Essays about: "Tidsserieregression"

Found 4 essays containing the word Tidsserieregression.

  1. 1. Explaining Neural Networks used for PIM Cancellation

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Fredrik Diffner; [2022]
    Keywords : Telecommunication; Passive intermodulation; PIM cancellation; Fully connected neural network; Convolutional neural network; Time series regression; Explainable AI; backpropagation-based XAI methods; perturbation-based XAI methods; Telekommunikation; Passiv intermodulation; PIM-eliminering; Fullt sammankopplade neuronnät; Konvolutionerande neuronnät; Tidsserieregression; Förklarande AI; Bakåtpropagerande-baserade XAI-metoder; Perturbations-baserade XAI-metoder;

    Abstract : Passive Intermodulation is a type of distortion affecting the sensitive receiving signals in a cellular network, which is a growing problem in the telecommunication field. One way to mitigate this problem is through Passive Intermodulation Cancellation, where the predicted noise in a signal is modeled with polynomials. READ MORE

  2. 2. An evaluation of deep neural network approaches for traffic speed prediction

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Cosar Ghandeharioon; [2018]
    Keywords : Deep Learning; Regression; Time Series; LSTM; Neural decomposition.; Djupinlärning; Regression; Tidsserier; LSTM; Neural dekomposition.;

    Abstract : The transportation industry has a significant effect on the sustainability and development of a society. Learning traffic patterns, and predicting the traffic parameters such as flow or speed for a specific spatiotemporal point is beneficial for transportation systems. READ MORE

  3. 3. A Study of Momentum Effects on the Swedish Stock Market using Time Series Regression

    University essay from KTH/Matematisk statistik

    Author : Carolina Ljung; Maria Svedberg; [2018]
    Keywords : momentum; time series regression; ex ante volatility; stationary process;

    Abstract : This study investigates if momentum effects can be found on the Swedish stock market by testing a cross-sectional momentum strategy on historical data. To explain the results mathematically, a second approach, involving time series regression for predicting future returns is introduced and thereby extends the cross-sectional theory. READ MORE

  4. 4. Understanding and Exploiting commodity currencies : A Study using time series Regression

    University essay from KTH/Matematisk statistik

    Author : Dylan Dehoky; Edward Sikorski; [2017]
    Keywords : Commodity currencies; regression analysis; time series regression; Dutch disease and trading strategy;

    Abstract : This thesis within Industrial Economics and Applied Mathematics examines the term commodity currency. The thesis delves into analysing the characteristics and consequences of such a currency through a macroeconomic perspective while discussing previous studies within the matter. READ MORE