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TITLE: "A Dynamic Latent-Space Model for Assets Clustering" AUTHORS: Roberto Casarin & Antonio Peruzzi AVAILABLE AT: Studies in Nonlinear Dynamics and Econometrics DATE: October 2023 Tested on R version 4.2.2 (2022-10-31) -- "Innocent and Trusting" ------------------------------------------------------------------------------- The following Repository contains the files (scripts and data) used to reproduce the results of the paper "A Dynamic Latent-Space Model for Assets Clustering". ------------------------------------------------------------------------------- %%%%%%%%%%%%%% PRELIMINARIES %%%%%%%%%%%%%% ------------------------------------------------------------------------------- - The folder "Code" contains the R scripts; - The folder "Data" contains the dataset used in this work; - The folder "Figures" contains the figures in the manuscript. ------------------------------------------------------------------------------- %%%%%%%%%%%%%% R SCRIPTS %%%%%%%%%%%%%% ------------------------------------------------------------------------------- * SNDE_01_motivation_plot.R This script is used to reproduce Figure 1 * SNDE_02_properties_plot.R This script is used to reproduce Figure 2 * SNDE_03_synthetic_data.R This script is used to generate the simulation dataset in Section 3.3 and reproduce Figure 4 * SNDE_04_simulation.R This script is used to reproduce Figure 5 and 6 and 10 and Table 1 * SNDE_05_SP100_model.R This script is used to run the mcmc algorithm on the SP100 data * SNDE_06_DAX40_model.R This script is used to run the mcmc algorithm on the DAX40 data * SNDE_07_Results_Plots.R This script is used to reproduce Figure 8 and 9 and Table 2 and 3 * SNDE_08_sequential_Robustness_SP100.R This script is used to run the mcmc algorithm on the SP100 data for the sequential robustness check * SNDE_09_sequential_Robustness_DAX40.R This script is used to run the mcmc algorithm on the DAX40 data for the sequential robustness check * SNDE_10_Robustness_Plots.R This script is used to reproduce Figure 12 ------------------------------------------------------------------------------- %%%%%%%%%%%%%% C++ Code %%%%%%%%%%%%%% ------------------------------------------------------------------------------- * Utils.cpp This script contains some useful c++ functions such as "procrustes_preprocessing" used to carry out the procrustes transformation pre-processing.
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SNDE Paper Code and Data - A Dynamic Latent Space Model for Asset Clustering
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