How Do Movie Preferences Correlate with e-Commerce Purchases? An Empirical Study on Amazon

Szmydt, Marcin

doi:10.1007/978-3-030-61146-0_15

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Personality-based Recommender Systems1

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2021

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“…A similar study on Amazon Review Dataset was conducted by [35]. The paper suggests that movie preferences correlate with specific product purchase preferences.…”

Section: Personality-based Recommender Systemsmentioning

confidence: 90%

Contextual Personality-Aware Recommender System Versus Big Data Recommender System

Szmydt

2021

Bus. Inf. Sys.

Self Cite

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Many personality theories suggest that personality influences customer shopping preference. Thus, this research analyses the potential ability to improve the accuracy of the collaborative filtering recommender system by incorporating the Five-Factor Model personality traits data obtained from customer text reviews. The study uses a large Amazon dataset with customer reviews and information about verified customer product purchases. However, evaluation results show that the model leveraging big data by using the whole Amazon dataset provides better recommendations than the recommender systems trained in the contexts of the customer personality traits.

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“…A similar study on Amazon Review Dataset was conducted by [35]. The paper suggests that movie preferences correlate with specific product purchase preferences.…”

Section: Personality-based Recommender Systemsmentioning

confidence: 90%

Contextual Personality-Aware Recommender System Versus Big Data Recommender System

Szmydt

2021

Bus. Inf. Sys.

Self Cite

View full text Add to dashboard Cite

show abstract

How Do Movie Preferences Correlate with e-Commerce Purchases? An Empirical Study on Amazon

Cited by 1 publication

References 16 publications

Contextual Personality-Aware Recommender System Versus Big Data Recommender System

Contextual Personality-Aware Recommender System Versus Big Data Recommender System

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