Predictive discrete latent factor models for large scale dyadic data

@inproceedings{Agarwal2007PredictiveDL,
  title={Predictive discrete latent factor models for large scale dyadic data},
  author={Deepak Agarwal and Srujana Merugu},
  booktitle={KDD},
  year={2007}
}
We propose a novel statistical method to predict large scale dyadic response variables in the presence of covariate information. Our approach simultaneously incorporates the effect of covariates and estimates local structure that is induced by interactions among the dyads through a discrete latent factor model. The discovered latent factors provide a redictive model that is both accurate and interpretable. We illustrate our method by working in a framework of generalized linear models, which… CONTINUE READING
Highly Influential
This paper has highly influenced 13 other papers. REVIEW HIGHLY INFLUENTIAL CITATIONS
Highly Cited
This paper has 97 citations. REVIEW CITATIONS
Recent Discussions
This paper has been referenced on Twitter 1 time over the past 90 days. VIEW TWEETS

13 Figures & Tables

Topics

Statistics

01020'07'08'09'10'11'12'13'14'15'16'17'18
Citations per Year

98 Citations

Semantic Scholar estimates that this publication has 98 citations based on the available data.

See our FAQ for additional information.