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• W2979463939 abstract "Slope one is a popular recommendation algorithm due to its simplicity and high efficiency for sparse data. However, it often suffers from under-fitting since the global information of all relevant users/items are considered. In this paper, we propose a new scheme called enhanced slope one recommendation through local information embedding. First, we employ clustering algorithms to obtain the user clusters as well as item clusters to represent local information. Second, we predict ratings using the local information of users and items in the same cluster. The local information can detect strong localized associations shared within clusters. Third, we design different fusion approaches based on the local information embedding. In this way, both under-fitting and over-fitting problems are alleviated. Experiment results on the real datasets show that our approaches defeats slope one in terms of both mean absolute error and root mean square error." @default.
• W2979463939 created "2019-10-18" @default.
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• W2979463939 date "2019-10-10" @default.
• W2979463939 modified "2023-10-17" @default.
• W2979463939 title "ESLI: Enhancing slope one recommendation through local information embedding" @default.
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• W2979463939 doi "https://doi.org/10.1371/journal.pone.0222702" @default.
• W2979463939 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6786606" @default.
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