JOURNAL ARTICLE

Ontology-based Semantic Similarity Transfer Algorithm

Ying WangShihong ChenYimin Qiu

Year: 2013 Journal:   Journal of Software Vol: 8 (5)   Publisher: Academy Publisher

Abstract

Most current network resources recommendation systems are used in a decision-making environment with low user participation, which can not effectively meet user expectations. The main reason is that the collection of user preferences is extremely difficult, which leads to the lack of information acquisition, and the lack of effective semantic similarity metric. Accordingly, this paper uses ontology for resource description to build a multiple inheritance hierarchical ontology model, and uses user preference model to generate attribute nodes, and construct a multiple inheritance graph model on account of the user personalization. Simultaneously, it construct preference transfer vector by user preference model, and then uses single-step transfer and multi-step transfer of SSTA to effectively extend evaluation from evaluated resources to the unevaluated resources. Experiment proves that SSTA has excellent recommendation effect compared with mature recommendation systems.

Keywords:
Computer science Ontology Semantic similarity Similarity (geometry) Information retrieval Transfer (computing) Algorithm Natural language processing Artificial intelligence Data mining Parallel computing

Metrics

1
Cited By
0.82
FWCI (Field Weighted Citation Impact)
16
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Recommender Systems and Techniques
Physical Sciences →  Computer Science →  Information Systems
Web Data Mining and Analysis
Physical Sciences →  Computer Science →  Information Systems
Advanced Graph Neural Networks
Physical Sciences →  Computer Science →  Artificial Intelligence

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