Aims and Scope

Current Research in Traditional Medicine (ISSN:2591-7757) is an open access, peer reviewed journal, publishing original research, review articles, discussion and perspectives encompasses research of traditional medicine being investigated in lab, pre-clinical/clinical application, or even criticism. The aim of the journal is to provide the authors a timely and peer reviewed process for evaluation and publication of their manuscripts. 
Topics of interest include, but are not limited to the following:
• Natural medicine
• Herbal medicine
• Developmental-Behavioral Medicine
• Folk medicine
• Pharmacology and Toxicology
• Pharmacokinetics
• Acupuncture and moxibustion
• Masseotherapy
• Palliative care
• Dietary therapy
• Integrative complementary medicine
• Safety concerns and other criticism

Vol 1 No 1 (2023)

Published: 2023-10-13

Abstract views: 338   PDF downloads: 83  
2023-10-13

Page 1-9

High-Dimensional Feature Space for Diabetes Diagnosis and Identification of Diabetic-Sensitive Features in Ayurvedic Nadi Signals

blankpage Jayani Umasha, Janaka Wijayakulasooriya, Ruwan Ranaweera

Nadi-based disease diagnosis is a traditional art in Ayurvedic medicine that is an inquisitive yet not widely comprehended subject. A collection of higher dimensional features from a preprocessed Nadi dataset was extracted and analyzed to diagnose diabetes. The t-distributed Stochastic Neighbor Embedding was used to visualize the higher dimensional feature space in 2-D. The linear dimensionality reduction method of Principal Component Analysis and several linear and nonlinear classifiers were tested on the reduced feature space in identifying diabetes. The key outcomes of this paper are the ability to reduce the feature space by 73.33% while retaining a classification accuracy of 95.4%, identifying age as a compounding factor in diagnosis, and extracting the diabetes-sensitive features with eigenvalue loading.

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Editor-in-Chief: Prof. Gian Maria Pacifici

ISSN: 2591-7757
Abbreviation: Curr Res Tradit Med
Editor-in-Chief: Prof. Gian Maria Pacifici(Italy)
Publishing Frequency: Bi-annual
Article Processing Charges (APC):
0
Publishing Model:
Open Access