CGSI 2023
Faculty 2023
Alkan, Can | Characterization of Genomic Structural Variation Using Various Sequencing Technologies
Arboleda, Valerie | Biobanks from a Pathologist’s Viewpoint
Bastarache, Lisa | From Population to Person How to Help a Single, Actual Person with Data Science
Bastarache, Lisa | Fun with Phecodes!
Batmanghelich, Kayhan | Understanding Spurious Feature Learning Through the Lens of Task Difficulty
Cai, Na | Polygenic Means To Test And Refine Depression Disease Models
Casale, Francesco Paolo | Mixed Models in Genomic Analyses and Imaging Studies
Chaisson, Mark | Design, Construction, and Usage of the Draft Pangenome
Chaisson, Mark | Genotyping Allele specific Copy Number Variants Using Pangenomes
Chen, Irene | Fairness and Equity in Machine Learning for Healthcare
Chiang, Jeffrey | Strategies for Integrating Deep Learning with Current Biomedical Research
Chikhi, Rayan | Living in the Future of Genomics
Chikhi, Rayan | mDBG and Alignment The Tumultuous Fate of Sequence Bioinformatics Ideas
Chopra, Sumit | Less is More Learning Signals to Learn Representations in Healthcare
Cox, Nancy | Ways to Find Confounding in Biobanks
Cox, Nancy | Confounding sneaks into biobanks in myriad ways…
El-Kebir, Mohammed | Inferring Parsimonious Migration Histories for Metastatic Cancers
Ernst, Jason | Computational Methods for Modeling and Analyzing Epigenomic Data
Eskin, Eleazar | SwabSeq Sequencing based Detection of Pathogens
Garud, Nandita | Detection of Hard and Soft Sweeps from Population Genomic Data
Gravel, Simon | Population Genetics in Large Genealogies
Greene, Casey | Why is this so hard It should be easy
Gronau, Ilan | Generating Realistic Chromosome Scale Simulations for Population Genomics Studies
Gymrek, Melissa | Dissecting the Contribution of the Repeat ome to Complex Traits
Hajirasouliha, Iman | Applications of Deep Learning in Digital Pathology and Embryology
Im, Haky (Hae Kyung) | Predicting the Epigenome from DNA Sequence, Are you there yet
Joshi, Shalmali | Observational Causal Inference for Improving and Auditing ML for Healthcare
Khan, Aly Azeem | Computational Insights into Cancer Immunology
Krishnan, Rahul | Reliable Machine Learning in Healthcare
Krishnaswamy, Smita | Machine Learning via Graph Signal for Complex Biological Data
Krishnaswamy, Smita | Graph and Algebraic Signal Processing Basics for Computational Biology
Lange, Kenneth | MM Principle of Optimization
Leslie, Christina | Machine Learning Models for Single Cell and Regulatory Genomics
Lippert, Christoph | Recent Advances in Normalizing Flows
Lonardi, Stefano | How to “Squeeze” the Best Genome Assembly From Your HiFi Reads
Loohuis, Loes Olde | Combining Biobanks and Cohort Studies. The Best of Both Worlds
Ma, Jian | Large Language Models for Computational Biology A Primer
Moore, Jason | Automated Quantitative Trait Locus Analysis
Oesper, Layla | Tumor Evolution: Methods for Comparing, Summarizing and Visualizing Clonal Trees
Palacios, Julia | Inference from Single Cell Lineage Tracing Data Generated via Genome Editing
Przytycka, Teresa | From Mutagenic Processes to Mutational Signatures and Back
Raphael, Ben | Evolutionary Models for Cancer and Lineage Tracing
Raphael, Ben | Models and Methods for Spatial Transcriptomics
Ranganath, Rajesh | Revisiting Out of Distribution Generalization
Ranganath, Rajesh | Deep Generative Models in Medicine
Rosset, Saharon | Intuition and Paradoxes in Probability and Statistics
Salzman, Julia | Statistical Reference free Genomics Solves Myriad Problems in Bioinformatics
Sankaran, Kris | Selective Inference for Computational Genomics
Shamir, Ron | Methods for Disease Analysis Using Multiomic Data
Singh, Ritambhara | Single cell Data Integration Using Optimal Transport
Snir, Sagi | Harnessing Genome Dynamics for Phylogenetic Reconstruction
Tward, Daniel Familywise Error Rate Control for Statistical Testing in Brain Image Ontologies
Wang, Wenyi | Statistical Methods for Cancer Risk Prediction Models
Warnow, Tandy | Advances in Large scale Multiple Sequence Alignment
Zang, Chongzhi | BART A Transcriptional Regulator Prediction Method for Functional Genomics
Zou, James | Modeling Spatial Omics and Cellular Niches with Graph Neural Networks
Zou, James | Leveraging Medical Twitter to Build a Visual-language AI Model for Pathology
Zuk, Or | Independence Tests and Dependence Measures, for Unbiased and Biased Samples