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A Scalable Real-Time Agent-Based Information Retrieval Engine

Published: 04 March 2022 Publication History

Abstract

In distributed information retrieval systems, information in web should be ranked based on a combination of multiple features. Linear combination of ranks has been the dominant approach due to its simplicity and efficiency. Such a combination scheme in distributed infrastructure requires that ranks in resources or agents are comparable to each other. The main challenge is how to transform the raw rank values of different criteria appropriately to make them comparable before any combination. In this manuscript, we will demonstrate how to rank Web documents based on its resource-provided information stream and how to combine and incorporate several raking schemas in one time. The system was tested on the queries provided by a Text Retrieval Conference (TREC), and our experimental results showed that it is robust and efficient compared with similar platforms that used offline data resources.

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Information

Published In

cover image International Journal of Software Innovation
International Journal of Software Innovation  Volume 10, Issue 1
Sep 2022
2247 pages
ISSN:2166-7160
EISSN:2166-7179
Issue’s Table of Contents

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IGI Global

United States

Publication History

Published: 04 March 2022

Author Tags

  1. Big Data
  2. Distributed Approach
  3. Intelligent System
  4. Ranking Schema
  5. Vector Space Model

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