Journal article
Mean field analysis of neural networks: a law of large numbers
- Abstract:
-
Machine learning, and in particular neural network models, have revolutionized fields such as image, text, and speech recognition. Today, many important real-world applications in these areas are driven by neural networks. There are also growing applications in engineering, robotics, medicine, and finance. Despite their immense success in practice, there is limited mathematical understanding of neural networks. This paper illustrates how neural networks can be studied via stochastic analysis ...
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- Publication status:
- Published
- Peer review status:
- Peer reviewed
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Authors
Bibliographic Details
- Publisher:
- Society for Industrial and Applied Mathematics Publisher's website
- Journal:
- SIAM Journal on Applied Mathematics Journal website
- Volume:
- 80
- Issue:
- 2
- Pages:
- 725-752
- Publication date:
- 2020-03-10
- Acceptance date:
- 2019-11-08
- DOI:
- EISSN:
-
1095-712X
- ISSN:
-
0036-1399
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
1124850
- Local pid:
- pubs:1124850
- Deposit date:
- 2020-08-10
Terms of use
- Copyright holder:
- Society for Industrial and Applied Mathematics
- Copyright date:
- 2020
- Rights statement:
- © 2020, Society for Industrial and Applied Mathematics.
- Notes:
- This is the publisher's version of the article. The final version is available online from the Society for Industrial and Applied Mathematics at: https://doi.org/10.1137/18M1192184
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