Heat Conduction Process on Community Networks as a Recommendation Model

Details Heat Conduction Process on Community Networks as a Recommendation Model Heat Conduction Process on Community Networks as a Recommendation Model

2008-03-14

arxiv.org/abs/0803.2179v1

Phys. Rev. Lett. 99, 154301 (2007)

Physics

Physics and Society

4 pages, 2 figures

Scientific paper

10.1103/PhysRevLett.99.154301

Using heat conduction mechanism on a social network we develop a systematic method to predict missing values as recommendations. This method can treat very large matrices that are typical of internet communities. In particular, with an innovative, exact formulation that accommodates arbitrary boundary condition, our method is easy to use in real applications. The performance is assessed by comparing with traditional recommendation methods using real data.

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