
معرفی
Jelani Nelson is a Professor and Department Chair in the UC Berkeley EECS Department (College of Engineering). His work focuses on theoretical computer science, particularly algorithms, data streams, dimensionality reduction, and privacy-preserving computation.
- Advising: Current students include Ishaq Aden-Ali, Xin Lyu, Mihir Singhal, and Hongxun Wu (co-advised with leading researchers).
- Education: PhD from MIT (George M. Sprowls Award), M.Eng from MIT.
Research Highlights:
- Developed foundational results in Johnson-Lindenstrauss dimensionality reduction (optimality, sparse embeddings).
- Advancements in differential privacy (lower bounds, private mean estimation, threshold learning).
- Pioneering work on streaming algorithms for heavy hitters, norm estimation, and graph problems.
- Innovations in compressed sensing and oblivious subspace embeddings.
Scientific Awards:
- PODS Best Paper Award (2011, 2022)
- IBM Pat Goldberg Memorial Best Paper Award (2011)
- George M. Sprowls Award for MIT doctoral thesis (2009)
- NeurIPS 2020 Spotlight Presentation
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