Search Results for author: Jason Morton

Found 5 papers, 1 papers with code

Verifiable evaluations of machine learning models using zkSNARKs

no code implementations5 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.

Fairness

Dimension of Marginals of Kronecker Product Models

no code implementations10 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.

Discrete Restricted Boltzmann Machines

no code implementations15 Jan 2013 Guido Montufar, Jason Morton

We describe discrete restricted Boltzmann machines: probabilistic graphical models with bipartite interactions between visible and hidden discrete variables.

When Does a Mixture of Products Contain a Product of Mixtures?

no code implementations2 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.

Geometry of the restricted Boltzmann machine

2 code implementations30 Aug 2009 Maria Angelica Cueto, Jason Morton, Bernd Sturmfels

The restricted Boltzmann machine is a graphical model for binary random variables.

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