- Jun 2021
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psyarxiv.com psyarxiv.com
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Yesilada, M., & Lewandowsky, S. (2021). A systematic review: The YouTube recommender system and pathways to problematic content. PsyArXiv. https://doi.org/10.31234/osf.io/6pv5c
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- Jan 2021
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opentheory.net opentheory.net
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At any rate, if CSHW can be used to build a good quantitative model of human-human interactions, it might also be possible to replicate these dynamics in human-computer interactions. This could take a weak form, such as building computer systems with a similar-enough interactional syntax to humans that some people could reach entrainment with it; affective computing done right.
[[Aligning Recommender Systems]]
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- Sep 2020
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psyarxiv.com psyarxiv.com
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Yang, Scott Cheng-Hsin, Chirag Rank, Jake Alden Whritner, Olfa Nasraoui, and Patrick Shafto. ‘Unifying Recommendation and Active Learning for Information Filtering and Recommender Systems’. Preprint. PsyArXiv, 25 August 2020. https://doi.org/10.31234/osf.io/jqa83.
Tags
- experimental approach
- exploration-exploitation tradeoff
- active learning
- computer science
- cognitive science
- recommendation accuracy
- algorithms
- artificial intelligence
- AI
- lang:en
- machine learning
- parameterized model
- information filtering
- is:preprint
- recommender system
- predictive accuracy
- Internet
Annotators
URL
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- Oct 2018
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en.wikipedia.org en.wikipedia.org
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It has been demonstrated that this formulation is almost equivalent to a SLIM model,[9] which is an item-item model based recommender
So a pre-trained item model can be used to make such recommendations.
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The user's latent factors represent the preference of that user for the corresponding item's latent factors
The higher the value of the dot product between the two, the higher the preference.
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two lower dimensional matrices
Not necessary (in fact, often not) square. Typically each user is represented by a vector of dimension strictly less than the number of items and vice versa.
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- Jan 2016
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www.ifets.info www.ifets.info
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ollaborative filtering system recommends items that are liked by other users with similar interests
Definition of recommender system to be added in introduction
Tags
Annotators
URL
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- Nov 2015
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courses.edx.org courses.edx.org
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a study by Stephen Schueller, published last year in the Journal of Positive Psychology, found that people assigned to a happiness activity similar to one for which they previously expressed a preference showed significantly greater increases in happiness than people assigned to an activity not based on a prior preference. This, writes Schueller, is “a model for positive psychology exercises similar to Netflix for movies or Amazon for books and other products.”
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- Aug 2015
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www.coursera.org www.coursera.org
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Personalization level
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