In various disease diagnoses, one of the parameters is white blood cells, consisting of eosinophils, basophils, neutrophils, lymphocytes, and monocytes. Manual identification takes a long time and tends to be subjective depending on the staff's experience, so the automatic identification of white blood cells will be faster and more accurate. White blood cells are identified by examining a colored blood smear (SADT) and examined under a digital microscope to obtain a cell image. Image identification of white blood cells is determined through HSV color space segmentation (Hue, Saturation Value) and feature extraction of the Gray Level Cooccurrence Matrix (GLCM) method using the Angular Second Moment (ASM), Contrast, Entropy, and Inverse Different Moment (IDM) features. The purpose of this study was to identify white blood cells by comparing the classification accuracy of the K-nearest neighbor (KNN), Naive Bayes Classification (NBC), and Multilayer Perceptron (MLP) methods. The classification results of 100 training data and 50 white blood cell image testing data. Tests on the KNN, NBC, and MLP methods yielded an accuracy of 82%, 80%, and 94%, respectively. Therefore, MLP was chosen as the best classification model in the identification of white blood cells.
{"title":"Identification of White Blood Cells Using Machine Learning Classification Based on Feature Extraction","authors":"Anwar Siswanto Musliman, A. Fadlil, A. Yudhana","doi":"10.15575/JOIN.V6I1.704","DOIUrl":"https://doi.org/10.15575/JOIN.V6I1.704","url":null,"abstract":"In various disease diagnoses, one of the parameters is white blood cells, consisting of eosinophils, basophils, neutrophils, lymphocytes, and monocytes. Manual identification takes a long time and tends to be subjective depending on the staff's experience, so the automatic identification of white blood cells will be faster and more accurate. White blood cells are identified by examining a colored blood smear (SADT) and examined under a digital microscope to obtain a cell image. Image identification of white blood cells is determined through HSV color space segmentation (Hue, Saturation Value) and feature extraction of the Gray Level Cooccurrence Matrix (GLCM) method using the Angular Second Moment (ASM), Contrast, Entropy, and Inverse Different Moment (IDM) features. The purpose of this study was to identify white blood cells by comparing the classification accuracy of the K-nearest neighbor (KNN), Naive Bayes Classification (NBC), and Multilayer Perceptron (MLP) methods. The classification results of 100 training data and 50 white blood cell image testing data. Tests on the KNN, NBC, and MLP methods yielded an accuracy of 82%, 80%, and 94%, respectively. Therefore, MLP was chosen as the best classification model in the identification of white blood cells.","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2021-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78942900","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}
The student counseling process is the spearhead of character development proclaimed by the government through education regulation number 20 of 2018 concerning strengthening character education. Counseling at the secondary school level carries out to attend to these problems that might resolve with a decision support system. So that makes research challenging to measure completion on target because it is not doing based on data. The counseling teacher does not know about student's mental and emotional health conditions, so it is often wrong to handle them. Therefore, we need a system that can recognize conditions and provide recommendations for managing problems and predicting students who have potential issues. The Algorithm used to predict problem students is K-Nearest Neighbor with a dataset of 100 students. The stages of predictive calculation are data collection, data cleaning, simulation, and accuracy evaluation. Meanwhile, building the system is done using the rapid application development methodology where the instrument used to map the student's condition is the Strenght and Difficulties Questionaire instrument. This research is a system to predict problem students with an accuracy rate of 83%. The level of user experience based on the User Experience Questionnaire (UEQ) results in the conclusion that the system reaches "Above Average.". This system is expecting to help counseling teachers implement an early warning system, help students know learning modalities, and help parents recognize the child's personality better.
{"title":"Prediction System for Problem Students using k-Nearest Neighbor and Strength and Difficulties Questionnaire","authors":"D. Kurniadi, A. Mulyani, I. Muliana","doi":"10.15575/JOIN.V6I1.701","DOIUrl":"https://doi.org/10.15575/JOIN.V6I1.701","url":null,"abstract":"The student counseling process is the spearhead of character development proclaimed by the government through education regulation number 20 of 2018 concerning strengthening character education. Counseling at the secondary school level carries out to attend to these problems that might resolve with a decision support system. So that makes research challenging to measure completion on target because it is not doing based on data. The counseling teacher does not know about student's mental and emotional health conditions, so it is often wrong to handle them. Therefore, we need a system that can recognize conditions and provide recommendations for managing problems and predicting students who have potential issues. The Algorithm used to predict problem students is K-Nearest Neighbor with a dataset of 100 students. The stages of predictive calculation are data collection, data cleaning, simulation, and accuracy evaluation. Meanwhile, building the system is done using the rapid application development methodology where the instrument used to map the student's condition is the Strenght and Difficulties Questionaire instrument. This research is a system to predict problem students with an accuracy rate of 83%. The level of user experience based on the User Experience Questionnaire (UEQ) results in the conclusion that the system reaches \"Above Average.\". This system is expecting to help counseling teachers implement an early warning system, help students know learning modalities, and help parents recognize the child's personality better.","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2021-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76992286","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 : 2020-12-21DOI: 10.24252/JOIN.V5I2.17667
Evi Lusiana, Muh. Zukri Malik, Suriyani Suriyani
Breast cancer is a problem that often occurs in women both in developed and developing countries. For this reason, it is necessary to prevent the increasing mortality rate, one of which is by increasing self-efficacy which can be achieved by providing advice, information and motivation with empowerment education. Based on this, the researchers conducted this study with the aim of knowing the effect of empowerment education in increasing the self-efficacy of breast cancer patients. The research method used is a quantitative study with a one group test approach. The results obtained are from 5 (five) items of self-efficacy, 3 (three) items that have changed, namely self-confidence in getting information about illness / complaints experienced (p: 0.023), receiving help from the community, family and friends (p. : 0.02), and treats breast cancer disease and symptoms (0.041). Based on these results it can be concluded that empowerment education activities should be one of the activities of providing nursing interventions to breast cancer patients. Keywords: Empowerment Education; Self Efficacy; Breast cancer
{"title":"EFEKTIFITAS KEGIATAN EMPOWERMENT EDUCATION DALAM MENINGKATKAN SELF EFFICACY PASIEN KANKER PAYUDARA DI RS.UMUM KOTA MAKASSAR","authors":"Evi Lusiana, Muh. Zukri Malik, Suriyani Suriyani","doi":"10.24252/JOIN.V5I2.17667","DOIUrl":"https://doi.org/10.24252/JOIN.V5I2.17667","url":null,"abstract":"Breast cancer is a problem that often occurs in women both in developed and developing countries. For this reason, it is necessary to prevent the increasing mortality rate, one of which is by increasing self-efficacy which can be achieved by providing advice, information and motivation with empowerment education. Based on this, the researchers conducted this study with the aim of knowing the effect of empowerment education in increasing the self-efficacy of breast cancer patients. The research method used is a quantitative study with a one group test approach. The results obtained are from 5 (five) items of self-efficacy, 3 (three) items that have changed, namely self-confidence in getting information about illness / complaints experienced (p: 0.023), receiving help from the community, family and friends (p. : 0.02), and treats breast cancer disease and symptoms (0.041). Based on these results it can be concluded that empowerment education activities should be one of the activities of providing nursing interventions to breast cancer patients. Keywords: Empowerment Education; Self Efficacy; Breast cancer","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75753041","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}
S. Supriyanto, M. Harika, Maya Sri Ramadiani, D. R. Ramdania
The main challenge that facial recognition introduces is the difficulty of uneven lighting or dark tendencies. The image is poorly lit, which makes it difficult for the system to perform facial recognition. This study aims to normalize the lighting in the image using the Multiscale Retinex method. This method is applied to a face recognition system based on Principal Component Analysis to determine whether this method effectively improves images with uneven lighting. The results showed that the Multiscale Retinex approach to face recognition's correctness was better, from 40% to 76%. Multiscale Retinex has the advantage of dark facial image types because it produces a brighter image output.
{"title":"Multiscale Retinex Application to Analyze Face Recognition","authors":"S. Supriyanto, M. Harika, Maya Sri Ramadiani, D. R. Ramdania","doi":"10.15575/JOIN.V5I2.668","DOIUrl":"https://doi.org/10.15575/JOIN.V5I2.668","url":null,"abstract":"The main challenge that facial recognition introduces is the difficulty of uneven lighting or dark tendencies. The image is poorly lit, which makes it difficult for the system to perform facial recognition. This study aims to normalize the lighting in the image using the Multiscale Retinex method. This method is applied to a face recognition system based on Principal Component Analysis to determine whether this method effectively improves images with uneven lighting. The results showed that the Multiscale Retinex approach to face recognition's correctness was better, from 40% to 76%. Multiscale Retinex has the advantage of dark facial image types because it produces a brighter image output.","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85440415","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 : 2020-07-23DOI: 10.24252/join.v5i1.13884
Fatma Jama, Yusrah Taqiyah, Ita S Alis
{"title":"PENGARUH PENDIDIKAN KESEHATAN TERHADAP PENGETAHUAN DAN SIKAP REMAJA TENTANG PEMERIKSAAN PAYUDARA SENDIRI PADA SISWI SMK ANALIS KIMIA","authors":"Fatma Jama, Yusrah Taqiyah, Ita S Alis","doi":"10.24252/join.v5i1.13884","DOIUrl":"https://doi.org/10.24252/join.v5i1.13884","url":null,"abstract":"","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81819323","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 : 2020-07-23DOI: 10.24252/join.v5i1.10473
Hertiana Hertiana, Ariyanti Saleh
{"title":"EFEKTIVITAS PENDIDIKAN KESEHATAN TERHADAP PENGETAHUAN DAN SIKAP KELUARGA DALAM MERAWAT PENDERITA GANGGUAN JIWA DI KOTA PALOPO","authors":"Hertiana Hertiana, Ariyanti Saleh","doi":"10.24252/join.v5i1.10473","DOIUrl":"https://doi.org/10.24252/join.v5i1.10473","url":null,"abstract":"","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80180500","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 : 2020-07-23DOI: 10.24252/join.v5i1.13894
Henny Pongantung, Fransiska Anita, Charlos Palango, Claudio Manuel
{"title":"HUBUNGAN SELF EFFICACY DENGAN QUALITY OF LIFE PADA PASIEN SESUDAH STROKE","authors":"Henny Pongantung, Fransiska Anita, Charlos Palango, Claudio Manuel","doi":"10.24252/join.v5i1.13894","DOIUrl":"https://doi.org/10.24252/join.v5i1.13894","url":null,"abstract":"","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74830630","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 : 2020-07-23DOI: 10.24252/join.v5i1.10395
Miskiyah Tamar, Irna Nursanti, Natsir Nugroho
The pregnancy period in a woman's body experiences many changes or adaptations due to fetal growth needs . Various adaptations during pregnancy are adaptations of physiology to the digestive system, endocrine system and adaptations of psychology. Nausea vomiting are normal in pregnancy which occurs around 50-90 % of pregnant women experience nausea in the first trimester. Nausea vomiting in pregnant women will be better if it is able to overcome the problem of nausea in early pregnancy by using non-pharmacological supplementary therapy. Nonpharmacological therapy is non-instructive, non-invasive, inexpensive, simple, effective, and without adverse side effects. Non - pharmacological therapy can be done by giving aromatherapy. The purpose of this study is to prove the comparison between the lemon, ginger and combination aromatherapy inhalation intervention to decrease nausea and vomiting in pregnant women in the first trimester. The design of this study used Quasi Experiment Pre-Post Test Design. The number of research samples for each group is 10 respondents.The purposive sampling research technique.The measuring instrument used a standard questionnaireRhodes INVR.Data analysis using Wilcoxon test and Kruskal Wallis test. The results showed that there were differences in the Mean rank before and after aromatherapy lemon inhalation interventions, inhalation of ginger aromatherapy, and combination against the frequency of nausea vomiting in pregnant women in the first trimester. The highest pre-post mean rank is the combination of aromatherapy inhalation interventions is 17,60 and post 18.20. It can be concluded that combination intervention is more effective in reducing nausea and vomiting in first trimester pregnant women. Keywords: Lemon aromatherapy , Ginger aromatherapy , Nausea vomit ingin first Trimest er
{"title":"EFEK INHALASI AROMATERAPI LEMON, JAHE DAN KOMBINASI TERHADAP FREKUENSI MUAL MUNTAH PADA IBU HAMIL TRIMESTER I","authors":"Miskiyah Tamar, Irna Nursanti, Natsir Nugroho","doi":"10.24252/join.v5i1.10395","DOIUrl":"https://doi.org/10.24252/join.v5i1.10395","url":null,"abstract":"The pregnancy period in a woman's body experiences many changes or adaptations due to fetal growth needs . Various adaptations during pregnancy are adaptations of physiology to the digestive system, endocrine system and adaptations of psychology. Nausea vomiting are normal in pregnancy which occurs around 50-90 % of pregnant women experience nausea in the first trimester. Nausea vomiting in pregnant women will be better if it is able to overcome the problem of nausea in early pregnancy by using non-pharmacological supplementary therapy. Nonpharmacological therapy is non-instructive, non-invasive, inexpensive, simple, effective, and without adverse side effects. Non - pharmacological therapy can be done by giving aromatherapy. The purpose of this study is to prove the comparison between the lemon, ginger and combination aromatherapy inhalation intervention to decrease nausea and vomiting in pregnant women in the first trimester. The design of this study used Quasi Experiment Pre-Post Test Design. The number of research samples for each group is 10 respondents.The purposive sampling research technique.The measuring instrument used a standard questionnaireRhodes INVR.Data analysis using Wilcoxon test and Kruskal Wallis test. The results showed that there were differences in the Mean rank before and after aromatherapy lemon inhalation interventions, inhalation of ginger aromatherapy, and combination against the frequency of nausea vomiting in pregnant women in the first trimester. The highest pre-post mean rank is the combination of aromatherapy inhalation interventions is 17,60 and post 18.20. It can be concluded that combination intervention is more effective in reducing nausea and vomiting in first trimester pregnant women. Keywords: Lemon aromatherapy , Ginger aromatherapy , Nausea vomit ingin first Trimest er","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90119318","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 : 2020-07-23DOI: 10.24252/join.v5i1.14145
H. Heriyanti, S. Mulyono, Lily Herlina
{"title":"DUKUNGAN KELUARGA TERHADAP SELF CARE PADA LANSIA DENGAN DIABETES MELITUS TIPE 2","authors":"H. Heriyanti, S. Mulyono, Lily Herlina","doi":"10.24252/join.v5i1.14145","DOIUrl":"https://doi.org/10.24252/join.v5i1.14145","url":null,"abstract":"","PeriodicalId":53990,"journal":{"name":"JOURNAL OF INTERCONNECTION NETWORKS","volume":null,"pages":null},"PeriodicalIF":0.7,"publicationDate":"2020-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79461482","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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