# An improved similarity calculation method for collaborative filtering- based recommendation, considering neighbor’s liking and disliking of categorical attributes of items

> Research article (Journal of Information and Optimization Sciences, 2019) · cited 16× · AI/ML

**Wikidata**: [openalex:W2920924192](https://www.wikidata.org/wiki/openalex:W2920924192)  
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