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Труды Института системного программирования РАН
Article . 2012
Data sources: CyberLeninka - Russian open access scientific library
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Системы рекомендаций: обзор современных подходов

descriptionPublicationkeyboard_double_arrow_right Article 01 Jan 2012 Russian Publisher:Федеральное государственное бюджетное учреждение науки Институт системного программирования Российской академии наукJournal:Труды Института системного программирования РАН (issn: 2079-8156, eissn: 2220-6426, Copyright policy )

Системы рекомендаций: обзор современных подходов

Abstract

Статья представляет собой обзор основных алгоритмов, использующихся в системах рекомендаций. Рассмотрены методы коллаборативной фильтрации, методы, анализирующие содержимое объектов и методы, использующие базы знаний. Все рассматриваемые методы имеют свои недостатки. В статье рассмотрено, какими способами можно комбинировать методы построения рекомендаций, чтобы избавиться от этих недостатков.

Keywords

СИСТЕМА РЕКОМЕНДАЦИЙ,КОЛЛАБОРАТИВНАЯ ФИЛЬТРАЦИЯ,БАЗЫ ЗНАНИЙ,ГИБРИДНАЯ СИСТЕМА РЕКОМЕНДАЦИЙ

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    popularity
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    influence
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold