Search Results for author: Alejandro Rodriguez Dominguez

Found 5 papers, 0 papers with code

A Portfolio's Common Causal Conditional Risk-neutral PDE

no code implementations1 Jan 2024 Alejandro Rodriguez Dominguez

Portfolio's optimal drivers for diversification are common causes of the constituents' correlations.

Management

Structured Radial Basis Function Network: Modelling Diversity for Multiple Hypotheses Prediction

no code implementations2 Sep 2023 Alejandro Rodriguez Dominguez, Muhammad Shahzad, Xia Hong

A closed-form solution with least-squares is presented, which to the authors knowledge, is the fastest solution in the literature for multiple hypotheses and structured predictions.

Computational Efficiency regression

Measuring Cause-Effect with the Variability of the Largest Eigenvalue

no code implementations11 Jul 2023 Alejandro Rodriguez Dominguez, Irving Ramirez Carrillo, David Parraga Riquelme

By analyzing the time series of the standard deviation of the greatest eigenvalue for $2\times 2$ correlation matrices with different lags we can analyze deviations from the Tracy-Widom distribution to test structural relationships between these two time variables.

Time Series

A Clustering Algorithm for Correlation Quickest Hub Discovery Mixing Time Evolution and Random Matrix Theory

no code implementations8 Oct 2022 Alejandro Rodriguez Dominguez, David Stynes

With our geometric version of the tests via clustering, we can test the hypothesis that we can improve state-of-the-art settings for QHD, by combining QCD and QHD simultaneously, as well as including information about pre-change time-evolution in correlations.

Change Detection Clustering +2

Portfolio Optimization based on Neural Networks Sensitivities from Assets Dynamics respect Common Drivers

no code implementations17 Feb 2022 Alejandro Rodriguez Dominguez

Portfolio constituents are embedded into the space of sensitivities with respect to their common drivers, and a distance matrix in this space called the Sensitivity matrix is used to solve the convex optimization for diversification.

Clustering Portfolio Optimization

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