Finding Maxima of Gaussian Sum-Product Networks

This repository contains resources of my master's thesis, "Finding Maxima of Gaussian Sum-Product Networks", and associated papers. The thesis was defended on 2023-07-21 at the Institute of Mathematics and Statistics of the University of São Paulo (IME-USP).

• thesis/ contains LaTeX files of the thesis.
• experiments/ contains files used to replicate the experiments.
• eniac22/ contains resources of the paper "Tractable Mode-Finding using in Sum-Product Networks with Gaussian Leaves" (ENIAC, 2022).
• tpm23/ contains resources of the paper "On Modal Clustering with Gaussian Sum-Product Networks" (UAI TPM Workshop, 2023).

To cite my work, please use:

@mastersthesis{Madeira2023Thesis,
  title     = {Finding Maxima of Gaussian Sum-Product Networks},
  author    = {Tiago Madeira},
  school    = {University of S{\~a}o Paulo},
  type      = {Master's thesis},
  year      = {2023},
  month     = {July},
}

@inproceedings{Madeira2022,
  title     = {Tractable Mode-Finding in Sum-Product Networks with Gaussian Leaves},
  author    = {Tiago Madeira and Denis Mau{\'a}},
  city      = {Porto Alegre, RS, Brasil},
  doi       = {10.5753/eniac.2022.227582},
  issn      = {2763-9061},
  booktitle = {Anais do XIX Encontro Nacional de Inteligência Artificial e Computacional},
  pages     = {497-508},
  publisher = {SBC},
  year      = {2022},
}

@inproceedings{Madeira2023,
  title     = {On Modal Clustering with Gaussian Sum-Product Networks},
  author    = {Tiago Madeira and Denis Mau{\'a}},
  booktitle = {The 6th Workshop on Tractable Probabilistic Modeling},
  year      = {2023},
  url       = {https://openreview.net/forum?id=dtzAUOmHqa}
}