Essays about: "Shapley Value Regression"

Showing result 1 - 5 of 6 essays containing the words Shapley Value Regression.

  1. 1. Road-traffic accident prediction model : Predicting the Number of Casualties

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Jemal Ahmed Andeta; [2021]
    Keywords : Road traffic accident; Accident Casualties; Gradient Boosting; Extreme Learning Machines; Prediction Interval;

    Abstract : Efficient and effective road traffic prediction and management techniques are crucial in intelligent transportation systems. It can positively influence road advancement, safety enhancement, regulation formulation, and route planning to save living things in advance from road traffic accidents. READ MORE

  3. 2. On the impact of geospatial features in real estate appraisal with interpretable algorithms

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

    Author : Simon Jäger; [2021]
    Keywords : Geospatial Features; Interpretable Artificial Intelligence; Feature Importance; Real Estate Appraisal; Geospatiala Variabler; Tolkningsbar Artificiell Intelligens; Variabelbetydelse; Fastighetsvärdering;

    Abstract : Real estate appraisal is the means of defining the market value of land and property affixed to it. Many different features determine the market value of a property. For example, the distance to the nearest park or the travel time to the central business district may be significant when determining its market value. READ MORE

  4. 3. On Valuation of Observations in Linear Regression Models

    University essay from Lunds universitet/Statistiska institutionen

    Author : Mattias Jönsson; [2020]
    Keywords : Mathematics and Statistics;

    Abstract : In the Machine Learning field, more and more of the data collection is commercialised, even with monetary rewards to people and organisations for providing input data for models. Even if data collection is not associated with direct costs for the researcher, there are many cases where there are indirect, or circumstancial, costs associated with it. READ MORE

  5. 4. Sales Modeling and Local Factor Decomposition for Optimal Investment Decisions in MMM: A Monte Carlo Simulation Study

    University essay from Handelshögskolan i Stockholm/Institutionen för nationalekonomi

    Author : Daniel Heimgartner; [2020]
    Keywords : Marketing Mix Modeling; Shapley Value Regression; Time-Varying Effect Models; Shapley Additive Explanations; Accumulated Local Effects;

    Abstract : Media Mix Models (MMM) are used to understand drivers behind key performance indicators and to measure the effectiveness of media channels. The key metric to report causal impacts of media investments on sales is return on investment (ROI). The shape of ROI-curves crucially impacts optimal allocation. READ MORE

  6. 5. Marketing Mix Modelling: A comparative study of statistical models

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Richard Wigren; Filip Cornell; [2019]
    Keywords : Marketing mix modelling; Media mix modelling; Model evaluation; Time series regression; XGBoost; Bayesian structural time series; Bayesian hierarchical models;

    Abstract : Deciding the optimal media advertisement spending is a complex issue that many companies today are facing. With the rise of new ways to market products, the choices can appear infinite. One methodical way to do this is to use Marketing Mix Modelling (MMM), in which statistical modelling is used to attribute sales to media spendings. READ MORE