Maximally machine-learnable portfolios

P Goulet Coulombe, M Göbel - Available at SSRN 4428178, 2023 - papers.ssrn.com
When it comes to stock returns, any form of predictability can bolster risk-adjusted
profitability. We develop a collaborative machine learning algorithm that optimizes portfolio …

High-dimensional canonical correlation analysis

A Bykhovskaya, V Gorin - arXiv preprint arXiv:2306.16393, 2023 - arxiv.org
This paper studies high-dimensional canonical correlation analysis (CCA) with an emphasis
on vectors which define canonical variables. The paper shows that when two dimensions of …

Maximally machine-learnable portfolios

PG Coulombe, M Goebel - arXiv preprint arXiv:2306.05568, 2023 - arxiv.org
When it comes to stock returns, any form of predictability can bolster risk-adjusted
profitability. We develop a collaborative machine learning algorithm that optimizes portfolio …

Dynamic Portfolio Selection under Transaction Costs and Signal Decay

N Firoozye, V Tan, S Zohren - Available at SSRN 4425407, 2023 - papers.ssrn.com
This paper presents an analytical solution to the dynamic portfolio selection problem,
considering transaction costs and signals with different persistence properties. Our …

The Symmetric Generalized Eigenvalue Problem as a Nash Equilibrium

I Gemp, C Chen, B McWilliams - arXiv preprint arXiv:2206.04993, 2022 - arxiv.org
The symmetric generalized eigenvalue problem (SGEP) is a fundamental concept in
numerical linear algebra. It captures the solution of many classical machine learning …

Accelerating Machine Learning Training Time for Limit Order Book Prediction

MJ Bennett - arXiv preprint arXiv:2206.09041, 2022 - arxiv.org
Financial firms are interested in simulation to discover whether a given algorithm involving
financial machine learning will operate profitably. While many versions of this type of …

Commonality in Two-Dimensions: an Empirical Investigation

Z Zhou - 2022 - search.proquest.com
In this thesis, I follow Hasbrouck and Seppi (2001)'s work and use reduced-rank regression
to model the commonality in Chapter Two. The literature on the study of return commonality …

[引用][C] The generalized eigenvalue problem as a nash equilibrium

I Gemp, C Chen, B McWilliams - arXiv preprint arXiv:2206.04993, 2022