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Dasgupta, Sanjoy
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A theoretical perspective on hyperdimensional computing
Thomas A., Dasgupta S., Rosing T. Journal of Artificial Intelligence Research 72(1): 215-249, 2022. Type: Article
Thomas, Dasgupta, and Rosing offer a tricky essay on hyperdimensional (HD) computing, a representational-transformational-retrieval computing paradigm that is brain-inspired, starting from signal levels as electrodes. All the content is highly tec...
...
Mar 27 2023
Algorithms for interactive learning
Dasgupta, S. YouTube, 00:48:08, published on May 25, 2016, UCIBrenICS,
https://www.youtube.com/watch?v=JRKNuCjTVT0
. Type: Video
In this 45-minute talk at the University of Southern California, Dasgupta looks at the progress of supervised learning over the years and poses a question about how supervised learning algorithms and techniques can be adapted to intera...
...
Oct 14 2016
Algorithms
Dasgupta S., Papadimitriou C., Vazirani U., McGraw-Hill Science/Engineering/Math, Columbus, OH, 2006. 336 pp. Type: Book (9780073523408)
In today’s world, computers are ubiquitous, finding a place in almost all spheres of everyday human life. The primary task of computers is to execute programs and produce some meaningful and useful output. For these progr...
...
Mar 9 2007
Performance guarantees for hierarchical clustering
Dasgupta S., Long P. Journal of Computer and System Sciences 70(4): 555-569, 2005. Type: Article
Under hierarchical clustering, a dataset of
n
points is recursively partitioned into 2, 3, ...
k
clusters. Typically, at each recursion step, a cluster is divided into two or more clusters based on...
...
Nov 30 2005
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