Sökning: "Efterfrågeprognoser"

Visar resultat 1 - 5 av 12 uppsatser innehållade ordet Efterfrågeprognoser.

  1. 1. Time Series Analysis and Binary Classification in a Car-Sharing Service : Application of data-driven methods for analysing trends, seasonality, residuals and prediction of user demand

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

    Författare :Aksel Uhr; [2023]
    Nyckelord :Smart mobility; Car-sharing; Time series analysis; Demand prediction; Machine learning; Supervised learning; Binary classification; Random forest; Smart mobilitet; Bildelning; Tidsseriaanalys; Efterfrågansprediktering; Maskininlärning; Väglett lärande; Binär klassificering; Slumpmässiga skogar;

    Sammanfattning : Researchers have estimated a 20-percentage point increase in the world’s population residing in urban areas between 2011 and 2050. The increase in denser cities results in opportunities and challenges. Two of the challenges concern sustainability and mobility. LÄS MER

  3. 2. Evaluation of Machine Learning Methods for Time Series Forecasting on E-commerce Data

    Master-uppsats, KTH/Matematisk statistik

    Författare :Peter Abrahamsson; Niklas Ahlqvist; [2022]
    Nyckelord :Thesis; Time Series; Machine Learning; E-commerce; Demand Forecasting; Multiple Linear Regression; SARIMAX; XGBoost; LSTM; Model Evaluation; Examensarbete; tidsserier; maskininlärning; e-handel; efterfrågeprognoser; multipel linjär regression; SARIMAX; XGBoost; LSTM; modellutvärdering;

    Sammanfattning : Within demand forecasting, and specifically within the field of e-commerce, the provided data often contains erratic behaviours which are difficult to explain. This induces contradictions to the common assumptions within classical approaches for time series analysis. Yet, classical and naive approaches are still commonly used. LÄS MER

  4. 3. Exploring Demand Forecasting Strategy in Young Fast-Growing Companies : A Case Study of Nudient

    Master-uppsats, KTH/Skolan för industriell teknik och management (ITM)

    Författare :Marcus Andersson; [2022]
    Nyckelord :Demand forecasting; methods; strategy; quantitative forecasts; qualitative forecasts; Efterfrågeprognoser; metoder; strategier; kvantitativa prognoser; kvalitativa prognoser;

    Sammanfattning : The purpose of this study is to provide the case company Nudient with a recommendation of what demand forecasting methods and strategies they should use. To be able to make a tailored recommendation, a literature study is conducted to explore what demand forecasting methods are commonly used on applications similar to the case being studied. LÄS MER

  5. 4. Availability vs. Cost Efficiency : A Case Study Taking on an Integrated Approach to Spare Part Distribution in the High-Tech Industry

    Master-uppsats, KTH/Skolan för industriell teknik och management (ITM)

    Författare :Emma Boström; Julia Lundell; [2020]
    Nyckelord :Spare part management; Inventory; Classification; Demand Forecasting; Distribution Network; Integrated approach; Aftermarket supply; Reservdelshantering; Lager; Klassificering; Efterfrågeprognoser; Distributionsnätverk; Integrerad strategi; Eftermarknadsförsörjning;

    Sammanfattning : Finding the proper balance between availability and cost efficiency is an important concern within spare part management. Spare part suppliers need to respond quickly to customer demand as a stock-out can have severe consequences for both the customer and the supplier. LÄS MER

  7. 5. Challenges in forecasting management for global companies

    Master-uppsats, KTH/Skolan för industriell teknik och management (ITM)

    Författare :Patrik Bornelind; [2019]
    Nyckelord :Forecasting; Forecasting Management; Forecasting Processes; Demand Forecasting; Sales Forecasting; Demand Planning; Qualitative Forecasting; Prognoser; Prognoshantering; Prognosprocesser; Efterfrågeprognoser; Försäljningsprognoser; Planering av efterfrågan; Kvalitativ prognos;

    Sammanfattning : In today’s fast-moving world, a company´s ability to align with changes in the market is becoming a major competitive factor. Demand forecasting form the basis of all supply chain planning and is a process that companies often fail to recognize as a key contributor to corporate success. LÄS MER