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Leveraging User History with Transformers for News Clicking: The DArgk Approach Juan Manuel RodriguezAntonela Tommaseljmro@cs.aau.dk Aalborg University Aalborg, DenmarkABSTRACT This paper provides an overview of the approach we used as team DArgk1 for the ACM RecSys Challenge 2024. The competition was organized by Ekstra Bladet and focused on addressing both technical and normative challenges in designing an effective and responsible online news recommender system. Our proposed method aims
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Gather user historical data from available sources such as logs, databases, or analytics tools.
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Create personalized content or recommendations that leverage the insights gained from user history.
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Leveraging user history with refers to utilizing the data and insights gathered from a user's past interactions and behaviors to enhance future experiences, improve content personalization, and optimize service delivery.
Entities such as businesses, marketers, and service providers that collect and utilize user data for analysis, marketing, or service improvement purposes are typically required to file reports on leveraging user history.
To fill out leveraging user history with, one must gather relevant user data, summarize key interactions and behaviors, analyze patterns, and document the insights in a structured format, often required by regulatory or organizational guidelines.
The purpose of leveraging user history is to enhance user engagement, tailor user experiences, increase customer satisfaction, and drive business outcomes through informed decision-making based on historical data.
Information that must be reported includes user interaction data, engagement metrics, demographic details, feedback, preferences, and any other relevant insights that contribute to understanding user behavior.
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