Browsing by Author "Marai, G. Elisabeta"

Now showing 1 - 5 of 5
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    DASS Good: Explainable Data Mining of Spatial Cohort Data
    (The Eurographics Association and John Wiley & Sons Ltd., 2023) Wentzel, Andrew; Floricel, Carla; Canahuate, Guadalupe; Naser, Mohamed A.; Mohamed, Abdallah S.; Fuller, Clifton David; Dijk, Lisanne van; Marai, G. Elisabeta; Bujack, Roxana; Archambault, Daniel; Schreck, Tobias
    Developing applicable clinical machine learning models is a difficult task when the data includes spatial information, for example, radiation dose distributions across adjacent organs at risk. We describe the co-design of a modeling system, DASS, to support the hybrid human-machine development and validation of predictive models for estimating long-term toxicities related to radiotherapy doses in head and neck cancer patients. Developed in collaboration with domain experts in oncology and data mining, DASS incorporates human-in-the-loop visual steering, spatial data, and explainable AI to augment domain knowledge with automatic data mining. We demonstrate DASS with the development of two practical clinical stratification models and report feedback from domain experts. Finally, we describe the design lessons learned from this collaborative experience.
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    EuroVis 2019 Short Papers: Frontmatter
    (The Eurographics Association, 2019) Johansson, Jimmy; Sadlo, Filip; Marai, G. Elisabeta; Johansson, Jimmy and Sadlo, Filip and Marai, G. Elisabeta
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    EuroVis 2020 Short Papers: Frontmatter
    (The Eurographics Association, 2020) Kerren, Andreas; Garth, Christoph; Marai, G. Elisabeta; Kerren, Andreas and Garth, Christoph and Marai, G. Elisabeta
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    EuroVis 2021 CGF 40-3: Frontmatter
    (The Eurographics Association and John Wiley & Sons Ltd., 2021) Borgo, Rita; Marai, G. Elisabeta; Landesberger, Tatiana von; Borgo, Rita and Marai, G. Elisabeta and Landesberger, Tatiana von
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    EuroVis 2022 CGF 41-3: Frontmatter
    (The Eurographics Association and John Wiley & Sons Ltd., 2022) Borgo, Rita; Marai, G. Elisabeta; Schreck, Tobias; Borgo, Rita; Marai, G. Elisabeta; Schreck, Tobias