首页 > 最新文献

JISKA Jurnal Informatika Sunan Kalijaga最新文献

英文 中文
Penerapan Data Mining dengan Metode Regresi Linear untuk Memprediksi Data Nilai Hasil Ujian Menggunakan RapidMiner 数据挖掘方法采用线性回归方法来预测测试结果的值数据
Pub Date : 2023-01-30 DOI: 10.14421/jiska.2023.8.1.10-21
M. Sholeh, Erna Kumalasari Nurnawati, Uning Lestari
Prediction is one of the methods in data mining. One of the models that can be used in prediction is using linear regression. Linear regression is used to make predictions on the data that has been provided. In this study, a linear regression model was made with a datasheet containing data that affected student achievement in achieving final exam scores. The linear regression model developed can be used to predict student test scores. The linear regression model developed can be used to predict student test scores. The datasheet used in the test uses a public datasheet, namely student_performance.csv. The datasheet consists of 395 records and 33 attributes. The attributes used are selected that influence the label. The selection of attributes is based on the results of the weighting in the process of checking the correlation matrix. Based on the weighting, the attributes used are seven attributes and one attribute becomes a label. The research method uses CRISP DM which consists of business understanding, data understanding, data preparation, model making, evaluation, and deploying. The data mining process uses the Rapid Miner application. The results of the study resulted in a linear regression model y=0.729-(0.024×Medu)-(0.020×Fedu)+(0.053×failures)-(0.077×goout)-(0.012×absences)+(0.126×G1)+(0.862×G2). The result of evaluating the performance of the RMSE value was 0.675. Based on these results, it can be concluded that the resulting model can be recommended for use in predicting student test scores.
预测是数据挖掘中的一种方法。其中一个可以用于预测的模型是使用线性回归。线性回归用于对已提供的数据进行预测。在本研究中,我们用一个数据表建立了一个线性回归模型,其中包含了影响学生期末考试成绩的数据。所建立的线性回归模型可用于预测学生考试成绩。所建立的线性回归模型可用于预测学生考试成绩。测试中使用的数据表使用公共数据表,即student_performance.csv。数据表包含395条记录和33个属性。所使用的影响标签的属性被选中。属性的选择是基于在检查关联矩阵的过程中加权的结果。根据权重,使用的属性是7个属性,其中一个属性成为标签。研究方法采用CRISP DM,包括业务理解、数据理解、数据准备、模型制作、评估和部署。数据挖掘过程使用Rapid Miner应用程序。研究结果得到线性回归模型y=0.729-(0.024×Medu)-(0.020×Fedu)+(0.053×failures)-(0.077×goout)-(0.012×absences)+(0.126×G1)+(0.862×G2)。评价绩效的RMSE值为0.675。基于这些结果,可以得出结论,所得模型可以推荐用于预测学生的考试成绩。
{"title":"Penerapan Data Mining dengan Metode Regresi Linear untuk Memprediksi Data Nilai Hasil Ujian Menggunakan RapidMiner","authors":"M. Sholeh, Erna Kumalasari Nurnawati, Uning Lestari","doi":"10.14421/jiska.2023.8.1.10-21","DOIUrl":"https://doi.org/10.14421/jiska.2023.8.1.10-21","url":null,"abstract":"Prediction is one of the methods in data mining. One of the models that can be used in prediction is using linear regression. Linear regression is used to make predictions on the data that has been provided. In this study, a linear regression model was made with a datasheet containing data that affected student achievement in achieving final exam scores. The linear regression model developed can be used to predict student test scores. The linear regression model developed can be used to predict student test scores. The datasheet used in the test uses a public datasheet, namely student_performance.csv. The datasheet consists of 395 records and 33 attributes. The attributes used are selected that influence the label. The selection of attributes is based on the results of the weighting in the process of checking the correlation matrix. Based on the weighting, the attributes used are seven attributes and one attribute becomes a label. The research method uses CRISP DM which consists of business understanding, data understanding, data preparation, model making, evaluation, and deploying. The data mining process uses the Rapid Miner application. The results of the study resulted in a linear regression model y=0.729-(0.024×Medu)-(0.020×Fedu)+(0.053×failures)-(0.077×goout)-(0.012×absences)+(0.126×G1)+(0.862×G2). The result of evaluating the performance of the RMSE value was 0.675. Based on these results, it can be concluded that the resulting model can be recommended for use in predicting student test scores.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45216415","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}
引用次数: 2
Optimasi Seleksi Fitur Information Gain pada Algoritma Naïve Bayes dan K-Nearest Neighbor
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.237-255
Muhammad Norhalimi, Taghfirul Azhima Yoga Siswa
There was an increase in the number of late payments of tuition fees by 3,018 from a total of 5,535 students at the end of 2020. This study uses the Python library which requires data to be of numeric type, so it requires data transformation according to the type of data in the study, data that has a scale is transformed using an ordinal encoder, and data that does not have a scale is transformed using one-hot encoding. The purpose of this study was to evaluate the performance of the Naïve Bayes algorithm and K-Nearest Neighbor with a confusion matrix in predicting late payment of tuition fees at UMKT. The dataset used in this study was sourced from the financial administration bureau as many as 12,408 data with a distribution of 90:10. Based on the results of the calculation of the selection of information gain features, the best 4 attributes that influence the research are obtained, namely faculty, study program, class, and gender. The results of the evaluation of the confusion matrix that have the best performance using the Naïve Bayes with information gain algorithm obtain an accuracy of 55.19%, while the K-Nearest Neighbor with information gain only obtains an accuracy of 50.76%. Based on the accuracy results obtained in the prediction of late payment of tuition fees by using attributes derived from information gain, it influences increasing the accuracy of Naïve Bayes, but the use of the information gain attribute on the K-Nearest Neighbor algorithm makes the accuracy obtained decrease.
迟交学费的人数比2020年底的5535名学生增加了3018人。这项研究使用Python库,该库要求数据为数字类型,因此需要根据研究中的数据类型进行数据转换,有刻度的数据使用顺序编码器进行转换,没有刻度的数据则使用一个热编码进行转换。本研究的目的是评估Naïve Bayes算法和具有混淆矩阵的K-最近邻算法在预测UMKT延迟支付学费方面的性能。本研究中使用的数据集来自金融管理局,多达12408个数据,分布为90:10。基于信息获取特征选择的计算结果,获得了影响研究的最佳4个属性,即教师、学习计划、班级和性别。使用具有信息增益的Naïve Bayes算法对具有最佳性能的混淆矩阵的评估结果获得了55.19%的准确率,而具有信息收益的K最近邻仅获得了50.76%的准确率,它影响了Naive Bayes算法精度的提高,但在K-最近邻算法中使用信息增益属性会降低算法的精度。
{"title":"Optimasi Seleksi Fitur Information Gain pada Algoritma Naïve Bayes dan K-Nearest Neighbor","authors":"Muhammad Norhalimi, Taghfirul Azhima Yoga Siswa","doi":"10.14421/jiska.2022.7.3.237-255","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.237-255","url":null,"abstract":"There was an increase in the number of late payments of tuition fees by 3,018 from a total of 5,535 students at the end of 2020. This study uses the Python library which requires data to be of numeric type, so it requires data transformation according to the type of data in the study, data that has a scale is transformed using an ordinal encoder, and data that does not have a scale is transformed using one-hot encoding. The purpose of this study was to evaluate the performance of the Naïve Bayes algorithm and K-Nearest Neighbor with a confusion matrix in predicting late payment of tuition fees at UMKT. The dataset used in this study was sourced from the financial administration bureau as many as 12,408 data with a distribution of 90:10. Based on the results of the calculation of the selection of information gain features, the best 4 attributes that influence the research are obtained, namely faculty, study program, class, and gender. The results of the evaluation of the confusion matrix that have the best performance using the Naïve Bayes with information gain algorithm obtain an accuracy of 55.19%, while the K-Nearest Neighbor with information gain only obtains an accuracy of 50.76%. Based on the accuracy results obtained in the prediction of late payment of tuition fees by using attributes derived from information gain, it influences increasing the accuracy of Naïve Bayes, but the use of the information gain attribute on the K-Nearest Neighbor algorithm makes the accuracy obtained decrease.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44386327","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}
引用次数: 0
Evaluasi Kesuksesan Penerapan Sistem Elektronik Kinerja (E-Kinerja) Menggunakan Enhanced Information System Success Model di Kecamatan Benda Tangerang 使用增强信息系统在Tangerang区块中的成功应用评估成功使用电子性能系统
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.192-210
Latansa Amalia, Anik Hanifatul Azizah
E-Kinerja Benda District Tangerang City is an E-Government in the form of an Employee Performance Management Information System in charge of recording and reporting the performance of all employees in the government environment. The system should aim to simplify employee performance management and measure the efficiency and creativity of employees at work, in its implementation, there are still problems that occur. Many employees complain about the system, the implementation of the E-Kinerja system either directly or indirectly is considered troublesome, the internet network is not widely connected, the presence of technology devices (computers) is limited, and the lack of employees in understanding and utilizing the E-Kinerja system, and the lack of attendance and knowledge of information about IT as part of the supporting components in the process of presenting the information. So that an evaluation of the application of E-Kinerja is carried out, with the aim of this study being able to measure evaluation to prove the success rate of implementing E-Kinerja-based performance evaluations in Benda District, Tangerang City and knowing what factors or variables influence it. This study evaluates success using the Enhanced Information System Success Model with 7 evaluation variables: information quality, system quality, service quality, user satisfaction, trust, use, and net benefits. This study will use a qualitative and quantitative data approach through observation, interviews, literature studies, and questionnaires where the total respondents obtained are 62 respondents with PLS-SEM data analysis and SmartPLS 3.3 assistance. Based on the results of the research conducted, it is proven that from the 14 hypotheses proposed there are 5 hypotheses accepted while 9 other hypotheses are rejected. This evaluation also produces recommendations from the seven variables used which contain alternatives to improve and increase the success of the implementation of E-Kinerja.
E-Kinerja Benda District Tangerang City是一个电子政府,以员工绩效管理信息系统的形式,负责记录和报告政府环境中所有员工的绩效。该制度旨在简化员工绩效管理,衡量员工在工作中的效率和创造力,但在实施过程中仍存在问题。许多员工抱怨该系统,E-Kinerja系统的实施直接或间接被认为是麻烦的,互联网网络没有广泛连接,技术设备(计算机)的存在是有限的,员工缺乏对E-Kinerja系统的理解和利用,以及在呈现信息的过程中缺乏关于IT信息的出席和知识作为支持组件的一部分。因此,对E-Kinerja的应用进行评估,本研究的目的是能够测量评估,以证明在坦格朗市本达区实施E-Kinerja绩效评估的成功率,并了解影响其成功率的因素或变量。本研究使用增强型资讯系统成功模型,以资讯品质、系统品质、服务品质、使用者满意度、信任、使用及净效益等7个评量变数来评估资讯系统的成功与否。本研究将采用定性和定量的数据方法,通过观察、访谈、文献研究和问卷调查,在PLS-SEM数据分析和SmartPLS 3.3协助下,获得了62名受访者。根据所进行的研究结果,在提出的14个假设中,有5个假设被接受,另外9个假设被拒绝。这项评价还根据所使用的七个变量提出建议,其中包含改进和增加E-Kinerja执行成功的备选办法。
{"title":"Evaluasi Kesuksesan Penerapan Sistem Elektronik Kinerja (E-Kinerja) Menggunakan Enhanced Information System Success Model di Kecamatan Benda Tangerang","authors":"Latansa Amalia, Anik Hanifatul Azizah","doi":"10.14421/jiska.2022.7.3.192-210","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.192-210","url":null,"abstract":"E-Kinerja Benda District Tangerang City is an E-Government in the form of an Employee Performance Management Information System in charge of recording and reporting the performance of all employees in the government environment. The system should aim to simplify employee performance management and measure the efficiency and creativity of employees at work, in its implementation, there are still problems that occur. Many employees complain about the system, the implementation of the E-Kinerja system either directly or indirectly is considered troublesome, the internet network is not widely connected, the presence of technology devices (computers) is limited, and the lack of employees in understanding and utilizing the E-Kinerja system, and the lack of attendance and knowledge of information about IT as part of the supporting components in the process of presenting the information. So that an evaluation of the application of E-Kinerja is carried out, with the aim of this study being able to measure evaluation to prove the success rate of implementing E-Kinerja-based performance evaluations in Benda District, Tangerang City and knowing what factors or variables influence it. This study evaluates success using the Enhanced Information System Success Model with 7 evaluation variables: information quality, system quality, service quality, user satisfaction, trust, use, and net benefits. This study will use a qualitative and quantitative data approach through observation, interviews, literature studies, and questionnaires where the total respondents obtained are 62 respondents with PLS-SEM data analysis and SmartPLS 3.3 assistance. Based on the results of the research conducted, it is proven that from the 14 hypotheses proposed there are 5 hypotheses accepted while 9 other hypotheses are rejected. This evaluation also produces recommendations from the seven variables used which contain alternatives to improve and increase the success of the implementation of E-Kinerja.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45978986","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}
引用次数: 1
Pembatasan Akses Menggunakan MAC Address dengan Metode Access Control List 使用MAC地址和方法访问控制列表的访问限制
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.143-162
Muhammad Aditya Rabbani Adit, Martanto Martanto, Yudhistira Arie Wijaya
The Cangehgar Cyber Command Center of the 14th Arhanud/ PWY Battalion from Cirebon City is one of the offices with IT equipment to assist the job. The servers, like the office PCs, are connected via the local network. Due to the risk of leaking secret data from within, network security concerns must be handled so that unauthorized users cannot mistakenly access the server. It seeks to limit access when there are administrative customers and employees in each room by utilizing the access control list approach using a MAC address. Access to the server is restricted to the administrator's computer, while access to the employee's PC is disallowed. Then the questionnaire was distributed to find out the respondent's assessment of the access control list. According to the results of the study on security indicators, access control lists containing MAC addresses are useful in limiting access to server computers.
来自锡雷本市的第14 Arhanud/ PWY营的昌格加尔网络指挥中心是拥有IT设备协助这项工作的办公室之一。服务器与办公pc一样,通过本地网络连接。由于存在从内部泄漏机密数据的风险,因此必须处理网络安全问题,以便未经授权的用户不会错误地访问服务器。当每个房间都有管理客户和员工时,它试图通过使用MAC地址使用访问控制列表方法来限制访问。访问服务器仅限于管理员的计算机,而不允许访问员工的PC。然后发放问卷,了解被调查者对访问控制列表的评价。根据安全指标的研究结果,包含MAC地址的访问控制列表在限制访问服务器计算机方面很有用。
{"title":"Pembatasan Akses Menggunakan MAC Address dengan Metode Access Control List","authors":"Muhammad Aditya Rabbani Adit, Martanto Martanto, Yudhistira Arie Wijaya","doi":"10.14421/jiska.2022.7.3.143-162","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.143-162","url":null,"abstract":"The Cangehgar Cyber Command Center of the 14th Arhanud/ PWY Battalion from Cirebon City is one of the offices with IT equipment to assist the job. The servers, like the office PCs, are connected via the local network. Due to the risk of leaking secret data from within, network security concerns must be handled so that unauthorized users cannot mistakenly access the server. It seeks to limit access when there are administrative customers and employees in each room by utilizing the access control list approach using a MAC address. Access to the server is restricted to the administrator's computer, while access to the employee's PC is disallowed. Then the questionnaire was distributed to find out the respondent's assessment of the access control list. According to the results of the study on security indicators, access control lists containing MAC addresses are useful in limiting access to server computers.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44197348","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}
引用次数: 0
Summarizing Online Customer Review using Topic Modeling and Sentiment Analysis 利用主题建模和情感分析对在线客户评论进行总结
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.177-191
Muhammad Rifqi Maarif
With the massive implementation of social media in various forms in various business domains, business or product owners have the opportunity to be able to take advantage of user review data that is available free of charge to evaluate the products they issue. User reviews on social media platforms, marketplaces, and e-commerce are User Generated Content (UGC) which is very useful for product owners to find out the extent of user preferences for their products. However, to be able to comprehensively read the data, the right technology is needed considering that the data is in the form of text in very large quantities. Reading one by one and then drawing conclusions is certainly not the right approach because it will take quite a lot of time. So, in this study, the researcher will use a text analysis-based approach, especially topic modeling and sentiment analysis to summarize user reviews in the comments or reviews column on the e-commerce platform. The case study used in this study is user reviews in the comments column on the Amazon site for the Lenovo K8 Note smartphone product. From the experiments carried out, the approach used can summarize the reviews written by quite many users in one summary that can be easily understood.
随着各种形式的社交媒体在各个业务领域的大规模实施,企业或产品所有者有机会利用免费的用户评论数据来评估他们发布的产品。社交媒体平台、市场和电子商务上的用户评论都是用户生成内容(UGC),这对于产品所有者了解用户对其产品的偏好程度非常有用。然而,考虑到数据是大量的文本形式,为了能够全面地读取数据,需要合适的技术。逐一阅读然后得出结论当然不是正确的方法,因为这将花费相当多的时间。因此,在本研究中,研究者将使用基于文本分析的方法,特别是主题建模和情感分析来总结电子商务平台上评论或评论栏中的用户评论。本研究中使用的案例研究是在亚马逊网站上对联想K8 Note智能手机产品的评论栏中的用户评论。从所进行的实验来看,所使用的方法可以将相当多的用户所写的评论总结为一个易于理解的摘要。
{"title":"Summarizing Online Customer Review using Topic Modeling and Sentiment Analysis","authors":"Muhammad Rifqi Maarif","doi":"10.14421/jiska.2022.7.3.177-191","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.177-191","url":null,"abstract":"With the massive implementation of social media in various forms in various business domains, business or product owners have the opportunity to be able to take advantage of user review data that is available free of charge to evaluate the products they issue. User reviews on social media platforms, marketplaces, and e-commerce are User Generated Content (UGC) which is very useful for product owners to find out the extent of user preferences for their products. However, to be able to comprehensively read the data, the right technology is needed considering that the data is in the form of text in very large quantities. Reading one by one and then drawing conclusions is certainly not the right approach because it will take quite a lot of time. So, in this study, the researcher will use a text analysis-based approach, especially topic modeling and sentiment analysis to summarize user reviews in the comments or reviews column on the e-commerce platform. The case study used in this study is user reviews in the comments column on the Amazon site for the Lenovo K8 Note smartphone product. From the experiments carried out, the approach used can summarize the reviews written by quite many users in one summary that can be easily understood.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45753531","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}
引用次数: 0
Prototipe Alat Ukur Detak Jantung Menggunakan Sensor MAX30102 Berbasis Internet of Things (IoT) ESP8266 dan Blynk 基于互联网的MAX30102传感器(很多)、ESP8266和Blynk的原型心率检测器
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.163-176
M. Muthmainnah, Deni Bako Tabriawan
The heart is an important organ of the human body. The heart functions to pump blood throughout the body. Health conditions can be seen in the condition of heart function. The heart’s function can be known through the beat when pumping blood.  The manufacture of a heart rate device has been carried out using the PPG method. This tool uses the MAX30102 sensor as input. The measurement results are displayed on the smartphone. This tool can calculate the heart rate by sticking the surface of the fingertips for ten seconds. The light waves emitted by the sensor source will hit the surface of the finger. Changes in blood volume cause changes in light intensity according to what is received by the sensor. Based on the test results, the average standard deviation of this tool's heart rate measurement is 1.176. If considered the data from the pulse oximeter is correct, then this tool has an accuracy of 98.804%.
心脏是人体的一个重要器官。心脏的功能是将血液泵送到全身。健康状况可以从心脏功能状况中看出。通过泵血时的心跳可以知道心脏的功能。心率装置的制造已经使用PPG方法进行。该工具使用MAX30102传感器作为输入。测量结果显示在智能手机上。该工具可以通过粘贴指尖表面10秒钟来计算心率。传感器光源发射的光波将撞击手指表面。根据传感器接收到的内容,血容量的变化会导致光强度的变化。根据测试结果,该工具心率测量的平均标准偏差为1.176。如果认为脉搏血氧计的数据是正确的,那么该工具的准确率为98.804%。
{"title":"Prototipe Alat Ukur Detak Jantung Menggunakan Sensor MAX30102 Berbasis Internet of Things (IoT) ESP8266 dan Blynk","authors":"M. Muthmainnah, Deni Bako Tabriawan","doi":"10.14421/jiska.2022.7.3.163-176","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.163-176","url":null,"abstract":"The heart is an important organ of the human body. The heart functions to pump blood throughout the body. Health conditions can be seen in the condition of heart function. The heart’s function can be known through the beat when pumping blood.  The manufacture of a heart rate device has been carried out using the PPG method. This tool uses the MAX30102 sensor as input. The measurement results are displayed on the smartphone. This tool can calculate the heart rate by sticking the surface of the fingertips for ten seconds. The light waves emitted by the sensor source will hit the surface of the finger. Changes in blood volume cause changes in light intensity according to what is received by the sensor. Based on the test results, the average standard deviation of this tool's heart rate measurement is 1.176. If considered the data from the pulse oximeter is correct, then this tool has an accuracy of 98.804%.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47174696","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}
引用次数: 1
Pengenalan Tulisan Tangan Huruf Latin Bersambung Menggunakan Local Binary Pattern dan K-Nearest Neighbor 基于局部二进制模式和K近邻的拉丁字母手写识别
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.211-225
Vivi Oktavia, Novan Wijaya
There are 26 Latin letters in Indonesia, 5 of which are vowels and 21 consonants. This study will translate handwriting with a Latin object using the K-Nearest Neighbor method with the Local Binary Pattern extension. The research is being done with a focus on experimentation using a few methods that have already been discussed. Concatenated Latin letters have a few variations that depend on the work's author, so research will be conducted to identify cursive Latin letters based on these variations. Each of the 30 respondents wrote 26 capital letters and 26 lowercase letters on paper, which was then scanned to provide the image data. Black, blue, and red pens were used to write by every ten responders. The recognition procedure is broken into two halves, capital and non-capital letter recognition using 780 picture datasets each. In the study, k-fold cross-validation is used, with k = 6. The best value was reached at k = 7 with 29.49 percent accuracy, 33.88 percent precision, recall 33.46 percent, and F1-score 27.65 percent according to the research utilizing KNN with values k = 3, 5, and 7. and for recognizing non-capital characters, the best result was found at k=3 with accuracy, precision, recall, and F1-score of 26.28, 27.27, and 22.7%, respectively.
印尼共有26个拉丁字母,其中5个是元音,21个是辅音。这项研究将使用K-最近邻方法和局部二进制模式扩展来翻译拉丁对象的手写体。这项研究的重点是使用一些已经讨论过的方法进行实验。连接的拉丁字母有一些变体,这取决于作品的作者,因此将进行研究,以确定基于这些变体的草书拉丁字母。30名受访者每人在纸上写了26个大写字母和26个小写字母,然后对其进行扫描以提供图像数据。每十个响应者都用黑色、蓝色和红色的钢笔写字。识别过程分为两部分,分别使用780个图片数据集进行大写字母和非大写字母识别。在本研究中,使用了k次交叉验证,其中k=6。根据使用k=3、5和7的KNN的研究,在k=7时达到了最佳值,准确率为29.49%,准确度为33.88%,召回率为33.46%,F1得分为27.65%。对于非大写字符的识别,在k=3时发现了最好的结果,准确度、准确度、召回率和F1得分分别为26.28%、27.27%和22.7%。
{"title":"Pengenalan Tulisan Tangan Huruf Latin Bersambung Menggunakan Local Binary Pattern dan K-Nearest Neighbor","authors":"Vivi Oktavia, Novan Wijaya","doi":"10.14421/jiska.2022.7.3.211-225","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.211-225","url":null,"abstract":"There are 26 Latin letters in Indonesia, 5 of which are vowels and 21 consonants. This study will translate handwriting with a Latin object using the K-Nearest Neighbor method with the Local Binary Pattern extension. The research is being done with a focus on experimentation using a few methods that have already been discussed. Concatenated Latin letters have a few variations that depend on the work's author, so research will be conducted to identify cursive Latin letters based on these variations. Each of the 30 respondents wrote 26 capital letters and 26 lowercase letters on paper, which was then scanned to provide the image data. Black, blue, and red pens were used to write by every ten responders. The recognition procedure is broken into two halves, capital and non-capital letter recognition using 780 picture datasets each. In the study, k-fold cross-validation is used, with k = 6. The best value was reached at k = 7 with 29.49 percent accuracy, 33.88 percent precision, recall 33.46 percent, and F1-score 27.65 percent according to the research utilizing KNN with values k = 3, 5, and 7. and for recognizing non-capital characters, the best result was found at k=3 with accuracy, precision, recall, and F1-score of 26.28, 27.27, and 22.7%, respectively.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49658250","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}
引用次数: 0
Sistem Pendukung Keputusan Kesesuaian Lahan Tanaman Padi Menggunakan Metode AHP dan SAW 基于AHP和SAW方法的地面现场一致性决策支持系统
Pub Date : 2022-09-25 DOI: 10.14421/jiska.2022.7.3.226-236
S. R. Wulandari, Hamdani Hamdani, Anindita Septiarini
Rice is one of the staple foods for most of the world's population. However, in planting rice, there are several things that must be considered, namely the aspect of land suitability. Errors in land determination can cause crop failure which results in reduced rice production. This system was built based on the website using the Analytical Hierarchy Process (AHP) method to calculate the weight of the criteria and the Simple Additive Weighting (SAW) method to determine the selection of land suitability for rice plants. In determining the suitability of paddy fields using 5 criteria, namely soil type, soil pH, rainfall, temperature, and irrigation waters. The purpose of this research is to assist farmers/farmer groups in selecting land. The results of this study indicate that the AHP and SAW methods have been successfully applied in the system with the results of land recommendations in the Sungai Kunjang sub-district with a preference value of 0,989.
大米是世界上大多数人口的主食之一。然而,在种植水稻时,有几件事必须考虑,即土地适宜性方面。土地确定的错误可能导致作物歉收,从而导致水稻产量下降。该系统是基于网站构建的,使用层次分析法(AHP)计算标准的权重,并使用简单相加加权法(SAW)确定水稻植物的土地适宜性选择。使用5个标准来确定稻田的适宜性,即土壤类型、土壤pH值、降雨量、温度和灌溉水。本研究的目的是帮助农民/农民团体选择土地。本研究的结果表明,AHP和SAW方法已成功应用于该系统,Sungai Kunjang街道的土地推荐结果为0989。
{"title":"Sistem Pendukung Keputusan Kesesuaian Lahan Tanaman Padi Menggunakan Metode AHP dan SAW","authors":"S. R. Wulandari, Hamdani Hamdani, Anindita Septiarini","doi":"10.14421/jiska.2022.7.3.226-236","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.3.226-236","url":null,"abstract":"Rice is one of the staple foods for most of the world's population. However, in planting rice, there are several things that must be considered, namely the aspect of land suitability. Errors in land determination can cause crop failure which results in reduced rice production. This system was built based on the website using the Analytical Hierarchy Process (AHP) method to calculate the weight of the criteria and the Simple Additive Weighting (SAW) method to determine the selection of land suitability for rice plants. In determining the suitability of paddy fields using 5 criteria, namely soil type, soil pH, rainfall, temperature, and irrigation waters. The purpose of this research is to assist farmers/farmer groups in selecting land. The results of this study indicate that the AHP and SAW methods have been successfully applied in the system with the results of land recommendations in the Sungai Kunjang sub-district with a preference value of 0,989.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48984852","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}
引用次数: 0
Analisis Unjuk Kerja TCP Sack Menggunakan Antrian Random Early Detection 基于随机早期检测Antrian的TCP麻袋工作指标分析
Pub Date : 2022-05-25 DOI: 10.14421/jiska.2022.7.2.75-82
Rinny Asasunnaja, Bambang Sugiantoro
As time goes by, the current technology is also developing very rapidly, the rapid development of technology, especially on the internet network is also developing so that it is expected to continue to provide the best quality to meet the growing and fast information needs. An internet network is highly demanded of its best quality, one of which is in the spotlight to be developed, namely TCP Transmission Control Protocol. The efficiency and smoothness of the data transmission process is the most important thing in a communication network. TCP is one aspect that supports today’s fast internet, with TCP we can exchange information accurately, quickly, and well. In this study, researchers are interested in analyzing the performance of TCP Sack using the Random Early Detection queue. By doing this research is expected to know the performance of TCP Sack by looking at the parameter values of packet delivery ratio, throughput, end to end delay, and packet drop. Based on the results of the analysis, it can be concluded that end-to-end delay parameter testing on the TCP Sack still has poor performance, while for testing the packet delivery ratio, throughput, and packet drop TCP Sack already has good performance.
随着时间的推移,当前的技术也发展得非常迅速,技术的飞速发展,特别是互联网上的网络也在不断发展,从而有望不断提供最好的质量来满足日益增长和快速的信息需求。internet网络对其质量的要求很高,其中TCP传输控制协议(TCP Transmission Control Protocol)是目前发展的热点之一。在通信网络中,数据传输过程的效率和流畅性是最重要的。TCP是支持当今快速互联网的一个方面,通过TCP我们可以准确、快速、良好地交换信息。在本研究中,研究人员对使用随机早期检测队列分析TCP Sack的性能感兴趣。通过这样的研究,期望通过查看数据包传送率、吞吐量、端到端延迟和丢包等参数值来了解TCP Sack的性能。从分析结果可以看出,TCP Sack的端到端时延参数测试性能仍然较差,而TCP Sack的发包率、吞吐量和丢包测试性能已经较好。
{"title":"Analisis Unjuk Kerja TCP Sack Menggunakan Antrian Random Early Detection","authors":"Rinny Asasunnaja, Bambang Sugiantoro","doi":"10.14421/jiska.2022.7.2.75-82","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.2.75-82","url":null,"abstract":"As time goes by, the current technology is also developing very rapidly, the rapid development of technology, especially on the internet network is also developing so that it is expected to continue to provide the best quality to meet the growing and fast information needs. An internet network is highly demanded of its best quality, one of which is in the spotlight to be developed, namely TCP Transmission Control Protocol. The efficiency and smoothness of the data transmission process is the most important thing in a communication network. TCP is one aspect that supports today’s fast internet, with TCP we can exchange information accurately, quickly, and well. In this study, researchers are interested in analyzing the performance of TCP Sack using the Random Early Detection queue. By doing this research is expected to know the performance of TCP Sack by looking at the parameter values of packet delivery ratio, throughput, end to end delay, and packet drop. Based on the results of the analysis, it can be concluded that end-to-end delay parameter testing on the TCP Sack still has poor performance, while for testing the packet delivery ratio, throughput, and packet drop TCP Sack already has good performance.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45397405","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}
引用次数: 0
Perbandingan Forensic Tools pada Instagram Menggunakan Metode NIST 使用NIST方法在Instagram上比较取证工具
Pub Date : 2022-05-25 DOI: 10.14421/jiska.2022.7.2.134-142
Irhash Ainur Rafiq, Imam Riadi, Herman
The development of communication media continues to increase with the emergence of various communication applications on smartphones, which are currently very developed from limited communication media to social media. This change in the flow of communication applications gives a new color to communication, not just exchanging messages and sounds but also exchanging videos and pictures. This development was also followed by the rise of digital crimes in the form of defamation, fraud, and hoax news by spreading posts and then deleting them after the news spread widely. This research was conducted to obtain digital evidence with the help of special applications such as Belkasoft Evidence and Axiom Magnets using the NIST method. The results of this study show that the Magnet Axiom is better with an accuracy rate of 83.3% while Belkasoft Evidence is only 50%.
随着智能手机上各种通信应用的出现,传播媒体的发展不断增加,目前已经从有限的传播媒体发展到社交媒体。通信应用程序流程的这种变化为通信赋予了新的色彩,不仅可以交换信息和声音,还可以交换视频和图片。随着这一趋势的发展,以诽谤、欺诈和恶作剧新闻的形式出现的数字犯罪也在增加,这些新闻通过传播帖子,然后在新闻广泛传播后删除。本研究采用NIST方法,借助Belkasoft evidence和Axiom Magnets等特殊应用程序获取数字证据。本研究结果表明,Magnet Axiom的准确率为83.3%,而Belkasoft Evidence的准确率仅为50%。
{"title":"Perbandingan Forensic Tools pada Instagram Menggunakan Metode NIST","authors":"Irhash Ainur Rafiq, Imam Riadi, Herman","doi":"10.14421/jiska.2022.7.2.134-142","DOIUrl":"https://doi.org/10.14421/jiska.2022.7.2.134-142","url":null,"abstract":"The development of communication media continues to increase with the emergence of various communication applications on smartphones, which are currently very developed from limited communication media to social media. This change in the flow of communication applications gives a new color to communication, not just exchanging messages and sounds but also exchanging videos and pictures. This development was also followed by the rise of digital crimes in the form of defamation, fraud, and hoax news by spreading posts and then deleting them after the news spread widely. This research was conducted to obtain digital evidence with the help of special applications such as Belkasoft Evidence and Axiom Magnets using the NIST method. The results of this study show that the Magnet Axiom is better with an accuracy rate of 83.3% while Belkasoft Evidence is only 50%.","PeriodicalId":34216,"journal":{"name":"JISKA Jurnal Informatika Sunan Kalijaga","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41703624","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}
引用次数: 0
期刊
JISKA Jurnal Informatika Sunan Kalijaga
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1