JOURNAL ARTICLE

Fuzzy Ontology Based Multi-Modal Semantic Information Retrieval

G. NagarajanR. I. Minu

Year: 2015 Journal:   Procedia Computer Science Vol: 48 Pages: 101-106   Publisher: Elsevier BV

Abstract

Lack of today's technology of information retrieval system is the semantic between the information resources. The semantic can be expressed for a resource using the underlying technology of ontology. So the main objective of this paper is to design an information retrieval system for both text and image data using the concept of ontology. The main focus of this paper is to improve information retrieval for sports events using Ontologies. As it is complex problem, it is addressed into the following sub-problems in this paper. (1) Integrating domain knowledge and images using fuzzy ontology and Retrieving the required Muti-modal information using fuzzy rule set. (2) Providing image semantic by constructing visual codebook for affine covariant-Semantic segmented patches. (3) Analysing the discriminative power of each visual word using the probabilistic latent semantic and quantizing them using the Chi-Square test. In this work, the domain of Sports is considered for creating both Low-level visual ontology for certain sport event images and also for building a high-level domain ontology from the information on web. These two Ontologies are integrated using Fuzzy concepts.

Keywords:
Computer science Information retrieval Ontology Upper ontology Probabilistic latent semantic analysis Ontology-based data integration Ontology Inference Layer Fuzzy logic Ontology alignment Artificial intelligence Semantic Web Social Semantic Web OWL-S

Metrics

39
Cited By
0.42
FWCI (Field Weighted Citation Impact)
11
Refs
0.67
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Video Analysis and Summarization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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