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paulKobi committed Mar 11, 2024
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6 changes: 3 additions & 3 deletions README.md
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# spotify_journey

Repository for the work ``Nudging Strategies for User Journeys:
Take a Path on the Wild Side'' by Johnsen, Kobialka, Pferscher and Tapia Tarifa.
Repository for the work "Nudging Strategies for User Journeys:
Take a Path on the Wild Side" by Johnsen, Kobialka, Pferscher and Tapia Tarifa.

The model checker UPPAAL is used to generate strategies to nudge the listening behavior of a professor in computer science toward a ``wilder'' direction.
The model checker UPPAAL is used to generate strategies to nudge the listening behavior of a professor in computer science toward a "wilder" direction.

We use the [Music Music-Streaming Sessions Dataset](https://www.aicrowd.com/challenges/spotify-sequential-skip-prediction-challenge) published by Brost et al [[1]](#1) to learn music-streaming user journeys with automata learning.

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124 changes: 74 additions & 50 deletions main.ipynb

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2 changes: 1 addition & 1 deletion requirements.txt
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Expand Up @@ -5,4 +5,4 @@ pandas==1.5.3
pm4py==2.7.10.1
pyrootutils==1.0.4
scikit_learn==1.2.1
aalpy==1.4.0
aalpy==1.4.0

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