Sökning: "Conformal prediction"

Visar resultat 1 - 5 av 16 uppsatser innehållade orden Conformal prediction.

  1. 1. Regression and time estimation in the manufacturing industry

    Kandidat-uppsats, Uppsala universitet/Statistik, AI och data science

    Författare :Walter Bjernulf; [2023]
    Nyckelord :regression; linear regression; regression trees; random forests; cross validation; variable selection; conformal prediction;

    Sammanfattning : In this thesis an analysis is performed on operation times for different sized products in a manufacturing company. The thesis will introduce and summarise most of the theory needed to perform regression and also cover a worked example where three different regression models are learned, evaluated and analysed. LÄS MER

  3. 2. Conform with the Wind : Processing short-term ensemble forecasts with conformal based methods for probabilistic wind-speed forecasting

    Master-uppsats, Lunds universitet/Matematisk statistik

    Författare :Simon Althoff; [2023]
    Nyckelord :wind-speed; probabilistic; forecasts; forecasting; ensemble; post-processing; conformal prediction; conformal predictive systems; quantile regression forest; non-exchangeable; Mathematics and Statistics;

    Sammanfattning : Forecasting wind has always been an interesting subject, and as large parts of the world are relying more on wind for power production it is becoming even more important to have reliable forecasts. Probabilistic forecasts, where distributions are predicted in contrast to deterministic forecasts, are impor- tant for informed decision making. LÄS MER

  4. 3. Maskininlärning med konform förutsägelse för prediktiva underhållsuppgifter i industri 4.0

    Master-uppsats, Jönköping University/JTH, Avdelningen för datavetenskap

    Författare :Shuzhou Liu; Mpova Mulahuko; [2023]
    Nyckelord :Machine Learning; Deep Learning; Uncertainty estimation; Conformal prediction; Predictive maintenance; RUL; Probabilistic predictions; Decision Tree; Random Forest; Support Vector Regression; Gradient Boosting; LSTM;

    Sammanfattning : This thesis is a cooperation with Knowit, Östrand \& Hansen, and Orkla. It aimed to explore the application of Machine Learning and Deep Learning models with Conformal Prediction for a predictive maintenance situation at Orkla. Predictive maintenance is essential in numerous industrial manufacturing scenarios. LÄS MER

  5. 4. Reliable graph predictions : Conformal prediction for Graph Neural Networks

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

    Författare :Albin Bååw; [2022]
    Nyckelord :Conformal prediction; Graph Neural Networks; Dynamic graphs; Distribution shift; Coverage gap; Konform prediktion; Neurala Nätverk för Grafer; Dynamiska grafer; Distributionsförändring; täckningsgap;

    Sammanfattning : We have seen a rapid increase in the development of deep learning algorithms in recent decades. However, while these algorithms have unlocked new business areas and led to great development in many fields, they are usually limited to Euclidean data. LÄS MER

  7. 5. Analyzing Cell Painting images using different CNNs and Conformal Prediction variations : Optimization of a Deep Learning model to predict the MoA of different drugs

    Uppsats för yrkesexamina på avancerad nivå, Uppsala universitet/Avdelningen för visuell information och interaktion

    Författare :Anna Hillver; [2022]
    Nyckelord :Deep Learning; Machine Learning; Artificial Intelligence; AI; Convolutional Neural Networks; CNN; Cell Painting; Conformal Prediction; Image Analysis;

    Sammanfattning : Microscopy imaging based techniques, such as the Cell Painting assay, could be used to generate images that visualize the Mechanism of Action (MoA) of a drug, which could be of great use in drug development. In order to extract information and predict the MoA of a new compound from these images we need powerful image analysis tools. LÄS MER