Search Results for author: Jonathan Tuck

Found 5 papers, 4 papers with code

Portfolio Construction Using Stratified Models

no code implementations11 Jan 2021 Jonathan Tuck, Shane Barratt, Stephen Boyd

In this paper we develop models of asset return mean and covariance that depend on some observable market conditions, and use these to construct a trading policy that depends on these conditions, and the current portfolio holdings.

Fitting Laplacian Regularized Stratified Gaussian Models

1 code implementation4 May 2020 Jonathan Tuck, Stephen Boyd

We consider the problem of jointly estimating multiple related zero-mean Gaussian distributions from data.

Weather Forecasting

Convex Optimization Over Risk-Neutral Probabilities

1 code implementation5 Mar 2020 Shane Barratt, Jonathan Tuck, Stephen Boyd

We describe a number of convex optimization problems over the convex set of risk neutral price probabilities.

Eigen-Stratified Models

1 code implementation27 Jan 2020 Jonathan Tuck, Stephen Boyd

This leads to a reduction, sometimes large, of model size when $m \leq n$ and $m \ll K$.

A Distributed Method for Fitting Laplacian Regularized Stratified Models

2 code implementations26 Apr 2019 Jonathan Tuck, Shane Barratt, Stephen Boyd

In a basic and traditional formulation a separate model is fit for each value of the categorical feature, using only the data that has the specific categorical value.

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