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Research
I am currently a research assistant working with Professors Mathias Drton and Ali Shojaie on graphical models at the University of Washington, Seattle.
Packages
Papers published and in preparation
Yu, S., Drton, M., and Shojaie A. ‘‘Interaction Models and Generalized Score Matching for Compositional Data’’. Under review.
Yu, S., Drton, M., and Shojaie A. ‘‘Directed Graphical Models and Causal Discovery for Zero-Inflated Data’’. Under review.
Yu, S., Drton, M., Promislow, D., and Shojaie A. ‘‘CorDiffViz: an R Package for visualizing multi-omics differential correlation networks’’. To appear in BMC Bioinformatics.
Yu, S., Drton, M., and Shojaie A. ‘‘Generalized Score Matching for General Domains’’. Information and Inference (2021).
Jin, K., Wilson, K.A., Beck, J.N., Nelson, C.S., Brownridge, G.W. III, Harrison B., Djukovic, D., Raftery, D., Brem, R.B., Yu, S., Drton, M., Shojaie, A., Kapahi, P. and Promislow, D. ‘‘Genetic and metabolomic architecture of variation in diet restriction-mediated lifespan extension in Drosophila’’. PLoS genetics 16.7 (2020): e1008835.
Yu, S., Drton, M., and Shojaie A. ‘‘Generalized Score Matching for Non-Negative Data’’. Journal of Machine Learning Research 20.76 (2019), 1-70.
Yu, S., Drton, M., and Shojaie A. ‘‘Graphical Models for Non-Negative Data Using Generalized Score Matching’’. Proceedings of the Twenty-First International Conference on Artificial Intelligence and Statistics (AISTATS) 2018. Proceedings of Machine Learning Research: volume 84, pages 1781–1790.
Past research
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