In recent days, there have been more flight delays. During the present domestic airline crisis in the United States, there have been several flight delays and cancellations. Depending on the number of destinations it serves, American Airlines has long been regarded as one of the most reliable and significant airlines in the United States. In terms of punctuality, the airlines did not perform as expected. Flight delays are quite expensive for airline companies. As a result, they are taking extra precautions to reduce flight delays and cancellations as much as possible. In order to forecast aeroplane arrival delays, this study analyses flight data from three of New York City’s largest airports. The Gradient Boosting Classifier Model is deployed by training and hyperparameter tuning using Grid Search and Randomized Search. The accuracy gained before parameter adjustment is 72%. After parameter tuning the accuracy obtained is 73% using Grid Search, and 74% using Randomized Search. The passengers will find such a system quite helpful in planning their travel.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    Flight Delay Prediction using Machine Learning Model


    Contributors:
    Kavitha, P.V. (author) / Manoranjani, Ln (author) / Mithra, V. (author) / Monal, P. (author)


    Publication date :

    2022-11-25


    Size :

    688817 byte




    Type of media :

    Conference paper


    Type of material :

    Electronic Resource


    Language :

    English



    Flight Delay Prediction Using Machine Learning Techniques

    Tijil, Yash / Dwivedi, Nripendra / Srivastava, Satyam Kumar et al. | IEEE | 2024


    Machine Learning Model - based Prediction of Flight Delay

    Kalyani, N Lakshmi / G, Jeshmitha / Sai U, Bindu Sri et al. | IEEE | 2020


    Flight Arrival Delay Prediction Using Supervised Machine Learning Algorithms

    Alla, Hajar / Moumoun, Lahcen / Balouki, Youssef | Springer Verlag | 2021



    Error Calculation of Flight Delay Prediction using Various Machine Learning Approaches

    Sharma, Kratika / Eliganti, Rama Lakshmi / Meghana, B. Sree Keerthi et al. | IEEE | 2022