Essays about: "GARCH modeling"

Showing result 1 - 5 of 28 essays containing the words GARCH modeling.

  1. 1. Stock Price Prediction Using Machine Learning

    University essay from Södertörns högskola/Nationalekonomi

    Author : Yixin Guo; [2022]
    Keywords : Machine Learning; Stock Price; Time Series Data; Deep Learning;

    Abstract : Accurate prediction of stock prices plays an increasingly prominent role in the stock market where returns and risks fluctuate wildly, and both financial institutions and regulatory authorities have paid sufficient attention to it. As a method of asset allocation, stocks have always been favored by investors because of their high returns. READ MORE

  3. 2. Improving term structure measurements by incorporating steps in a multiple yield curve framework

    University essay from Linköpings universitet/Produktionsekonomi

    Author : Gustav Villwock; Clara Rydholm; [2022]
    Keywords : Finance; Interest rates; Term structure measurement; Monte Carlo; Financial mathematics; Yield curve; Policy rates; Multiple yield curve framework; Stochastic programming; Risk factor modeling; Hedging; Performance attribution; Principle component analysis; GARCH; Maximum likelihood estimation; Copula;

    Abstract : By issuing interest rate derivative contracts, market makers such as large banks are exposed to undesired risk. There are several methods for banks to hedge themselves against this type of risk; one such method is the stochastic programming model developed by Blomvall and Hagenbjörk (2022). READ MORE

  4. 3. DCC-GARCH Estimation

    University essay from KTH/Matematik (Avd.)

    Author : Christofer Nordström; [2021]
    Keywords : Multivariate GARCH; DCC-GARCH; Conditional Correlation; Forecasting; Flerdimensionella GARCH-modeller; DCC-GARCH; Betingad Korrelation; Prognoser;

    Abstract : When modelling more that one asset, it is desirable to apply multivariate modeling to capture the co-movements of the underlying assets. The GARCH models has been proven to be successful when it comes to volatility forecast- ing. READ MORE

  5. 4. Green Bond’s co-movement with the treasury bond, corporate bond, stock, and carbon markets during an economic recession

    University essay from Jönköping University/IHH, Företagsekonomi

    Author : Niousha Karimi; Isac Lago; [2021]
    Keywords : Green Bonds; Conventional Bond Market; Stock Market; Carbon Market; Co-movement; DCC-GARCH; Economic Crisis;

    Abstract : Background: With the tremendous growth of the Green Bond (GB) market, understanding the relationship of the GB market with other financial markets gains importance. The Covid19 pandemic causing a recession in most major economies creates an opportunity to see the co-movements of the GB market with other financial markets under a period of economic crisis. READ MORE

  6. 5. Volatility Forecasting Performance : An evaluation of GARCH-class models

    University essay from Umeå universitet/Nationalekonomi

    Author : Marcus Ryhage; [2021]
    Keywords : ;

    Abstract : Volatility is considered among the most vital concepts of the financial market and is frequently used as a rough measure of the total risk of financial assets. Volatility is however not directly observable in practice; it must be estimated. The procedure in estimating and modeling volatility can be performed in numerous ways. READ MORE