Hierarchical Modelling in Stan: Predicting the Premier League

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  • Опубліковано 24 лип 2024
  • Welcome to the official Stan youtube channel! Stan is a state-of-the-art probabilistic programming language. Here we will be releasing new videos regularly covering everything from how to use Stan to bayesian statistics.
    In this video, we will see how to implement a hierarchical model in Stan applied to the outcomes of the premiere league 19/20 season football matches. The hierarchical method will be compared to non-hierarchical methods to highlight the benefits in using this approach.
    To make sure that you don't miss out on our content, make sure you hit the subscribe button and click the bell.
    Extra reading:
    betanalpha.github.io/assets/c...
    jrnold.github.io/bayesian_not...
    mc-stan.org/users/documentati...
    The model used here is loosely based from:
    discovery.ucl.ac.uk/id/eprint...
    We are also on twitter
    @mcmc_stan
    Links:
    Stan website: mc-stan.org
    Stan community: discourse.mc-stan.org
    Support Stan: mc-stan.org/support/
    Github link to code & model: github.com/MaggieLieu/STAN_tu...
    Premiere league 19/20 data adapted from:
    github.com/openfootball/england
    Rstan installation:
    • Getting started with S...
    Pystan installation:
    • Getting started with S...

КОМЕНТАРІ • 9

  • @COOLSerdash
    @COOLSerdash 4 роки тому +13

    It would be great if the data and scripts used in the video were publicly available so that users could work through the examples themselves.

  • @kheaganeckley8385
    @kheaganeckley8385 4 роки тому

    Brilliant

  • @uttasargasingh9911
    @uttasargasingh9911 3 роки тому

    Hello Ma'am, Great Video! Could you explain How do we set priors?

  • @albert7075
    @albert7075 Рік тому

    what makes the attack and defence parameters differ across teams when they are draw from the same distribution?

  • @wangminjie8640
    @wangminjie8640 4 роки тому +3

    where do I purchase T-shirt?

  • @espabilate_
    @espabilate_ 3 роки тому

    Amazing videos. Have you thought of creating a patreon?

  • @ahmadzaimhilmi
    @ahmadzaimhilmi 4 роки тому

    No example in python?

  • @nathanbarnard7896
    @nathanbarnard7896 2 роки тому

    Great video
    but
    Aston Villa are not that good