JOURNAL ARTICLE

Data Jacket Retrieval Based on Explicit Semantic Analysis

Abstract

By using the market of data, we are able to make decision and solve problem for new business based on real-world data to do. When someone needs to find some suitable data employed to ideas that are going to be realized, we can use keywords derived from the ideas as query to search in the market of data. However, sometimes the keywords are not included in the descriptions of data in the database, even for human, it is difficult to choose proper keywords. Therefore, the searching results are usually not satisfying in aspect of either quantity or relevancy. This paper presents two approaches of using Wikipedia-based Explicit Semantic Analysis (ESA) for retrieving relevant data, and compares them with the traditional TF·IDF based full-text retrieval method by experiment.

Keywords:
Computer science Information retrieval Semantic analysis (machine learning) Data mining

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
8
Refs
0.08
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Topic Modeling
Physical Sciences →  Computer Science →  Artificial Intelligence
Web Data Mining and Analysis
Physical Sciences →  Computer Science →  Information Systems

Related Documents

JOURNAL ARTICLE

Concept-Based Information Retrieval Using Explicit Semantic Analysis

Ofer EgoziShaul MarkovitchEvgeniy Gabrilovich

Journal:   ACM Transactions on Information Systems Year: 2011 Vol: 29 (2)Pages: 1-34
BOOK-CHAPTER

Semantic-Based Retrieval of Visual Data

Clement H. C. LeungSimon SoAudrey TamDwi SutantoPhilip K. C. Tse

Advances in computer vision and pattern recognition Year: 2001 Pages: 297-318
JOURNAL ARTICLE

GOING BEYOND EXPLICIT KNOWLEDGE FOR IMPROVED SEMANTIC BASED INFORMATION RETRIEVAL

Rada Mihalcea

Journal:   International Journal of Artificial Intelligence Tools Year: 2002 Vol: 11 (04)Pages: 553-586
JOURNAL ARTICLE

Enhanced Explicit Semantic Analysis for Product Model Retrieval in Construction Industry

Han LiuYu-Shen LiuPieter PauwelsHongling GuoMing Gu

Journal:   IEEE Transactions on Industrial Informatics Year: 2017 Vol: 13 (6)Pages: 3361-3369
© 2026 ScienceGate Book Chapters — All rights reserved.