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Title: | Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals |
Authors: | Mittal, Mamta Battineni, Gopi Singh, Dharmendra Nagarwal, Thakursingh Yadav, Prabhakar |
Keywords: | Bagging Hospital bot Natural language processing Neural networks Query Web technologies |
Issue Date: | 2021 |
Publisher: | Journal of Taibah University Medical Sciences |
Series/Report no.: | Original Article;740-746 |
Abstract: | Objectives: Local hospitals are operated by the resigned association of patients as passive communication channels. The online hospital data related to the users’ queries are not transparent and reliable. Therefore, it is crucial to have an intelligent web chatbot that manages user requests and provides quick access to local hospital information. In this paper, we present a framework and functionality of a chatbot developed using web technologies. Methods: The bot engine was integrated by several machine learning approaches like gradient descent (GD) and natural language processing (NLP) algorithms. The trained data entered into the bot were split into miniword batches, and the GD algorithm was applied sequentially on each mini-batch. The NLP methods involved in converting a word to its stem with a text result less readable by humans. Results: The employed ML algorithms were successfully incorporated to manage the alternative synchronisation of text and voice messages. Conclusions: The proposed bot can be a better solution for data extraction from local hospital which functioning as a good communication channel for both users and hospital staff and helpful in reducing the crowd. |
URI: | http://localhost:8080/xmlui/handle/123456789/6990 |
ISSN: | 1658-3612 |
Appears in Collections: | Vol 16 No 5 (2021) |
Files in This Item:
File | Description | Size | Format | |
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740-746.pdf | 740-746 | 975.17 kB | Adobe PDF | View/Open |
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