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Web-based chatbot for Frequently Asked Queries (FAQ) in Hospitals.
Mamta Mittal1, Gopi Battineni2, Dharmendra Singh1
1Department of Computer Science and Engineering, Delhi Skill & Entrepreneurship University, Okhla Campus-I, New Delhi, India.
This study introduces an intelligent web chatbot to improve local hospital communication. The chatbot enhances data extraction and accessibility, reducing crowds and improving user-staff interaction.
Area of Science:
- Health Informatics
- Artificial Intelligence in Healthcare
Background:
- Current local hospital systems lack transparent and reliable online data access for user queries.
- Patients often act as passive communication channels, highlighting a need for improved interaction methods.
Purpose of the Study:
- To develop an intelligent web chatbot framework for managing user requests and providing efficient access to local hospital information.
- To enhance communication channels between users and hospital staff.
Main Methods:
- Integration of a chatbot engine using machine learning (ML) approaches, including gradient descent (GD).
- Application of natural language processing (NLP) algorithms for text processing and data extraction.
- Sequential application of GD on mini-batches of trained data.
Main Results:
- Successful incorporation of ML algorithms for managing synchronized text and voice messages.
- Demonstrated capability of the chatbot in handling user requests and providing information.
Conclusions:
- The developed chatbot offers a superior solution for data extraction from local hospitals.
- The chatbot functions as an effective communication channel, reducing crowds and improving user and staff experience.
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