Essays about: "Nikola Katardjiev"
Found 1 essay containing the words Nikola Katardjiev.
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1. High-variance multivariate time series forecasting using machine learning
University essay from Uppsala universitet/Institutionen för informatik och mediaAbstract : There are several tools and models found in machine learning that can be used to forecast a certain time series; however, it is not always clear which model is appropriate for selection, as different models are suited for different types of data, and domain-specific transformations and considerations are usually required. This research aims to examine the issue by modeling four types of machine- and deep learning algorithms - support vector machine, random forest, feed-forward neural network, and a LSTM neural network - on a high-variance, multivariate time series to forecast trend changes one time step in the future, accounting for lag. READ MORE