Search Results - "Qian, Sharon"
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The transcription factor TFEB links mTORC1 signaling to transcriptional control of lysosome homeostasis
Published in Science signaling (12-06-2012)“…Lysosomes are the major cellular site for clearance of defective organelles and digestion of internalized material. Demand on lysosomal capacity can vary…”
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Journal Article -
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Scalability and Performance of Intractable Optimization Problems in Machine Learning
Published 01-01-2022“…In this thesis, we study the scalability and performance of combinatorial optimization problems in machine learning. Paradigms such as feature selection, text…”
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Dissertation -
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Diversity, knowledge clusters, and job placement: Graduate economics teaching of core microeconomics
Published in The Journal of economic education (01-01-2017)“…The authors present an empirical analysis of what is taught in core micro-economics at a set of top U.S. doctoral economics programs. Their aim is to evaluate…”
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Journal Article -
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Fast Parallel Algorithms for Statistical Subset Selection Problems
Published 06-03-2019“…In this paper, we propose a new framework for designing fast parallel algorithms for fundamental statistical subset selection tasks that include feature…”
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Journal Article -
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Instance Specific Approximations for Submodular Maximization
Published 23-02-2021“…For many optimization problems in machine learning, finding an optimal solution is computationally intractable and we seek algorithms that perform well in…”
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Journal Article -
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Robustness from Simple Classifiers
Published 21-02-2020“…Despite the vast success of Deep Neural Networks in numerous application domains, it has been shown that such models are not robust i.e., they are vulnerable…”
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Journal Article -
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Causal Mediation Analysis for Interpreting Neural NLP: The Case of Gender Bias
Published 25-04-2020“…Common methods for interpreting neural models in natural language processing typically examine either their structure or their behavior, but not both. We…”
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Journal Article