David Blei
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David Meir Blei is a professor in the Statistics and Computer Science departments at
Columbia University Columbia University in the City of New York, commonly referred to as Columbia University, is a Private university, private Ivy League research university in New York City. Established in 1754 as King's College on the grounds of Trinity Churc ...
. Prior to fall 2014 he was an associate professor in the Department of
Computer Science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
at
Princeton University Princeton University is a private university, private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth, New Jersey, Elizabeth as the College of New Jersey, Princeton is the List of Colonial ...
. His work is primarily in
machine learning Machine learning (ML) is a field of study in artificial intelligence concerned with the development and study of Computational statistics, statistical algorithms that can learn from data and generalise to unseen data, and thus perform Task ( ...
.


Research

His research interests include
topic model In statistics and natural language processing, a topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for discovery of hidden ...
s and he was one of the original developers of
latent Dirichlet allocation In natural language processing, latent Dirichlet allocation (LDA) is a Bayesian network (and, therefore, a generative statistical model) for modeling automatically extracted topics in textual corpora. The LDA is an example of a Bayesian topic ...
, along with
Andrew Ng Andrew Yan-Tak Ng (; born April 18, 1976) is a British-American computer scientist and Internet Entrepreneur, technology entrepreneur focusing on machine learning and artificial intelligence (AI). Ng was a cofounder and head of Google Brain and ...
and Michael I. Jordan. As of June 18, 2020, his publications have been cited 109,821 times, giving him an
h-index The ''h''-index is an author-level metric that measures both the productivity and citation impact of the publications, initially used for an individual scientist or scholar. The ''h''-index correlates with success indicators such as winning t ...
of 97.


Honors and awards

Blei received the ACM Infosys Foundation Award in 2013. (This award is given to a computer scientist under the age of 45. It has since been renamed the ACM Prize in Computing.) He was named Fellow of ACM "For contributions to the theory and practice of probabilistic topic modeling and Bayesian machine learning" in 2015.


References


External links


Homepage

Latent Dirichlet Allocation (PDF)



ACM-Infosys Foundation Award, 2013
Living people Artificial intelligence researchers Brown University alumni University of California, Berkeley alumni Columbia University faculty Columbia School of Engineering and Applied Science faculty 2015 fellows of the Association for Computing Machinery Recipients of the ACM Prize in Computing Year of birth missing (living people) Machine learning researchers Recipients of the Presidential Early Career Award for Scientists and Engineers Bayesian statisticians {{compu-scientist-stub