Computational foundations of morphogenomics
- đ¤ Speaker: Bianca Dumitrascu
- đ Date & Time: Tuesday 09 March 2021, 13:15 - 14:15
- đ Venue: Zoom
Abstract
Genomic data are available at unprecedented scales due to developments in high throughput sequencing and imaging technologies. In parallel, innovations in statistics and machine learning boast successful algorithms for a wide array of engineering applications. However, bridging these two worlds—the world of real, messy biological data, and that of algorithms and computation—remains challenging. In this talk, I will review recent attempts to extract interpretable representations in genomics and imaging studies. I will discuss pitfalls and formulate open questions with an emphasis on statistical challenges arising from both data collection and data analysis, with the final goal of building a foundation for and testing the limits of computational morphogenomics – the attempt to determine shape, form and trajectory from genomic information.
Series This talk is part of the Artificial Intelligence Research Group Talks (Computer Laboratory) series.
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Tuesday 09 March 2021, 13:15-14:15