Sökning: "revenue forecasting"

Visar resultat 1 - 5 av 21 uppsatser innehållade orden revenue forecasting.

  1. 1. Restaurant Daily Revenue Prediction : Utilizing Synthetic Time Series Data for Improved Model Performance

    Uppsats för yrkesexamina på avancerad nivå, Uppsala universitet/Avdelningen för beräkningsvetenskap

    Författare :Stella Jarlöv; Anton Svensson Dahl; [2023]
    Nyckelord :demand forecasting; data augmentation; time series data; machine learning; restaurant industry; generative adversarial networks; TimeGAN; XGBoost;

    Sammanfattning : This study aims to enhance the accuracy of a demand forecasting model, XGBoost, by incorporating synthetic multivariate restaurant time series data during the training process. The research addresses the limited availability of training data by generating synthetic data using TimeGAN, a generative adversarial deep neural network tailored for time series data. LÄS MER

  3. 2. Forecasting U.S. Movie Gross Revenues : A Random Forest Classifier Approach Based on Pre-production Data

    Kandidat-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Isak Einberg; Arian Hanifi; [2023]
    Nyckelord :;

    Sammanfattning : Blockbusters screening in cinemas often include star-studded casts in hope of becoming profitable. However, producing a movie is associated with great risk. More than half of the movies released between 2008 and 2012 in the U.S. LÄS MER

  4. 3. Development of an investment model for pumped storage hydropower

    Magister-uppsats, Uppsala universitet/Elektricitetslära

    Författare :Pontus Gustavsson; Eric Swanmark; [2023]
    Nyckelord :pumped storage hydropower; investment models; energy storage; grid balancing;

    Sammanfattning : The energy market is evolving, with a prediction of heavily increased consumption and, consequently, increased production. In parallel, EU directives with targets prioritising fossil-free electricity production, reduction of greenhouse gas emissions and becoming climate neutral by 2050, poses a challenge for the current state of electricity production in the Nordics. LÄS MER

  5. 4. Individual revenue forecasting in the banking sector

    Magister-uppsats, Lunds universitet/Nationalekonomiska institutionen; Lunds universitet/Statistiska institutionen

    Författare :Ricardo Jorge Pinto Brandão; Simona Sulzickyte; [2023]
    Nyckelord :Revenue forecasting; Banking; Machine Learning; XGBoost; Customer segmentation; Business and Economics;

    Sammanfattning : This paper analyses data from a Swedish bank combined with macroeconomic indicators to forecast revenues for individual customers over the course of four years. Separate models are created for recurring customers and customers who have just joined the bank. LÄS MER

  7. 5. Forecasting airline revenue across markets with machine learning

    Master-uppsats, Linköpings universitet/Institutionen för datavetenskap

    Författare :Stylianos Sidiropoulos; [2023]
    Nyckelord :;

    Sammanfattning : Sales forecasting is an important aspect of business strategy, as it helps companies make informed decisions for their business development. With the rise of machine learning and AI, companies are using statistical and machine learning models to forecast short-term and long-term sales more accurately. LÄS MER