Detection of Neurodegenerative Disorder

Globally, neurodegenerative diseases like dementia and Alzheimer's represent a major danger to our healthcare system. Clinical evaluations, which may or may not be able to identify the modest cognitive changes that occur in the early stages of the disease, have historically played a major role in diagnosis procedures. Recent developments in machine learning technologies have demonstrated potential paths for enhancing diagnostic precision and have demonstrated that they are more than capable of identifying these illnesses. Thus, we employed CNN, SVM, and logistic regression to identify dementia in an image dataset.

Authors

Institutions

Publication Details

Published
2024-08-23
DOI
https://doi.org/10.1109/iccubea61740.2024.10774791
Citations
4
Primary Topic
Health, Environment, Cognitive Aging
Type
article
Field-Weighted Citation Impact
1.26
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Detection of Neurodegenerative Disorder

Jayanta Mukherjee, Himanshi Jain, Amit Kumar Nayak, Amol Dhumane et al.
4 citations
Health, Environment, Cognitive Aging
1.26
article

Detection of Neurodegenerative Disorder

Jayanta Mukherjee, Himanshi Jain, Amit Kumar Nayak, Amol Dhumane, Rahul Patil, Jil Kapadia
article en
4 citations

Abstract

Globally, neurodegenerative diseases like dementia and Alzheimer's represent a major danger to our healthcare system. Clinical evaluations, which may or may not be able to identify the modest cognitive changes that occur in the early stages of the disease, have historically played a major role in diagnosis procedures. Recent developments in machine learning technologies have demonstrated potential paths for enhancing diagnostic precision and have demonstrated that they are more than capable of identifying these illnesses. Thus, we employed CNN, SVM, and logistic regression to identify dementia in an image dataset.

Symbiosis International University (IN)
Openalex Percentile: Top 20%
Health, Environment, Cognitive Aging
1.26
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.