Eighth Computational Approaches for Cancer Workshop (CAFCW22)
Session Chairs
Event TypeWorkshop
W
Recorded
TimeSunday, 13 November 20228:30am - 12pm CST
LocationD222
DescriptionNew computational opportunities and challenges have emerged within the cancer research and clinical application areas as the size, source, and complexity of cancer datasets have grown.
Simultaneously, advances in computational capabilities, with exceptional growth in AI and deep learning, are reaching unprecedented scales. This workshop focuses on bringing together interested individuals ranging from clinicians, cancer biologists, mathematicians, data scientists, computational scientists, engineers, developers, thought leaders, and others with an interest in advancing the use of computation to better understand, diagnose, treat, and prevent cancer. As an interdisciplinary workshop, the sharing of insight and challenges fosters collaborations and future innovations accelerating progress in computationally and data-driven cancer research and clinical applications. In keeping with the SC theme of HPC Accelerates, a special emphasis for the 2022 workshop is Accelerating New Treatments.
Workshop Website
Workshop Program
Simultaneously, advances in computational capabilities, with exceptional growth in AI and deep learning, are reaching unprecedented scales. This workshop focuses on bringing together interested individuals ranging from clinicians, cancer biologists, mathematicians, data scientists, computational scientists, engineers, developers, thought leaders, and others with an interest in advancing the use of computation to better understand, diagnose, treat, and prevent cancer. As an interdisciplinary workshop, the sharing of insight and challenges fosters collaborations and future innovations accelerating progress in computationally and data-driven cancer research and clinical applications. In keeping with the SC theme of HPC Accelerates, a special emphasis for the 2022 workshop is Accelerating New Treatments.
Workshop Website
Workshop Program
Archive
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Presentations
| 8:30am - 8:35am CST | CAFCW22 – Welcome Presenter | |
| 8:35am - 9:15am CST | AI for Generating Real-World Evidence in Cancer Presenter | |
| 9:15am - 9:30am CST | Mathematical Discovery and Computational Validation of Two Orthogonal Mechanistically-Driven Whole-Genome Genotype–Survival Phenotype Relationships in Pediatric Neuroblastoma Nerve Cancer | |
| 9:30am - 9:45am CST | Long Document Transformers for Pathology Report Classification | |
| 9:45am - 10:00am CST | A Generalized Tumor Segmentation Algorithm for Varying Breast Cancer Subtypes | |
| 10:00am - 10:30am CST | CAFCW22 – Morning Break | |
| 10:30am - 10:45am CST | GPU-Accelerated Differential Dependency Analysis of Single-Cell Transcriptomics Data | |
| 10:45am - 11:00am CST | Genetic Algorithm Mutations for Molecules with a Hybrid Language Model-Based GAN Architecture | |
| 11:00am - 11:15am CST | Machine Learning in 4DCT Lung Stereotactic Body Radiotherapy (SBRT) Treatment Planning | |
| 11:15am - 11:55am CST | Accelerating Drug Discovery with AI Panel Moderator | |
| 11:55am - 12:00pm CST | Wrap Up Presenter |