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Questions tagged [multivariate]

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0 votes
0 answers
83 views

LSTM multivariate Time Series Simulation

I am currently working on a project involving the simulation of multivariate time series (implied-volatilities). To facilitate this process, I am seeking a GitHub repository that provides an ...
DivertingPie's user avatar
1 vote
1 answer
795 views

How to hedge a dual digital option

Let us assume we have two FX rates: $ 1 EUR = S_t^{(1)} USD$ and $ 1 GBP=S_t^{(2)} USD $. Let $K_1>0, K_2>0$ be strictly positive values and a payoff at some time $ T>0 $ (called maturity) ...
fwd_T's user avatar
  • 747
1 vote
0 answers
167 views

Estimation of the Vech HAR model (Multivariate HAR)

I am trying to use the Vech-HAR (the mulitvariate HAR) model in order to forecast some covariances. I have been looking into the model proposed by Chiriac Modelling and forecasting multivariate ...
Sim's user avatar
  • 11
1 vote
1 answer
444 views

Multivariable objective function optimization similar to optimx in R

I have an optimization model in R that utilizes a single variable in my objective function. See below: ...
Jcarl's user avatar
  • 11
0 votes
1 answer
127 views

How to include heteroscedasticity in copula modelling

I have a dataset of 9 variables and I want to fit a t-copula to them in order to construct a multivariate and after that resample from it. I am using Matlab. ...
Luigi87's user avatar
  • 326
0 votes
1 answer
55 views

Multiple Indices for CAPM model [closed]

I am new to quantitative finance so, please excuse me if the terms are not correct. I am trying to apply CAPM on a portfolio which has multiple indices (S&P 500, Russel 1000 and S&P Financials)...
user54434's user avatar
1 vote
0 answers
54 views

Disjoint covariance matrix estimation

I have always estimated correlations and variances disjointly and later combine them to construct covariance matrices. Specifically, variances are estimated in a univariate setting (only using the ...
Michael's user avatar
  • 500
1 vote
0 answers
257 views

Is it possible to use volume/dollar bars instead of time bars when analyzing multiple variables?

I recently read Marcos Lopez de Prado's book "Advances in Financial Machine Learning" where I was introduced to the concept of using volume/dollar bars instead of time bars. As far as I ...
Vladimir Belik's user avatar
1 vote
0 answers
73 views

Can the covariance matrix be represented as a scalar or something similarly small, instead of a large pair-wise grid?

The covariance matrix tabulates pair-wise interactions between variables (assets) one-at-a-time into a grid, which can quickly become large as the number of assets included in a portfolio, for example,...
develarist's user avatar
  • 3,040
0 votes
0 answers
36 views

Are the correlations of multivariate stock prices preserved when converted to multivariate returns?

If data for multiple stock prices has a specific correlation matrix, is the correlation matrix preserved when those prices are converted to multivariate log-differenced returns?
develarist's user avatar
  • 3,040
-1 votes
1 answer
131 views

Why is Banque de France using BVAR with different orders of integration?

Don't all the variables used have to be of the same order of integration in VAR models ? In this paper Bayesian VAR Forecasts, Survey Information and Structural Change in the Euro Area Gergely Ganics ...
Jur's user avatar
  • 11
2 votes
1 answer
177 views

Multivariate MC: what am I doing wrong?

I am trying to generate multivariate MC results presented in this paper A Simple Generalisation of Kirk’s Approximation for Multi-Asset Spread Options by the Lie-Trotter Operator Splitting Method, by ...
akasolace's user avatar
  • 151
0 votes
0 answers
54 views

Degree of freedom input for Monte Carlo simulation of asset returns with multivariate t distribution

How do I calculate or estimate the degrees of freedom in order to perform a Monte Carlo simulation of asset returns with multivariate t distribution using R functions? I am able to calculate the mean ...
sjedi's user avatar
  • 25
3 votes
2 answers
306 views

Align volume bars for multivariate analysis

Looking at the book "Advances in financial machine learning" the author proposes a way to sample high frequency financial data in several fashions which are not only the standard time bars. I was ...
AleB's user avatar
  • 61
0 votes
1 answer
654 views

Generate Monte Carlo simulation of multivariate lognormal or weibull distributions in R

I intend to perform a Monte Carlo simulation of asset returns in R. I am currently using the rmvnorm function in the mvtnorm R ...
sjedi's user avatar
  • 25

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