Product search engine using product name recognition and sentiment analysis
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2016
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Advisor: Doç. Dr. Selma Ayşe Özel
Abstract (EN)
In this study, a novel product search engine system which consists of a focused crawler, a record linkage system and a sentiment analyzer is proposed. We develop an original focused web crawler for E-commerce sites, and the challenges and our proposed solutions are presented in detail. A sentiment analyzer is developed to classify E-commerce product comments into polarities as negative or positive. A novel record linkage system for E-commerce products is proposed to recognize the same product names collected from different E-commerce sites. The record linkage system is based on a modified dynamic/incremental Hierarchical Agglomerative Clustering algorithm which employs our proposed product code matching system to reduce number of product name comparisons during clustering. In addition to these systems, a search system and a user interface are developed for the product search engine. In this thesis, we present a full scale product search engine that obtains %472 performance boosts in the crawler, 91.08% accuracy in the sentiment analysis, 96.25% F-measure in the record linkage, and 100% precision in most related products search. The proposed system achieves to provide better user experience than the existing systems.
Author
Furkan Gözükara
How to Cite
Furkan Gözükara (Doctorate thesis). Product search engine using product name recognition and sentiment analysis, 2016, Çukurova University.
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