Maximization-Expectation Indian Buffet Process (submodular IBP)
This code implements the nonnegative linear-Gaussian IBP described in Scaling the Indian Buffet Process via Submodular Maximization [1]. See [2] for background material.
See meibp_test.m
for example usage on a simple synthetic dataset
consisting of binary latent factors with nice structure.
Please email the author with any questions.
Colorado Reed; gmail address: colorado.j.reed
Department of Engineering
University of Cambridge
Cambridge, UK
This software is open-source, released under the terms of the The MIT License (see LICENSE).
[1] Scaling the Indian Buffet Process via Submodular Maximization Colorado Reed and Zoubin Ghahramani, https://arxiv.org/abs/1304.3285
[2] Infinite latent feature models and the Indian buffet process Tom Griffiths and Zoubin Ghahramani, NIPS 2006