Essays about: "and Exponentially Weighted Moving Average."

Showing result 1 - 5 of 11 essays containing the words and Exponentially Weighted Moving Average..

  1. 1. Volatility forecasting using the GARCH framework on the OMXS30 and MIB30 stock indices

    University essay from Göteborgs universitet/Institutionen för nationalekonomi med statistik

    Author : Peter Johansson; [2019-01-22]
    Keywords : Volatility forecasting; Random Walk; Moving Average; Exponentially Weighted Moving Average; GARCH; EGARCH; GJR-GARCH; APGARCH; volatility model valuation; regression; information criterion;

    Abstract : There are many models on the market that claim to predict changes in financial assets as stocks on the Stockholm stock exchange (OMXS30) and the Milano stock exchange index (MIB30). Which of these models gives the best forecasts for further risk management purposes for the period 31st of October 2003 to 30th of December 2008? Is the GARCH framework more successful in forecasting volatility than more simple models as the Random Walk, Moving Average or the Exponentially Weighted Moving Average? The purpose of this study is to find and investigate different volatility forecasting models and especially GARCH models that have been developed during the years. READ MORE

  2. 2. Implementation of Anomaly Detection on a Time-series Temperature Data set

    University essay from Malmö universitet/Fakulteten för teknik och samhälle (TS)

    Author : Jelena Novacic; Kablai Tokhi; [2019]
    Keywords : machine learning; anomaly detection; linear regression; exponentially weighted moving average; EWMA; probabilistic exponentially weighted moving average; PEWMA; time-series data set;

    Abstract : Aldrig har det varit lika aktuellt med hållbar teknologi som idag. Behovet av bättre miljöpåverkan inom alla områden har snabbt ökat och energikonsumtionen är ett av dem. En enkel lösning för automatisk kontroll av energikonsumtionen i smarta hem är genom mjukvara. READ MORE

  3. 3. Volatility and variance swaps : A comparison of quantitative models to calculate the fair volatility and variance strike

    University essay from Umeå universitet/Institutionen för matematik och matematisk statistik

    Author : Johan Röring; [2017]
    Keywords : ;

    Abstract : Volatility is a common risk measure in the field of finance that describes the magnitude of an asset’s up and down movement. From only being a risk measure, volatility has become an asset class of its own and volatility derivatives enable traders to get an isolated exposure to an asset’s volatility. READ MORE

  4. 4. Security Analysis of Control System Anomaly Detectors

    University essay from KTH/Skolan för elektro- och systemteknik (EES)

    Author : David Umsonst; [2016]
    Keywords : ;

    Abstract : Anomaly detectors in control systems are used to detect system faults and they are typically based on an analytical system model, which gener-ates residual signals to find a fault. The detectors are designed to detect randomly occurring faults but not coordinated malicious attacks on the system. READ MORE

  5. 5. An empirical study of the Value-at-Risk of the renewable energy market and the impact of the oil price

    University essay from Lunds universitet/Nationalekonomiska institutionen

    Author : Euan Anderson; [2015]
    Keywords : Two-sided Kupiec test; Student-t distribution; Normal distribution; Threshold GARCH TGARCH ; Oil; Generalized Autoregressive Heteroskedasticity GARCH ; Exponentially weighted moving average EWMA ; Volatility weighted historical simulation VWHS ; Basic historical simulation BHS ; rolling-window; Value-at-Risk VaR ; Renewable energy; Business and Economics;

    Abstract : Renewable energy is gaining increasing importance in the generation of power due to the finite existence of fossil fuels and concerns about climate change. As its demand grows financial interest from investors’ increases, thus it is important to find the most effective way of quantifying the risk of the renewable energy market. READ MORE