Image Anal ; 82: 102594, 2022 11.
Article en En | MEDLINE | ID: mdl-36058053
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Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Aprendizaje Automático / Neoplasias Límite: Humans Idioma: En Revista: Med Image Anal Asunto de la revista: DIAGNOSTICO POR IMAGEM Año: 2022 Tipo del documento: Article
Texto completo
Imprimir
XML
PubMed Links
Buscar en Google

Texto completo: 1 Colección: 01-internacional Banco de datos: MEDLINE Asunto principal: Aprendizaje Automático / Neoplasias Límite: Humans Idioma: En Revista: Med Image Anal Asunto de la revista: DIAGNOSTICO POR IMAGEM Año: 2022 Tipo del documento: Article