Tractable approximations for probabilistic models: the adaptive TAP mean
(2001) In Physical Review Letters 86(17). p.3695-3699- Abstract
- We develop an advanced mean held method for approximating averages in probabilistic data models that is based on the Thouless-Anderson-Palmer (TAP) approach of disorder physics. In contrast to conventional TAP. where the knowledge of the distribution of couplings between the random variables is required. our method adapts to the concrete couplings. We demonstrate the validity of our approach, which is so far restricted to models with nonglassy behavior? by replica calculations for a wide class of models as well as by simulations for a real data set.
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/795739
- author
- Opper, Manfred and Winther, Ole
- publishing date
- 2001
- type
- Contribution to journal
- publication status
- published
- subject
- in
- Physical Review Letters
- volume
- 86
- issue
- 17
- pages
- 3695 - 3699
- publisher
- American Physical Society
- external identifiers
-
- scopus:0035938135
- ISSN
- 1079-7114
- DOI
- 10.1103/PhysRevLett.86.3695
- language
- English
- LU publication?
- no
- id
- d88a8ff3-30b7-4ed3-aa11-2968e9b9886b (old id 795739)
- date added to LUP
- 2016-04-04 07:34:16
- date last changed
- 2022-03-23 01:21:02
@article{d88a8ff3-30b7-4ed3-aa11-2968e9b9886b, abstract = {{We develop an advanced mean held method for approximating averages in probabilistic data models that is based on the Thouless-Anderson-Palmer (TAP) approach of disorder physics. In contrast to conventional TAP. where the knowledge of the distribution of couplings between the random variables is required. our method adapts to the concrete couplings. We demonstrate the validity of our approach, which is so far restricted to models with nonglassy behavior? by replica calculations for a wide class of models as well as by simulations for a real data set.}}, author = {{Opper, Manfred and Winther, Ole}}, issn = {{1079-7114}}, language = {{eng}}, number = {{17}}, pages = {{3695--3699}}, publisher = {{American Physical Society}}, series = {{Physical Review Letters}}, title = {{Tractable approximations for probabilistic models: the adaptive TAP mean}}, url = {{http://dx.doi.org/10.1103/PhysRevLett.86.3695}}, doi = {{10.1103/PhysRevLett.86.3695}}, volume = {{86}}, year = {{2001}}, }