Selected article for: "component analysis and independent component analysis"

Author: Bianchi, Francesco; Mercuri, Lorenzo; Rroji, Edit
Title: Portfolio Selection with Irregular Time Grids: an example using an ICA-COGARCH(1, 1) approach
  • Cord-id: qjnbgclv
  • Document date: 2021_3_31
  • ID: qjnbgclv
    Snippet: In this paper we consider a portfolio selection problem defined for irregularly spaced observations. We use the Independent Component Analysis for the identification of the dependence structure and continuous-time GARCH models for the marginals. We discuss both estimation and simulation of market prices in a context where the time grid of price quotations differs across assets. We present an empirical analysis of the proposed approach using two high-frequency datasets that provides better out-of
    Document: In this paper we consider a portfolio selection problem defined for irregularly spaced observations. We use the Independent Component Analysis for the identification of the dependence structure and continuous-time GARCH models for the marginals. We discuss both estimation and simulation of market prices in a context where the time grid of price quotations differs across assets. We present an empirical analysis of the proposed approach using two high-frequency datasets that provides better out-of-sample results than competing portfolio strategies except for the case of severe market conditions with frequent rebalancements.

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