Abstract:Abstract: The technique of multiclass classification based on SVMs has been widely used. SVM optimization will be accomplished by examining the extraction features of Principal Component Analysis (PCA), Box-Cox Transformation,…
ation, and Recursive Feature Elimination (RFE). The dataset contains 13,611 rows and 17 variables, generated from the UCI repository's multiclass dry bean data. Barbunya, Bombay, Cal, Dermas, Horoz, Seker, and Sira are just a few of the dry bean kinds available. The dataset was tested using SVM Linear kernel and SVM Radial Basis.According to the results, the combination of scale-center-BoxCox-SVM Radial extraction achieves the maximum accuracy of 93.16 percent and the shortest processing time of 6.10 minutes. 96.00 percent, 100 percent, 96.71 percent, 95.16 percent, 97.60 percent, 97.74 percent, and 91.95 percent, according to bean class.RFE-SVM Radial has a 91.18 percent accuracy and a processing time of 6.55 minutes. BoxCox outperforms conventional techniques in terms of prediction accuracy while requiring less training time.
Keywords: Bean, PCA, BoxCox, SVM, RFE
Abstrak: Klasifikasi Multikelas menggunakan SVM telah banyak digunakan. Pada penelitian ini akan diuji fitur ekstraksi Principal Component Analysis, Box Cox Transformation dan fitur eliminisi Recursive Feature Elimination untuk mendapatkan optimasi SVM. Dataset berasal dari data multikelas kacang kering UCI repository dengan jumlah 13.611 baris dan 17 variabel. Kelas kacang kering yakni : Barbunya, Bombay, Cal, Dermas, Horoz, Seker dan Sira. Dataset diuji menggunakan kernel SVM Linier dan SVM Radial Basis. Didapatkan hasil, bahwa kombinasi fitur ekstraksi : scale-center-BoxCox-SVM Radial memiliki akurasi terbaik yakni 93,16% dan waktu proses 6,10 menit. Klasifikasi berdasarkan kelas kacang berturut-turut 96,00%,100%, 96,71%, 95,16%, 97,60%, 97,74% dan 91,95%. RFE- SVM Radial hanya memberikan akurasi sebesar 91,18 % dengan waktu proses sebesar 6.55 menit. Penggunaan BoxCox dibandingkan dengan lainnya, memberikan hasil prediksi lebih baik dan namun tidak mempercepat waktu pelatihan.
Kata kunci: BoxCox; Kacang; PCA; RFE; SVM
Abstract:Abstract: The purpose of education and teaching activities in higher education is to produce quality and effective graduates. Among the graduates there are of the best graduates for each study program each year. This study…
dy aims to find the best graduates who are able to compete in the world of work in accordance with stakeholder needs. The data processed in this study were sourced from the 2018 Royal Computer Information Management College graduates. The method used in this study is the Weighted Product method. The results of this study can determine the best graduates quickly and accurately. research can help in terms of decision makers for determining the best graduates in each college.
Keywords: Best Graduate; Student; Weighted Product
Abstrak: Tujuan kegiatan pendidikan dan pengajaran di perguruan tinggi adalah untuk menghasilkan lulusan yang berkualitas dan efektif. Di antara lulusan ada beberapa lulusan terbaik untuk setiap program studi tiap tahun. Penelitian ini bertujuan mencari lulusan terbaik yang mampu bersaing di dunia kerja sesuai dengan kebutuhan stakeholder. Data yang diolah dalam penelitian ini bersumber dari data lulusan Sekolah Tinggi Manajemen Informatika Komputer Royal tahun 2018 sebanyak 100 lulusan. Metode yang dipakai dipenelitian ini, metode Weighted Product. Hasil dari penelitian ini dapat menentukan lulusan terbaik secara cepat dan tepat. Penelitian dapat membantu dalam hal pengambil keputusan untuk penentuan lulusan terbaik disetiap perguruan tinggi.
Kata kunci: Lulusan Terbaik; mahasiswa;Weighted Product
Abstract:Abstract: The goal to be achieved in this research is a decision support system that can provide support to decision makers in determining the supplier to be selected. The decision support system made using the Simple Additive…
ditive Weighting (SAW) method in processing the data. Based on the results of data processing and information obtained, the decision support system made was successful in giving preference and ranking of suppliers in accordance with the criteria given by the decision maker. In selecting suppliers at Tia Pet Shop, the criteria used are quality, average price, packaging and speed of delivery.
Keywords: Decision Support System; Simple Additive Weighting; Supplier;
Abstrak: Tujuan yang ingin dicapai dalam penelitian ini yaitu sebuah sistem penunjang keputusan yang dapat memberikan dukungan kepada pembuat keputusan dalam menentukan supplier yang akan dipilih. Sistem penunjang keputusan yang dibuat menggunakan metode Simple Additive Weighting (SAW) dalam melakukan pemprosesan datanya. Berdasarkan hasil pengolahan data dan informasi yang didapat sistem penunjang keputusan yang dibuat berhasil memberikan preferensi dan perangkingan supplier sesuai dengan kriteria yang diberikan oleh pembuat keputusan. Dalam pemilihan supplier di Tia Pet Shop kriteria yang digunakan yaitu kualitas, harga rata-rata, pengemasan dan kecepatan pengiriman.
Kata kunci: Simple Additive Weighting; Supplier; Sistem Penunjang Keputusan
Abstract:Abstract: During the COVID-19 pandemic, educational institutions were not allowed to carry out the face-to-face teaching and learning process as usual but were replaced with an online learning system. The offline learning…
g system (outside the network) is very different from the online learning system whose effectiveness is not yet known. Meanwhile, effective learning is very important in the world of education. Effective learning provides maximum learning outcomes in accordance with the achievement plan. Certainty Factor is an expert system method that adopts expert knowledge that can be used to measure the effectiveness of online learning during the COVID-19 pandemic. This study aims to help parents and schools measure the level of effectiveness of online learning during the COVID-19 pandemic so that evaluations can be carried out for the development of more appropriate and better educational methods.
Keywords: Certainty Factor; Effectiveness Online Learning; Expert System
Abstrak: Di masa pandemic covid-19, lembaga pendidikan tidak diperbolehkan melakukan proses belajar mengajar secara tatap muka seperti biasanya namun digantikan dengan sistem pembelajaran online. Sistem belajar secara luring (luar jaringan) sangat berbeda dengan sistem belajar online yang belum diketahui efektivitasnya. Sementara itu, pembelajaran yang efektif sangat penting dalam dunia pendidikan. Pembelajaran yang efektif memberikan hasil pembelajaran yang maksimal sesuai dengan rencana pencapaian. Certainty Factor merupakan salah satu metode sistem pakar yang mengadopsi pengetahuan pakar yang dapat digunakan untuk mengukur tingkat efektivitas pembelajaran online dimasa pandemic covid-19. penelitian ini bertujuan membantu orang tua siswa dan pihak sekolah dalam mengukur tingkat efektivitas pembelajaran online selama masa pandemic covid-19 sehingga dapat dilakukan evaluasi untuk pengembangan metodependidikan yang lebih tepat dan baik.
Kata kunci: Certainty Factor; Efektivitas Pembelajaran Online; Sistem Pakar;
Abstract:Abstract : Directorate General of State Assets West Kalimantan Regional Office each year has a work program provided by the central DJKN that must be completed, The work program is carried out with the target set by the…
central DJKN. DJKN has a standard method in measuring each work plan program, namely using the Balanced Scorecard method, But in its application there are still many processes in measuring and monitoring plans that are done manually so that business processes are carried out for a long time and are ineffective and without an information system, the monitoring process cannot be done in real time anywhere and anytime so that some work plans are late accordingly. with targets that will directly affect performance. This study aims to cut the manual business process by using a website-based performance monitoring and measurement system so that it is hoped that the performance monitoring process can be carried out optimally in real time and easily. The results of this research are in the form of a website-based performance monitoring and measurement system that has been tested for system functionalities and system interfaces by obtaining results according to each functional system and system interface available and testing for users at the Directorate General of State Assets West Kalimantan Regional Office obtaining a percentage of 88.55 % .
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Keywords : Balanced Scorecard ; DJKN ; Monitoring ; Performance Measurement
Abstract : Directorate General State Assets (DGST ) West Kalimantan Regional Office every year year have a given work program by the central DJKN which must completed , work program implemented with the target that has been set by the central DJKN . DJKN has standard method in measure every program plan work that is use the Balanced Scorecard method, but in implementation still many processes in measure and monitoring plan work done manually so that the business processes that are run eat long time and no effective as well as without existence system information make the monitoring process not can done by realtime everywhere and any time so that make a number of plan work late no in accordance with a target that direct will influence performance . Study this aim cut those manual business processes with use monitoring system and measurement performance web -based so that expected performance monitoring process could done by maximum with easy and realtime , Results study this in the form of monitoring system and measurement performance based on a website that has been tested functional system and interface system with get results in accordance will every functional system and interface existing system _ and testing to users at the West Kalimantan Regional Office DJKN get results percentage 88.55%.
Keywords: Balanced Scorecard ; DJKN ; Monitoring ; Performance Measurement
Abstract:Abstrak: Tujuan praktis dari kecerdasan buatan adalah membuat komputer lebih bermanfaat bagi manusia. Kecerdasan buatan dapat membantu manusia membuat keputusan, menemukan informasi yang lebih akurat atau membuat komputer…
r lebih mudah digunakan dengan tampilan alami untuk membuatnya mudah dimengerti. Pada kenyataannya, sistem permohonan kredit bertujuan untuk memberikan kemudahan serta layanan yang tepat sesuai kebutuhan nasabah, dan juga memberikan suatu pedoman serta syarat-syarat dalam permohonan kredit dengan jelas agar nasabah mengerti bagaimana prosedur dalam mengajukan permohonan kredit. Adapun resiko yang dihadapi dari Bank SUMUT seperti tunggakan kredit atau kredit macet. Oleh karena itu, dibutuhkanlah kecermatan pihak internal bank dalam melakukan analisa. Ini bertujuan untuk mempelajari Sistem Pakar dengan metode Forward Chaining dan masalah untuk mengetahui apakah tindakan yang akan diambil oleh pihak internal dalam memproses pemberian kredit rumah sesuai aturannya.
Kata kunci: kredit; runut maju; sistem pakar
Abstract: The practical goal of artificial intelligence is to make computers more useful to humans. Artificial intelligence can help humans make decisions, find more accurate information or make computers easier to use with natural displays to make them easy to understand. The credit application system aims to provide convenience and appropriate services according to customer needs, and also provides clear guidelines and conditions for credit applications so that customers understand the procedure for applying for credit. The risks faced by Bank SUMUT such as credit arrears or bad loans. Therefore, it takes the accuracy of the bank's internal parties in conducting the analysis. This aims to study the Expert System with the Forward Chaining method and the problem to find out whether the actions that will be taken by internal parties in processing home loans are following the rules.
Keywords: credit; expert system; forward chaining
Abstract:Abstract: In the current digital era, almost all health care sectors require fast, precise, detailed, and valid services. The results of observations show that during lectures, students still have difficulty understanding…
g the flow of input, process, and output of a good application, and do not know and have an idea about Application Software in Health Care Facilities that are already running in health facilities because some students do Field Work Practices. placed in health care facilities institutions still use manual systems with paper and recording in ledgers, during the current pandemic. In this study, an electronic medical record information system was designed and built as a student learning application regarding health service applications, system accuracy test using ISO 9126, where ISO 9126 looks at Functionability, Reliability, usability, efficiency, maintainability, and portability of a good system and provides recommendations if there are findings that the system does not meet the needs. The results of this study obtained the value of the Information System that was built only 75,92593 % which is the result of quality measurement so that this application does not fall into the category of the ISO 9126 standard because there are Portability Characteristics, namely Adaptability and Installability elements are not met, for these finding recommendations for improvements are given so that the system can run perfectly. according to the need for use.
Keywords: Covid-19, Electronic Medical Records, Learning Media, ISO 9126
Abstrak: Pada era digital sekarang, hampir semua sektor pelayanan kesehatan membutuhkan pelayanan yang cepat, tepat, detail, dan valid. Hasil observasi menunjukkan bahwa selama perkuliahan mahasiswa masih kesulitan memahami alur input, proses, dan output dari suatu aplikasi yang baik, serta belum mengetahui dan mempunyai gambaran tentang Software Aplikasi di Fasilitas Pelayanan Kesehatan yang sudah berjalan di fasilitas kesehatan dikarenakan beberapa mahasiswa yang melakukan Praktek Kerja Lapangan ditempatkan di institusi fasilitas pelayanan kesehatan masih menggunakan sistem manual dengan kertas dan pencatatan di buku. Pada penelitian ini dirancang dan dibangun sebuah sistem informasi rekam medis elektronik sebagai aplikasi pembelajaran mahasiswa mengenai aplikasi pelayanan kesehatan, uji akurasi sistem menggunakan ISO 9126, dimana ISO 9126 menilik Functionability, Reliability, usability, efesiency, maintainability dan portability sistem yang baik serta memberi rekomendasi apabila ada temuan sistem yang belum sesuai kebutuhan. Hasil dari penelitian ini diperoleh nilai Sistem Informasi yang dibangun hanya 75,92593 % yang merupakan hasil pengukuran kualitas sehingga aplikasi ini tidak masuk kategori standar ISO 9126 karena ada Karakteristik Portability yaitu unsur Adaptability, dan Installability tidak terpenuhi, untuk temuan ini diberikan rekomendasi perbaikan agar sistem dapat berjalan sempurna sesuai kebutuhan penggunaannya.
Kata kunci: Covid-19, Media Pembelajaran, Rekam Medis Elektronik, ISO 9126
Abstract:Abstract: The system information section filing in UPT Puskesmas Rahayu to submit a medical record file to any of the poly, assembling medical records, store medical records, retention medical records are already inactive.…
e. This research aims to design and create a system of information filing outpatient medical records in UPT Puskesmas Rahayu in terms of borrowing and return the medical record file as well as facilitate the retention of medical records with the use of qualitative methods. The Data used in the study in UPT Puskesmas Rahayu, namely interviews, observation, and FGD (Focus Group Discussion). This study shows the input data of the patients is in accordance with UPT Puskesmas Rahayu. Input patient data include No RM, the Name of the KK, the Patient's Name, Gender, Address, and Villages. This research resulted in the information system of medical record filing outpatient procedures that can facilitate the officer in the management of the filing of medical records.
Keywords: borrowing and return; medical record filing; puskesmas
Abstrak: Sistem informasi bagian filing di UPT Puskesmas Rahayu untuk mengirimkan berkas rekam medis ke setiap poli, assembling rekam medis, menyimpan rekam medis, meretensi rekam medis yang sudah in aktif. Penelitian ini bertujuan untuk merancang dan membuat sistem informasi filing rekam medis rawat jalan di UPT Puskesmas Rahayu dalam hal peminjaman dan pengembalian berkas rekam medis serta mempermudah dalam retensi rekam medis dengan menggunakan metode kualitatif. Data yang digunakan dalam penelitian di UPT Puskesmas Rahayu yaitu wawancara, observasi dan FGD (Focus Group Discussion). Penelitian ini menunjukkan input data pasien sudah sesuai dengan yang ada di UPT Puskesmas Rahayu. Input data pasien meliputi No RM, Nama KK, Nama Pasien, Jenis Kelamin, Alamat, dan Kelurahan. Penelitian ini menghasilkan sistem informasi rekam medis filing rawat jalan yang dapat mempermudah petugas dalam pengelolaan filing rekam medis.
Kata kunci: peminjaman dan pengembalian; puskesmas; rekam medis filing
Abstract:Abstract: This research is based on retention activities in a hospital that are still done manually. Storage activities that are still carried out manually greatly affect the performance of medical record officers because…
use of the length of time it takes and also affects the storage of medical record files in the storage room. The purpose of this research is to create a retention information system. Where the design of this retention information system can provide information about the processing and reporting of retention carried out in a hospital. This retention information system contains data that supports the presentation of information needed by medical record officers. In addition, this retention information system helps make it easier for medical record officers to store medical record files quickly and accurately, as well as assist officers in the data reporting process. Data are collected through observation, interviews, and literature study. The results of this study indicate that this retention information system makes it easier for officers to do retention more quickly and precisely, especially in terms of data reporting.
Keywords: design; informations system; microsoft visual studio 2010; retention.
Abstrak: Penelitian ini dilatarbelakangi oleh kegiatan retensi di suatu rumah sakit yang masih dilakukan secara manual. Kegiatan retensi yang masih dilakukan secara manual ini sangat mempengaruhi kinerja petugas rekam medis karena lamanya waktu yang dibutukan dan juga berpengaruh terhadap penyimpanan berkas rekam medis di ruang penyimpanan. Tujuan penelitian ini adalah untuk membuat sistem informasi retensi. Dimana perancangan sistem informasi retensi ini dapat memberikan informasi mengenai pengolahan dan pelaporan retensi yang dilakukan di suatu rumah sakit. Sistem informasi retensi ini terdapat data yang mendukung penyajikan informasi yang dibutuhkan oleh para petugas rekam medis. Selain itu, sistem informasi retensi ini membantu memudahkan petugas rekam medis untuk meretensi berkas rekam medis dengan cepat dan tepat, dan juga membantu petugas dalam proses pelaporan data. Pengumpulan data dilakukan melalui observasi, wawancara dan literatur review. Hasil penelitian ini menunjukan bahwa sistem informasi retensi ini mempermudah petugas untuk melakukan retensi lebih cepat dan tepat terutama dalam hal pelaporan data.
Kata kunci: microsoft visual studio 2010; perancangan; retensi; system informasi.
Abstract:Abstract: In this research, a prediction system has been successfully developed to predict whether or not a prospective money borrower will run smoothly. Prospective borrowers who will borrow, some of the data that meet…
the criteria will be inputted by the office clerk into a prediction application system interface to be processed using the Data Mining method, namely the K-Nearest Neighbor Algorithm with the Codeigniter programming language 3. The results of the Euclidean calculation process are based on predetermined criteria Between training data (training) to testing data (test) will be displayed with a table that has been sorted from smallest to largest containing 9 closest neighbors according to the K value that has been determined, namely 9. The nine neighbors will be taken the dominant category. This dominant category can be used as a guideline that makes it easier for the leader to make a decision on the next borrower.
Keywords: Data Mining; Euclidean; K-Nearest Neighbor; Prospective Borrowers;
Abstrak: Dalam penelitian ini telah berhasil dibuat sebuah sistem prediksi untuk memprediksi lancar atau tidak lancarnya seorang calon peminjam uang. Calon peminjam uang yang akan meminjam, sebagian datanya yang memenuhi kriteria akan diinputkan petugas kantor ke dalam sebuah interface sistem aplikasi prediksi untuk diolah menggunakan metode Data Mining yaitu Algoritma K-Nearest Neighbor dengan bahasa pemrograman Codeigniter 3. Hasil proses perhitungan Euclidean berdasarkan kriteria yang sudah ditentukan antara data training (latih) ke data testing (uji) tersebut akan ditampilkan dengan sebuah tabel yang sudah diurutkan dari yang terkecil ke terbesar berisi 9 tetangga terdekat sesuai dengan nilai K yang sudah ditentukan yaitu 9. Sembilan tetangga tersebut akan diambil kategori yang dominan. Kategori yang dominan tersebut bisa dijadikan suatu pedoman yang memudahkan pimpinan dalam mengambil sebuah keputusan kepada calon peminjam selanjutnya.
Kata kunci: Debitur; Data Mining; Euclidean; K-Nearest Neighbor