Neural Network-Based Diagnostic Tool for Identifying the Factors Responsible for Depression

Author:

Ashish Kumar1,Chattopadhyay Subhagata2,Gao Xiao-Zhi3,Hui Nirmal Baran1

Affiliation:

1. Department of Mechanical Engineering, NIT Durgapur, West Bengal 713209, India

2. Subhagata Chattopadhyay Product Architect (AI, ML), Doc4docs Meditech Pvt. Ltd., India

3. School of Computing, University of Eastern Finland, Kuopio, Finland

Abstract

The paper aims at establishing the output-to-input relationship of the real-life adult depression data using a neural network (NN) model. The said model has been developed to diagnose and detect the associated severity (grade) of the illness. An intelligent NN-based reverse model has been trained through batch mode and put to test on another set of real-life data. Reverse mapping of this model has been developed to isolate significantly contributing input components (factors) for any given case to expedite the preventive procedure for further deterioration as well as the start of treatment.

Publisher

World Scientific Pub Co Pte Lt

Subject

Computer Science Applications,Theoretical Computer Science,Software

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. An ontology-based approach for depression diagnosis;THE 15TH UNIVERSITI MALAYSIA TERENGGANU ANNUAL SYMPOSIUM 2021 (UMTAS 2021);2023

2. VIRDOCD : A VIRtual DOCtor to predict dengue fatality;Expert Systems;2021-09-13

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