Pentti Kanerva
Pentti Kanerva is an American neuroscientist who is the originator of the sparse distributed memory model.[1] He is responsible for relating the properties of long-term memory to mathematical properties of high-dimensional spaces and compares artificial neural-net associative memory to conventional computer random-access memory and to the neurons in the brain.[2] This theory has been applied to design and implement the random indexing approach to learning semantic relations from linguistic data.[3][4][5][6]
Education
Kanerva has an A.A. from Warren Wilson College, M.S. in forestry, with a minor in mathematics and statistics from the University of Helsinki, and has a Ph.D. in Philosophy, from Stanford University.[7]
Career
After earning his Ph.D. at Stanford in 1984, Kanerva moved to work at NASA's Ames Research Center. He also worked at the Swedish Institute of Computer Science, before taking a position at the Redwood Neuroscience Institute of the University of California, Berkeley.[7]
References
- Kanerva, Pentti. Sparse distributed memory. MIT press, 1988.
- "Scientific Staff". Redwood Neuroscience Institute. Archived from the original on 14 October 2002. Retrieved 11 November 2011.
- Kanerva, Pentti, Kristoferson, Jan and Holst, Anders (2000): Random Indexing of Text Samples for Latent Semantic Analysis, Proceedings of the 22nd Annual Conference of the Cognitive Science Society, p. 1036. Mahwah, New Jersey: Erlbaum, 2000.
- Sahlgren, Magnus, Holst, Anders and Pentti Kanerva (2008) Permutations as a Means to Encode Order in Word Space, In Proceedings of the 30th Annual Conference of the Cognitive Science Society: 1300-1305.
- Kanerva, Pentti (2009) Hyperdimensional Computing: An Introduction to Computing in Distributed Representation with High-Dimensional Random Vectors, Cognitive Computation, Volume 1, Issue 2, pp. 139–159.
- Joshi, Aditya, Johan Halseth, and Pentti Kanerva. "Language Recognition using Random Indexing." arXiv preprint arXiv:1412.7026 (2014).
- "Pentti Kanerva". Redwood Neuroscience Institute.