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Showing result 1 - 5 of 6 essays matching the above criteria.

  1. 1. Forecasting airline revenue across markets with machine learning

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Stylianos Sidiropoulos; [2023]
    Keywords : ;

    Abstract : 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. READ MORE

  3. 2. Machine learning based inventory optimization respecting supplier order line fees

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

    Author : Mindaugas Varkalys; [2021]
    Keywords : Machine learning; inventory management; order line fee; supply chain; Min Max inventory management method;

    Abstract : This thesis addresses an inventory management problem of what, when and how many products should be ordered from the supplier applying order line fees. Order line fee is a fixed fee which the company pays to the supplier per every ordered product not depending on the ordered quantity. READ MORE

  4. 3. Analyzing the effect of competition in the hospitality industry

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Andreas Stasinakis; [2020]
    Keywords : Machine Learning; Competition; Competitive Analysis; Regression; LASSO;

    Abstract : Maximizing hotel's revenue is a hard and complicated task. A lot of aspects have to be taken into consideration during this procedure. One major variable is the competitors. Identifying hotel's competitors and using their behavior could be a crucial advantage for maximizing hotel's revenue. READ MORE

  5. 4. Time series Forecast of Call volume in Call Centre using Statistical and Machine Learning Methods

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

    Author : Nicoló Baldon; [2019]
    Keywords : Time Series Analysis; SARIMA; Seasonal ANN; LSTM; Call Center data; seasonal time series;

    Abstract : Time series is a collection of points gathered at regular intervals. Time series analysis explores the time correlations and tries to model it according to trend and seasonality. One of the most relevant tasks, in time series analysis, is forecasting future values, which is considered fundamental in many real-world scenarios. READ MORE

  6. 5. Influence of different frequencies order in a multi-step LSTM forecast for crowd movement in the domains of transportation and retail

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

    Author : Manuel Cadarso Salamanca; [2018]
    Keywords : LSTM; frequency; forecast; neural network; LSTM; frekvens; prognos; neurala nätverk;

    Abstract : Denna avhandling presenterar ett tillvägagångssätt för att förutspå förflyttning inom folkmassor med hjälp av LSTM-neurala nätverk. Specifikt analyseras inflytandet som olika frekvenser av tidsserier har på både prognosen för folkmassorna och designen i arkitekturen inom transport och handel. READ MORE