no code implementations • 5 Feb 2024 • Tobin South, Alexander Camuto, Shrey Jain, Shayla Nguyen, Robert Mahari, Christian Paquin, Jason Morton, Alex 'Sandy' Pentland
In a world of increasing closed-source commercial machine learning models, model evaluations from developers must be taken at face value.
no code implementations • 10 Nov 2015 • Guido Montufar, Jason Morton
The limit is described by the tropical morphism; a piecewise linear map with pieces corresponding to slicings of the visible matrix by the normal fan of the hidden matrix.
no code implementations • 15 Jan 2013 • Guido Montufar, Jason Morton
We describe discrete restricted Boltzmann machines: probabilistic graphical models with bipartite interactions between visible and hidden discrete variables.
no code implementations • 2 Jun 2012 • Guido F. Montufar, Jason Morton
We derive relations between theoretical properties of restricted Boltzmann machines (RBMs), popular machine learning models which form the building blocks of deep learning models, and several natural notions from discrete mathematics and convex geometry.
2 code implementations • 30 Aug 2009 • Maria Angelica Cueto, Jason Morton, Bernd Sturmfels
The restricted Boltzmann machine is a graphical model for binary random variables.