G. Murthy, G. Phawahan Saii, T. Pavani, J. Lalith Mohan
{"title":"基于机器学习的神经肌肉疾病分类框架","authors":"G. Murthy, G. Phawahan Saii, T. Pavani, J. Lalith Mohan","doi":"10.1109/ICDDS56399.2022.10037513","DOIUrl":null,"url":null,"abstract":"Neuromuscular disorders, primarily due to either random mutation of genes or problems in the human immune system, cause muscular atrophy, weakness or balancing problems. With an estimated diabetic population of 578 million by 2030, the subsequent risk of being affected by diabetic neuropathy is also more. In particular Amyotrophic lateral sclerosis (ALS) is the non-curable disease caused by death or loss of neurons. Current work proposes a machine learning based frame work to demarcate between normal and myopathic subjects. Electromyography (EMG) signals taken from the biceps brachii muscle located on the upper arm are considered for the purpose.","PeriodicalId":344311,"journal":{"name":"2022 IEEE 1st International Conference on Data, Decision and Systems (ICDDS)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"A machine learning based frame work for classification of neuromuscular disorders\",\"authors\":\"G. Murthy, G. Phawahan Saii, T. Pavani, J. Lalith Mohan\",\"doi\":\"10.1109/ICDDS56399.2022.10037513\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Neuromuscular disorders, primarily due to either random mutation of genes or problems in the human immune system, cause muscular atrophy, weakness or balancing problems. With an estimated diabetic population of 578 million by 2030, the subsequent risk of being affected by diabetic neuropathy is also more. In particular Amyotrophic lateral sclerosis (ALS) is the non-curable disease caused by death or loss of neurons. Current work proposes a machine learning based frame work to demarcate between normal and myopathic subjects. Electromyography (EMG) signals taken from the biceps brachii muscle located on the upper arm are considered for the purpose.\",\"PeriodicalId\":344311,\"journal\":{\"name\":\"2022 IEEE 1st International Conference on Data, Decision and Systems (ICDDS)\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE 1st International Conference on Data, Decision and Systems (ICDDS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICDDS56399.2022.10037513\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 1st International Conference on Data, Decision and Systems (ICDDS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICDDS56399.2022.10037513","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A machine learning based frame work for classification of neuromuscular disorders
Neuromuscular disorders, primarily due to either random mutation of genes or problems in the human immune system, cause muscular atrophy, weakness or balancing problems. With an estimated diabetic population of 578 million by 2030, the subsequent risk of being affected by diabetic neuropathy is also more. In particular Amyotrophic lateral sclerosis (ALS) is the non-curable disease caused by death or loss of neurons. Current work proposes a machine learning based frame work to demarcate between normal and myopathic subjects. Electromyography (EMG) signals taken from the biceps brachii muscle located on the upper arm are considered for the purpose.