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20222026
most citedPortfolio Optimization based on Neural Networks Sensitivities from Assets Dynamics respect Common Drivers

9 citations · 14 across the 14 of their papers we have counts for

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14 papers · 1 filter

q-fin.PM2026

Causal Price-of-Risk Mandates under Overlapping Information

Alejandro Rodriguez Dominguez

We study whether causal risk mandates constructed from overlapping information blocks can be implemented by one self-financing portfolio that is optimal under pooled information. I…

q-fin.PM2026

Admissible Portfolio Optimization: Information Constraints, Conditional Efficient Frontiers, and the Price of Causal Identification

Alejandro Rodriguez Dominguez

Mean--variance portfolio choice takes the conditioning information as given and optimizes over weights, so two errors about that information pass into the portfolio unseen: using v…

q-fin.PM2026

Uniform Inference and Certified Capacity at a Reflexive Stability Boundary

Alejandro Rodriguez Dominguez

This paper develops uniform inference and certified capacity decisions for an estimated financial stability boundary. Conditional risk, temporary cross-impact, and effective risk-b…

q-fin.PM2026

Switching Frictions, Heterogeneous Trading Horizons, and Long-Memory Order Flow

Alejandro Rodriguez Dominguez

This paper develops a mechanism through which costly changes in the representations used for portfolio choice can contribute to persistent signed order flow. Heterogeneous switchin…

q-fin.PM2026

The Market's Conditioning Representation: Equilibrium, Crowding, and Convention Multiplicity

Alejandro Rodriguez Dominguez

Asset-pricing models typically condition on a fixed information set. This paper endogenises the market's conditioning architecture by allowing portfolios to choose representations…

q-fin.PM2026

Robustness or Crowding: Experimental Design for Trading Strategy Capacity

Alejandro Rodriguez Dominguez, Miquel Noguer i Alonso

How much capital a trading strategy can absorb before its edge disappears is a causal question about how much is deployed, but it is answered with observational proxies that rest o…

q-fin.PM2026

Dynamic Causal Portfolio Choice: Hedging the Rotation of the Common-Driver Manifold

Alejandro Rodriguez Dominguez

When a portfolio is conditioned on a minimal set of observable drivers under which its assets become mutually independent over the investment horizon, the dynamic investment proble…

q-fin.PM2026

Screening-Off Information and Conditional Risk in Portfolio Choice

Alejandro Rodriguez Dominguez

Conditional portfolio models estimate risk relative to a chosen information set, yet rarely test whether that information removes common cross-asset dependence. When it does not, s…

q-fin.PM2026

A sharp order-three obstruction to the aggregation of conditional price-of-risk attribution

Alejandro Rodriguez Dominguez

We study the squared price-of-risk premium of a portfolio -- an integrated conditional squared Sharpe-ratio functional, not an expected excess return -- and its attribution to caus…

q-fin.PM2025

Causal PDE-Control Models for Dynamic Portfolio Optimization with Latent Drivers

Alejandro Rodriguez Dominguez

Classical portfolio models degrade under structural breaks, whereas flexible machine-learning allocation methods often lack arbitrage consistency and interpretability. We propose C…

q-fin.PM2025

Causal Portfolio Optimization: Principles and Sensitivity-Based Solutions

Alejandro Rodriguez Dominguez

Fundamental and necessary principles for achieving efficient portfolio optimization based on asset and diversification dynamics are presented. The Commonality Principle is a necess…

q-fin.PM2024★ 2 cited

A Portfolio's Common Causal Conditional Risk-neutral PDE

Alejandro Rodriguez Dominguez

Portfolio's optimal drivers for diversification are common causes of the constituents' correlations. A closed-form formula for the conditional probability of the portfolio given it…

q-fin.PM2023★ 1 cited

A causal interactions indicator between two time series using extreme variations in the first eigenvalue of lagged correlation matrices

Alejandro Rodriguez Dominguez, Om Hari Yadav

This paper presents a method to identify causal interactions between two time series. The largest eigenvalue follows a Tracy-Widom distribution, derived from a Coulomb gas model. T…

q-fin.PM2022★ 9 cited

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

Alejandro Rodriguez Dominguez

We present a framework for modeling asset and portfolio dynamics, incorporating this information into portfolio optimization. For this framework, we introduce the Commonality Princ…