Essays about: "Time series forecasting"

Showing result 11 - 15 of 270 essays containing the words Time series forecasting.

1. 11. 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

3. 12. 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

4. 13. SAX meets Word2vec : A new paradigm in the time series forecasting

   University essay from Högskolan i Halmstad/Akademin för informationsteknologi

   Author : Erik Janerdal; David Dimovski; [2023]
   Keywords : Contextual Time Series; Forecasting; ARIMA; SARIMA; Word2vec; SAX;

   Abstract : The purpose of this thesis was to investigate whether some successful ideas in NLP, such as word2vec, are applicable to time series prob- lems or not. More specifically, we are interested to assess a combina- tion of previously proven methods such as SAX and Word2vec. READ MORE

5. 14. Credit Index Forecasting: Stability of an Autoregressive Model

   University essay from KTH/Matematik (Avd.)

   Author : Melker Wallén; Erik Grimlund; [2023]
   Keywords : Credit spreads; Time Series; Credit Risk; Index Modeling; Forecasting; Kreditspreadar; Tidsserier; Kreditrisk; Indexmodellering; Prognoser;

   Abstract : This thesis investigates the robustness and stability of total return series for credit bond index investments. Dueto the challenges which arise for financial institutes and investors in achieving these objectives, we aim to createa forecasting model which matches the statistical properties of historical data, while remaining robust, stable andeasy to calibrate. READ MORE

6. 15. Applying unprocessed companydata to time series forecasting : An investigative pilot study

   University essay from Linnéuniversitetet/Institutionen för datavetenskap och medieteknik (DM)

   Author : August Rockström; Emelie Sevborn; [2023]
   Keywords : Demand Forecasting; Irregular Time Series; Sales Prediction; Dataset Evaluation; Data Preprocessing;

   Abstract : Demand forecasting for sales is a widely researched topic that is essential for a business to prepare for market changes and increase profits. Existing research primarily focus on data that is more suitable for machine learning applications compared to the data accessible to companies lacking prior machine learning experience. READ MORE