Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.10058262
B. Kannan, G. Gurumoorthy, B. Ramesh, S. Mohan
{"title":"Brain tumour segmentation using deep learning method - inception U-net","authors":"B. Kannan, G. Gurumoorthy, B. Ramesh, S. Mohan","doi":"10.1504/ijmei.2023.10058262","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10058262","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66719833","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.130731
Ayoub Bouslah, Nora Taleb
Parkinson's disease (PD) is becoming the second most neurological syndrome of the central nervous system after Alzheimer's disease. It causes diverse symptoms which include bradykinesia (slowness of movement), voice impairments, rigidity, tremor, and poor balance. PD recognition system based on voice has founded a non-invasive alternative, but involves rather complex measurements or variables. Therefore an attention is required toward new approaches for better forecasting accuracy. In this paper, an optimal fast learning network (FLN) based on genetic algorithm (GA) was established as PD diagnosis system. FLN is a double-parallel feed-forward neural network structure, and based on GA for feature reduction and hyperparameter optimisation of the FLN, it was used as a predictive model. Finally, the conducted experiments on the Parkinson data of voice recordings over ten fold cross-validation show that proposed system is less complex and also achieved better average classification results with an accuracy of 97.47%. At the same time, it is effective in automatic identification of important vocal features. Moreover, the highest average degree of improved accuracy was (2.1%) compared with other familiar wrappers including support vector machine and K-nearest neighbours in the similar conditions.
{"title":"A new Parkinson detection system based on evolutionary fast learning networks and voice measurements","authors":"Ayoub Bouslah, Nora Taleb","doi":"10.1504/ijmei.2023.130731","DOIUrl":"https://doi.org/10.1504/ijmei.2023.130731","url":null,"abstract":"Parkinson's disease (PD) is becoming the second most neurological syndrome of the central nervous system after Alzheimer's disease. It causes diverse symptoms which include bradykinesia (slowness of movement), voice impairments, rigidity, tremor, and poor balance. PD recognition system based on voice has founded a non-invasive alternative, but involves rather complex measurements or variables. Therefore an attention is required toward new approaches for better forecasting accuracy. In this paper, an optimal fast learning network (FLN) based on genetic algorithm (GA) was established as PD diagnosis system. FLN is a double-parallel feed-forward neural network structure, and based on GA for feature reduction and hyperparameter optimisation of the FLN, it was used as a predictive model. Finally, the conducted experiments on the Parkinson data of voice recordings over ten fold cross-validation show that proposed system is less complex and also achieved better average classification results with an accuracy of 97.47%. At the same time, it is effective in automatic identification of important vocal features. Moreover, the highest average degree of improved accuracy was (2.1%) compared with other familiar wrappers including support vector machine and K-nearest neighbours in the similar conditions.","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"11 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135636837","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.133088
Khaled Baazi, Mhania Guerti
{"title":"Automatic speech classification in school children with cleft (and lip) palate","authors":"Khaled Baazi, Mhania Guerti","doi":"10.1504/ijmei.2023.133088","DOIUrl":"https://doi.org/10.1504/ijmei.2023.133088","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"79 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134888659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2021.10041983
Khaled Baazi, M. Guerti
{"title":"Automatic speech classification in school children with cleft (and lip) palate","authors":"Khaled Baazi, M. Guerti","doi":"10.1504/ijmei.2021.10041983","DOIUrl":"https://doi.org/10.1504/ijmei.2021.10041983","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"8 1","pages":"484-499"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66718415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.10056957
M. Kusuma, C. R. Nagarathna
{"title":"Multi perceptron network based model to classify the multi stages of Alzheimers disease using clinical data","authors":"M. Kusuma, C. R. Nagarathna","doi":"10.1504/ijmei.2023.10056957","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10056957","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66719477","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.10057280
B. Bapu, K. Kiruthika, M. Gokuldhev, A. Kumar
{"title":"Parkinsons detection based on combined ResNet architecture and LSTM","authors":"B. Bapu, K. Kiruthika, M. Gokuldhev, A. Kumar","doi":"10.1504/ijmei.2023.10057280","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10057280","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66719605","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.10056107
Pooja J. Shah, T. Shah
{"title":"Radial basis function network equipped with an ensemble-based Lasso ridge model in diagnosis of breast cancer","authors":"Pooja J. Shah, T. Shah","doi":"10.1504/ijmei.2023.10056107","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10056107","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66719828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.10056108
S. K. Banchhor, B. Singh, Suraj Chandrakar, Ankur Khare, R. Khatri, Deepak Chandravanshi
{"title":"A new hybrid approach for automated leakage detection in fundus fluorescein angiography images","authors":"S. K. Banchhor, B. Singh, Suraj Chandrakar, Ankur Khare, R. Khatri, Deepak Chandravanshi","doi":"10.1504/ijmei.2023.10056108","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10056108","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66719870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.10058768
R. Patil, Yogesh H. Patil
{"title":"Revolutionising organ donation and transplantation for a better future: a blockchain based approach","authors":"R. Patil, Yogesh H. Patil","doi":"10.1504/ijmei.2023.10058768","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10058768","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66720061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.134537
Veena Mayya, K. Karthik, Krishnananda Prabhu Karadka, S. Sowmya Kamath
{"title":"Multi-task deep neural network models for learning COVID-19 disease representations from multimodal data","authors":"Veena Mayya, K. Karthik, Krishnananda Prabhu Karadka, S. Sowmya Kamath","doi":"10.1504/ijmei.2023.134537","DOIUrl":"https://doi.org/10.1504/ijmei.2023.134537","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"303 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134883383","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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