Essays about: "Univariate Forecasting"

Showing result 1 - 5 of 34 essays containing the words Univariate Forecasting.

  1. 1. Evaluating Brain-Inspired Machine Learning Models for Time Series Forecasting: A Comparative Study on Dynamical Memory in Reservoir Computing and Neural Networks

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

    Author : Eddie Nevander Hellström; Johan Slettengren; [2023]
    Keywords : ;

    Abstract : Brain-inspired computing is a promising research field, with potential to encouragebreakthroughs within machine learning and enable us to solve complex problems in a moreefficient way. This study aims to compare the performance of brain-like machine learningalgorithms for time series forecasting. READ MORE

  3. 2. Air quality prediction in metropolitan areas using deep learning methods

    University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

    Author : Augustin Ionut Ionascu; [2023]
    Keywords : air quality; forecasting; time-series; univariate; multivariate; multi-step; Attention; Transformer;

    Abstract : The rapid growth of the world's urban population shows that people are increasingly moving to cities. In recent decades, the frequent occurrence of smog caused by increasing industrialization has brought environmental pollution to record highs. READ MORE

  4. 3. Demand Forecasting of Outbound Logistics Using Neural Networks

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

    Author : Enobong Paul Otuodung; Gulten Gorhan; [2023]
    Keywords : Time Series Prediction; Demand Forecasting; Outbound Logistics; Machine Learning; Deep Learning; Univariate Forecasting; Multivariate Forecasting; Multi-Step Forecasting; LSTM; CNN-LSTM; ConvLSTM; Encoder-Decoder; Design science; Design science;

    Abstract : Long short-term volume forecasting is essential for companies regarding their logistics service operations. It is crucial for logistic companies to predict the volumes of goods that will be delivered to various centers at any given day, as this will assist in managing the efficiency of their business operations. READ MORE

  5. 4. Do Inflation Expectations Granger Cause Inflation? A VEC Model Approach

    University essay from Handelshögskolan i Stockholm/Institutionen för nationalekonomi

    Author : Alice Hindersson; Siri Jäderberg; [2023]
    Keywords : Forecasting; Inflation; Inflation Expectations; VEC Model; Granger Causality;

    Abstract : Being able to accurately predict future inflation is of great importance for a wide range of actors in the economy, as well as for the effectiveness of monetary policy decisions. In this thesis, we examine whether survey measures of inflation expectations contribute to more accurate inflation forecasts in Sweden. READ MORE

  6. 5. Forecasting Codeword Errors in Networks with Machine Learning

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

    Author : Angus Hansson Svan; [2023]
    Keywords : Forecasting; Codeword Errors; Hybrid Fiber-Coaxial; Long Short-Term Memory; Multilayer Perceptron; Hybridfiber-koaxialt nätverk; HFC; LSTM; MLP;

    Abstract : With an increasing demand for rapid high-capacity internet, the telecommunication industry is constantly driven to explore and develop new technologies to ensure stable and reliable networks. To provide a competitive internet service in this growing market, proactive detection and prevention of disturbances are key elements for an operator. READ MORE