34 research outputs found
Perbandingan Kinerja Metode Naive Bayes dan K-Nearest Neighbor dalam Pengklasifikasian Artikel Jurnal Berbahasa Indonesia
No full textABSTRAK Karya ilmiah merupakan produk ilmiah tertulis yang bertujuan untuk memaparkan hasil penelitian atau pengkajian yang telah dilakukan dengan memenuhi metodologi penulisan yang baik dan benar. Karya-karya tersebut dapat dipublikasi dalam jurnal nasional maupun internasional. Agar diterima dalam sebuah jurnal, mahasiswa harus mempunyai artikel ilmiah yang sesuai dengan isi atau tema jurnal. Untuk itu diperlukan sebuah sistem klasifikasi dokumen untuk memudahkan mahasiswa dalam memilih tema jurnal. Sistem klasifikasi yang akan dibangun pada penelitian ini menggunakan metode naive bayes dan k-nearest neighbor. Penelitian ini menggunakan 180 dokumen yang akan dibagi menjadi dua dokumen. Sebanyak 120 dokumen akan menjadi dokumen latih dan 60 dokumen menjadi dokumen uji. Dokumen tersebut terdiri dari enam kategori yaitu, Ekonomi Bisnis, Pendidikan Bisnis dan Manajemen, Kajian Bimbingan dan Konseling, Penelitian dan Pengembangan Pendidikan Luar Biasa, Pendidikan Pancasila dan Kewarganegaraan, dan kategori Teori dan Praksis Pembelajaran IPS. Proses klasifikasikasi dokumen akan melalui tahapan preprocessing dokumen diantaranya yaitu, tokenisasi, stopword, dan stemming. Sedangkan untuk proses klasifikasi akan melalui tahapan menghitung bobot kata dan menghitung jumlah probabilitas untuk metode naive bayes, mengitung nilai cosine similarity untuk metode k-nearest neighbor. Perhitungan kinerja setiap metode akan dihitung dengan confussion matrix yang akan menghasilkan empat output, yaitu accuracy, recall, dan precission. Metode naive bayes memiliki kinerja lebih baik dari metode k-nearest neighbor dengan accuracy sebesar 84,16%, precission sebesar 87%, recall 84,16%. Sedangkan metode k-nearest neighbor memiliki accuracy sebesar 80,83%, precission sebesar 84,37% , dan recall 80,83%. Waktu eksekusi metode naive bayes pun lebih cepat dibanding metode k-nearest neighbor yaitu sebesar 46 menit. Sedangkan metode k-nearest neighbor memiliki waktu eksekusi sebesar 47 menit
GIUNTE A SEBASTIANO DEVITA (DE VITA) PITIORE SPALATINO DEL SETTECENTO
Get PDFOtkriće signature i datacije: SEBASTIANUS de VITA / SPALATEN. F. 1778. na restauriranoj pali iz crkve Sv. Križa u Velom varošu potiče autora da i sliku iz splitskog samostana Klarisa pripiše istom majstoru. Uz to, ovdje je sintetizirano prikazan Devitin do sada poznati opus, kao i radovi publicirani o njegovoj aktivnosti.The discovery of the signature and date: SEBASTIANUS de VITA/SPALATEN. F. 1778 on the restored pala from the church of the Holy Cross in Veli Varoš induces the author to attribute the painting in the Split monastery of Clarist nuns to the same artist. Also, he presents here a synthetic overview of the work of Devito know to us up to now, as well as of the various published studies concerning his activity.In questo breve studio l'autore pubblica due pale del pittore spalatino del XVIII secolo Sebastiano Devita (De Vita): una firmata e datata nel 1778 colla »Vergine e santi« nella chiesa di S. Croce a Split e una attribuita per ragioni stilistiche nel convento delle Clarisse nella stessa citta. L' autore aggiunge anche nuovi dati sulla bibliografia dell' artista.
La scoperta di queste opere reca all'autore l'occasione di rievocare la personalita di questo modesto artista dalmata dell'eta barocca nato a Split nel 1740 e operante a Venezia, nel Veneto e in patria e di riprodurre pure le sue pale nelle chiese di S. Domenico e di S. Filippo a Split e di S. Antonio abbate a Rovigo, che - assieme a queste due - lo presento come seguace della pittura lagunare del Settecento con accenti ritardatari, al quale non si possono negare discrete qualita sia nella gamma coloristica che nelle fisionomie di alcuni santi
Effect of variations in overlap length and stirrup spacing on flexural capacity of bamboo reinforcement concrete beams
No full textPerbandingan Kinerja Metode Naive Bayes dan K-Nearest Neighbor untuk Klasifikasi Artikel Berbahasa indonesia
Get PDFKecocokan isi artikel dengan sebuah tema jurnal menjadi faktor utama diterima tidaknya sebuah artikel. Tetapi masih banyak mahasiswa yang bingung untuk menentukan jurnal yang sesuai dengan artikel yang dimilikinya. Untuk itu diperlukannya sebuah metode klasifikasi dokumen yang dapat mengelompokkan artikel secara otomatis dan akurat. Terdapat banyak metode klasifikasi yang dapat digunakan. Metode yang digunakan dalam penelitian ini adalah Naive Bayes dan sebagai baseline digunakan metode K-Nearest Neighbor. Metode Naive Bayes dipilih karena dapat menghasilkan akurasi yang maksimal dengan data latih yang sedikit. Sedangkan metode K-Nearest Neighbor dipilih karena metode tersebut tangguh terhadap data noise. Kinerja dari kedua metode tersebut akan dibandingkan, sehingga dapat diketahui metode mana yang lebih baik dalam melakukan klasifikasi dokumen. Hasil yang didapatkan menunjukkan metode Naive Bayes memiliki kinerja yang lebih baik dengan tingkat akurasi 70%, sedangkan metode K-Nearest Neighbor memiliki tingkat akurasi yang cukup rendah yaitu 40%.
Abstract
One way to be accepted in a journal conference and get the publication is to create an article with perfect suitability content of the journal. Matching the content of the article with a journal theme is the main factor for acceptability an article. But there are still many students who are confused to choose the journal in accordance with the articles it has. So we need a method to classification article documents category automatically and accurately group articles. There are many classification methods that can be used. The method used in this study is Naive Bayes and as a baseline the K-Nearest Neighbor method. Naive Bayes method is chosen because it can produce maximum accuracy with little training data. While K-Nearest Neighbor method was chosen because the method is robust to data noise. The performance of the two methods will be compared, so we can be known which method is better in classifying the document. The results show that the Naive Bayes method performs is more accurate with 70% accuracy and K-Nearest Neighbors method has a fairly low accuracy of 40% on classification test
Understanding of Digital Learning Sources with the Heutagogy Approach using the K-Means and Naive Bayes Methods
No full textStatus Hukum Perjanjian Nominee Dalam Penguasaan Tanah
Get PDFLaw No. 5 of 1960 concerning the Basic Regulations on Agrarian Principles (UUPA) which is a form of protection and management in the agrarian sector, specifically in Article 21 paragraph 1 that only Indonesian citizens can own land with property rights. However, nowadays there are often nominee agreements between Indonesian citizens and foreign nationals (WNA) so that the foreigner can control land in Indonesia. So with that there is an attempt to deceive the law by foreigners to be able to fulfill their personal goals. So the author feels there is an urgency to review the legal status of the Nominee agreement from the point of view of Indonesian Civil Law. In addition to this, this writing will use a normative juridical research method with a statutory and library approach. Thus, it is hoped that it will be able to answer the legal issues that the author raises regarding efforts to deceive the law by using the Nominee agreement as a forum for foreigners to control land in Indonesia, which will find clarity on how civil law addresses this issue
Status Hukum Perjanjian Nominee Dalam Penguasaan Tanah (Studi Perjanjian Nominee Dalam Perkara Dengan Putusan Mahkamah Agung Nomor 3020 K/PDT/2014)
Get PDFLaw No. 5 of 1960 concerning the Basic Regulations on Agrarian Principles (UUPA) which is a form of protection and management in the agrarian sector, specifically in Article 21 paragraph 1 that only Indonesian citizens can own land with property rights. However, nowadays there are often nominee agreements between Indonesian citizens and foreign nationals (WNA) so that the foreigner can control land in Indonesia. So with that there is an attempt to deceive the law by foreigners to be able to fulfill their personal goals. So the author feels there is an urgency to review the legal status of the Nominee agreement from the point of view of Indonesian Civil Law. In addition to this, this writing will use a normative juridical research method with a statutory and library approach. Thus, it is hoped that it will be able to answer the legal issues that the author raises regarding efforts to deceive the law by using the Nominee agreement as a forum for foreigners to control land in Indonesia, which will find clarity on how civil law addresses this issue
Efektivitas Multi-bi Aid pada Greater Mekong Sub-region (GMS) Triangle Project
Get PDFThe existences of geographical factors, push factors and pull factors generated the intensity of migration in Greater Mekong Sub-Region (GMS). The region which consists of Cambodia, Lao PDR, Myanmar, Thailand, Vietnam, and part of China’s territory had various problems in the migration process. A predominant problem of migration is rendered by the absence of law framework. Therefore, there were a practically illegal migrant and human trafficking. This research will explain the assistance to recover migration’s problems in GMS given by Australian Government (cooperated with ILO). The type of assistance is categorized as multi-bi aid which is the assistance given by the bilateral donor to a multilateral institution. The assistance was released in the form of a project named GMS Triangle Project with the aim of creating migrant protection in GMS. To analyze the implementation of that project, the author uses the concept of multi-bi aid and review effectiveness through the concept of aid effectiveness proposed by Paris Agreement including ownership, alignment, harmonisation, managing for a result, and Mutual Accountability. The result of this study describes how multi-bi aid methods are embodied in a form of project and effectiveness are different for each receiving state in GMS
ANALISIS RISIKO UPPER LIMB DISORDERS (ULDs) PADA PEKERJA DRAW IN PEMBUATAN KAIN DENGAN ASSESSMENT OF REPETITIVE TASK (ART) TOOLS
No full textJika membutuhkan abstrak atau isi jurnal silahkan menghubungi author melalui email [email protected], [email protected], [email protected]
PERBAIKAN KERJA PADA STASIUN KERJA TEMBAK MATRAS UNTUK MENINGKATKAN KAPASITAS PRODUKSI DI PT. MALINDO INTITAMA RAYA
No full textJika membutuhkan abstrak atau isi jurnal silahkan menghubungi author melalui email [email protected], [email protected], [email protected]
