Autism like other diseases requires early cure in order to magnify the remedy’s results. The impact of Autism Spectrum Disorder (ASD) is embodied in the following things: the inability for kids to interact with other people, the difficulty in socialize with others, speaking after a long time comparing with other kids, lack of eye contact with other. Such activities are utilized for the resolution regarding diagnosing ASD. For instance, kids shift their upper limb before other activities and such moving considers as an indicator to decide whether such children suffer from autism. The current paper checks diagnosing autism that simply depends on altering upper-limb for kids between two to four years old that depends on carrying out certain mechanisms and machine learning. Such study utilized a Linear Discriminant Analysis (LDA) method to elicit features and, the Support Vector Machines (SVM) in order to categorize thirty kids i.e. categorizing around fifteen autistic kids out of fifteen normal children by analyzing kinematic information that is collected from implementing simple task. However, such study achieved an optimal precision categorization of 100% as well as 93% of intermediate precision. Such findings provide more clues for simple upper-limb movement that can be utilized in order to precisely categorize the kids who suffer from low-functioning autism.
{"title":"Using machine learning to perform early diagnosis of Autism Spectrum Disorder based on simple upper limb movements","authors":"Mohammad O. Wedyan, Adel Al-Jumaily, A. Crippa","doi":"10.3233/HIS-190278","DOIUrl":"https://doi.org/10.3233/HIS-190278","url":null,"abstract":"Autism like other diseases requires early cure in order to magnify the remedy’s results. The impact of Autism Spectrum Disorder (ASD) is embodied in the following things: the inability for kids to interact with other people, the difficulty in socialize with others, speaking after a long time comparing with other kids, lack of eye contact with other. Such activities are utilized for the resolution regarding diagnosing ASD. For instance, kids shift their upper limb before other activities and such moving considers as an indicator to decide whether such children suffer from autism. The current paper checks diagnosing autism that simply depends on altering upper-limb for kids between two to four years old that depends on carrying out certain mechanisms and machine learning. Such study utilized a Linear Discriminant Analysis (LDA) method to elicit features and, the Support Vector Machines (SVM) in order to categorize thirty kids i.e. categorizing around fifteen autistic kids out of fifteen normal children by analyzing kinematic information that is collected from implementing simple task. However, such study achieved an optimal precision categorization of 100% as well as 93% of intermediate precision. Such findings provide more clues for simple upper-limb movement that can be utilized in order to precisely categorize the kids who suffer from low-functioning autism.","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"55 1","pages":"195-206"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76155586","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}
{"title":"Solving feature selection problem by hybrid binary genetic enhanced particle swarm optimization algorithm","authors":"M. Tawhid, K. B. Dsouza","doi":"10.3233/HIS-190271","DOIUrl":"https://doi.org/10.3233/HIS-190271","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"401 1","pages":"207-219"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76617586","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}
{"title":"Compression of community graph using graph mining techniques","authors":"B. Rao, Sarojananda Mishra","doi":"10.3233/HIS-190260","DOIUrl":"https://doi.org/10.3233/HIS-190260","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"7 1","pages":"55-65"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87220509","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}
{"title":"Solving class imbalance problem using bagging, boosting techniques, with and without using noise filtering method","authors":"G. Rekha, A. Tyagi, V. Reddy","doi":"10.3233/HIS-190261","DOIUrl":"https://doi.org/10.3233/HIS-190261","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"29 1","pages":"67-76"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74603753","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}
{"title":"Assessing optimization algorithms based on ant colony using adapted networks science metrics","authors":"S. F. Ribeiro, C. J. A. B. Filho","doi":"10.3233/HIS-190265","DOIUrl":"https://doi.org/10.3233/HIS-190265","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"72 1","pages":"111-127"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80549651","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}
{"title":"Lung cancer recognition and prediction according to random forest ensemble and RUSBoost algorithm using LIDC data","authors":"Subrato Bharati, Prajoy Podder, Pinto Kumar Paul","doi":"10.3233/HIS-190263","DOIUrl":"https://doi.org/10.3233/HIS-190263","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"290 1","pages":"91-100"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86670150","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}
{"title":"Flow graphs as data structures for inducing classifiers","authors":"M. C. Nicoletti, Emilio Carlos Rodrigues","doi":"10.3233/HIS-190262","DOIUrl":"https://doi.org/10.3233/HIS-190262","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"78 1","pages":"77-90"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80853101","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}
{"title":"Actuator and system component fault tolerant control using interval type-2 Takagi-Sugeno fuzzy controller for hybrid nonlinear process","authors":"H. Patel, V. Shah","doi":"10.3233/HIS-190267","DOIUrl":"https://doi.org/10.3233/HIS-190267","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"202 1","pages":"143-153"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72580256","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}
Toshihiro Yoshizumi, Tomoo Sumida, Yasunori Shiono, M. Namekawa, K. Tsuchida
{"title":"Analysis indices of human relationships based on fuzzy model","authors":"Toshihiro Yoshizumi, Tomoo Sumida, Yasunori Shiono, M. Namekawa, K. Tsuchida","doi":"10.3233/HIS-190270","DOIUrl":"https://doi.org/10.3233/HIS-190270","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"15 1","pages":"183-193"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87608838","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}
{"title":"Implementation of bio-inspired optimization algorithms in state feedback control of power system","authors":"Anju G. Pillai, E. R. Samuel, A. Unnikrishnan","doi":"10.3233/HIS-190269","DOIUrl":"https://doi.org/10.3233/HIS-190269","url":null,"abstract":"","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"28 1","pages":"173-182"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76637107","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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