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    Home»Machine Learning»Word Association Rules — Defining Apriori Algorithm and Using it for TV Script Analysis | by Jessica | Feb, 2025
    Machine Learning

    Word Association Rules — Defining Apriori Algorithm and Using it for TV Script Analysis | by Jessica | Feb, 2025

    Team_AIBS NewsBy Team_AIBS NewsFebruary 2, 2025No Comments1 Min Read
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    Information scientists have many alternative avenues to seek out their knowledge: census knowledge, the Kaggle Titanic dataset, and the iris dataset.

    Different knowledge scientists could discover their knowledge by way of extra unconventional methods. I’ve been watching numerous Associates these days. Throughout the identical time, I had a knowledge science closing undertaking that was due. I assumed to myself how can I obtain doing each as one thing productive?

    For my closing undertaking, I used the favored phrase affiliation rule of the Apriori Algorithm to investigate inherent relationships between Associates characters by way of the TV present scripts.

    (1) Introduction Slide

    Inside this undertaking, I analyzed the dataset utilizing descriptive statistics on the Associates dialogue dataset after which performed unsupervised matching studying strategies corresponding to:

    • Apriori Algorithm
    • Ok-Means Clustering
    • Subject Modeling

    There was robust proof of inherent relationships being current inside the present’s dialogue. Within the textual analysis of the show The Newsroom, relationships between characters are most current throughout “battle discuss.” Throughout “battle discuss,” subjects relating to…



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