TY - CHAP
T1 - The TAP approach to intensive and extensive connectivity systems
AU - Kabashima, Yoshiyuki
AU - Saad, David
N1 - Copyright of the Massachusetts Institute of Technology Press (MIT Press) Partially available on Google Books
PY - 2001/2
Y1 - 2001/2
N2 - The Thouless-Anderson-Palmer (TAP) approach was originally developed for analysing the Sherrington-Kirkpatrick model in the study of spin glass models and has been employed since then mainly in the context of extensively connected systems whereby each dynamical variable interacts weakly with the others. Recently, we extended this method for handling general intensively connected systems where each variable has only O(1) connections characterised by strong couplings. However, the new formulation looks quite different with respect to existing analyses and it is only natural to question whether it actually reproduces known results for systems of extensive connectivity. In this chapter, we apply our formulation of the TAP approach to an extensively connected system, the Hopfield associative memory model, showing that it produces identical results to those obtained by the conventional formulation.
AB - The Thouless-Anderson-Palmer (TAP) approach was originally developed for analysing the Sherrington-Kirkpatrick model in the study of spin glass models and has been employed since then mainly in the context of extensively connected systems whereby each dynamical variable interacts weakly with the others. Recently, we extended this method for handling general intensively connected systems where each variable has only O(1) connections characterised by strong couplings. However, the new formulation looks quite different with respect to existing analyses and it is only natural to question whether it actually reproduces known results for systems of extensive connectivity. In this chapter, we apply our formulation of the TAP approach to an extensively connected system, the Hopfield associative memory model, showing that it produces identical results to those obtained by the conventional formulation.
KW - Thouless-Anderson-Palmer
KW - Sherrington-Kirkpatrick
KW - general intensively connected systems
KW - Hopfield associative memory model
UR - http://mitpress.mit.edu/catalog/item/default.asp?ttype=2&tid=3847
M3 - Chapter
SN - 0262150549
T3 - Neural Information Processing
SP - 51
EP - 65
BT - Advanced mean field methods: Theory and practice
A2 - Opper, Manfred
A2 - Saad, David
PB - MIT
CY - Cambridge, US
ER -