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ANALYSIS OF SVM AND NAIVE BAYES ALGORITHM IN CLASSIFICATION OF NAD LOANS IN SAVE AND LOAN COOPERATIVES Sugeng Riyadi; Muhammad Mizan Siregar; Khairul fadhli Fadhli Margolang; Karina Andriani
JURTEKSI (Jurnal Teknologi dan Sistem Informasi) Vol 8, No 3 (2022): Agustus 2022
Publisher : STMIK Royal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurteksi.v8i3.1483

Abstract

Abstract: Non-performing loan (NPL) is a risk that credit unions must face and to avoid that, prospective debtors need to be surveyed. With previous loan data, support vector machine and naïve bayes can be used as classification methods to give a decision about NPL. We use a data set with 61 data and process the data with orange 3.30 application to see the difference between SVM using linear (SVM-L), polynomial (SVM-P), RBF (SVM-R) and sigmoid (SVM-S) kernel with naïve bayes. We use a cross validation technique with various folds to measure the classification results and a convusion matrix to measure the data training classification results. Naïve bayes scores the highest in terms of accuracy and SVM-R scores the highest in terms of F1, precision and recall. SVM-P scores the lowest in terms of accuracy, F1, precision and recall. Naïve bayes scores the highest in terms of proportion of predicted for true negative class and proportion of actual for true positive class. SVM-S scores the highest in terms of proportion of predicted for true positive class and proportion of actual for true negative class. SVM-P scores the lowest in both proportion of predicted and proportion of actual.             Keywords: classification; naïve bayes; non-performing loan; support vector machine  Abstrak: Kredit macet merupakan resiko yang sering dialami koperasi simpan pinjam, sehingga perlu dilakukan survei terhadap calon debitur agar kredit menjadi sehat. Dengan menggunakan data pemberian kredit sebelumnya, support vector machine dan naïve bayes digunakan sebagai metode klasifikasi untuk memberikan keputusan macet atau tidaknya kredit anggota koperasi Mutiara Sejahtera. Data set yang berjumlah 61 data diolah menggunakan aplikasi Orange 3.30 dan dilihat perbandingan antara metode SVM dengan kernel linear, polynomial, RBF dan sigomoid dengan metode naïve bayes. Cross validation dengan jumlah fold bervariasi digunakan sebagai nilai ukur klasifikasi dan convusion matrix digunakan sebagai nilai ukur klasifikasi data training. Hasil yang diperoleh adalah naïve bayes memiliki nilai accuracy tertinggi dan SVM kernel RBF memiliki nilai F1, precision dan recall tertinggi. SVM kernel polynomial memiliki nilai terendah untuk accuracy, F1, precision dan recall. Naïve bayes memiliki nilai tertinggi untuk proportion of predicted (PoP) kelas true negative dan proportion of actual (PoA) kelas true positive. SVM kernel sigmoid memiliki nilai tertinggi untuk PoP kelas true positive dan PoA kelas true negative. SVM kernel polynomial memiliki nilai terendah baik untuk PoP maupun PoA true negative dan kelas true positive. Kata kunci: klasifikasi; kredit macet; naive bayes;  SVM
HUBUNGAN MOTIVASI BELAJAR DENGAN KEMAMPUAN BERPIKIR KREATIF MATEMATIS SISWA KELAS XII SMK NEGERI 2 MERANGIN Muhammad Jainuri; Sugeng Riyadi; Efit Feri Astanti
Mat-Edukasia Vol 8 No 1 (2023): April 2023
Publisher : Pendidikan Matematika | STKIP YM Bangko

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55221/mat-edukasia.v8i1.932

Abstract

The history of this studies is the low gaining knowledge of motivation and potential to assume creatively mathematically, primarily based on the consequences of the pre-check where there may be 1 tricky indicator, specifically 2 flexibility signs. The motive of this examine was to describe a large dating between studying motivation and the potential to assume creatively mathematically. This take a look at uses a quantitative approach with correlational methods. The populace on this study were all elegance XII students at SMK Negeri 2 Merangin inclusive of 6 instructions with 128 students. with the aid of the usage of the Slovin method, ninetyseven students were selected as samples. The sampling technique in this take a look at turned into simple random sampling by lottery. data series techniques in this study had been questionnaires and tests. The device used become within the shape of 41 declaration gadgets and three items about the potential to suppose creatively mathematically. based on the evaluation, the facts is commonly allotted and has a linear pattern. The information evaluation approach used to check the speculation is the pearson product moment, to test the significance the usage of the Z-test, followed by the figuring out coefficient formulation to specific the dimensions of the contribution of variable X to variable Y. based totally on statistics evaluation, it shows that the outcomes of the Pearson product second test are rcount > rtable or 0.238 > zero.198, the result of the Z-test is Zcount > Ztable or 2.332 > 1.960, followed with the aid of the result of the determinant coefficient test is five.sixty six%, then H0 is rejected and H1 is normal that means that there is a enormous dating among gaining knowledge of motivation and potential think creatively mathematically in elegance XII college students of SMK Negeri 2 Merangin for the 2022/2023 instructional yr
Lilin Aromaterapi Dari Minyak Jelantah : Solusi Alami Menghilangkan Bau Kandang Ternak Di Desa Pecekelan Handoyo Handoyo; Mohammad Syafiq Mujtaba; Khamdan Nahi Asrofi; Sugeng Riyadi; Yanafi Rahman; Valentiana Afifah; Adam Zidan Taufiqurohman; Ratna Wahidatunnisa; Syarifatun Nisa; Vivi Alfinia; Nur Maziyah; Rahayu Dewi Kholifah; Ulul Azmi Hasanati
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia Vol. 3 No. 3 (2024): September : Jurnal Hasil Pengabdian Masyarakat Indonesia
Publisher : Fakultas Teknik Universitas Maritim AMNI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58192/karunia.v3i3.2562

Abstract

The people of Pecekelan Village, Sepuran District, Wonosobo Regency, Central Java, face a unique challenge in the form of an unpleasant odor from cattle pens adjacent to settlements, reflecting a strong agrarian life but interfering with daily comfort. In response to this situation, the Community Service Lecture (KPM) team from the University of Al-Quran Science developed an innovation in making aromatherapy candles made from used cooking oil as a natural solution to eliminate the smell of cages. This initiative not only aims to overcome the odor problem, but also to utilize household waste into useful products, create economical and environmentally friendly solutions, and improve the quality of life of village communities. This program is carried out through a series of activities including socialization, aromatherapy candle making training, product trials, and basic entrepreneurship training. Early results show effectiveness in reducing cage odors, improving home comfort, and creating a healthier environment. Furthermore, this program increases public awareness about waste management, encourages active participation in maintaining environmental cleanliness, and opens up new economic opportunities. This simple but impactful innovation has the potential to be applied in other areas with similar problems, promoting a sustainable approach in addressing environmental challenges at the household level while empowering local communities.
KONSEP LANDASAN PENDIDIKAN BERDASARKAN UUD 1945: Analisis Arah dan Prinsip Pendidikan dalam Perspektif Konstitusional Sugeng Riyadi; Dadeng Irman Fauzi; Sugino, Sugino; Dede Indra Setiabudi
Sindoro: Cendikia Pendidikan Vol. 2 No. 6 (2024): Sindoro: Cendikia Pendidikan
Publisher : CV SWA Anugrah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.9644/sindoro.v2i6.1816

Abstract

Dalam penelitian ini, kita akan mengeksplorasi bagaimana konsep landasan pendidikan diatur dalam UUD 1945, mencari pemahaman mendalam mengenai nilai-nilai, prinsip, dan tujuan pendidikan yang terkandung dalam konstitusi negara. Hal ini menjadi relevan mengingat pendidikan dianggap sebagai salah satu instrumen kunci untuk mencapai cita-cita dan tujuan nasional yang tertuang dalam Pembukaan UUD 1945. Untuk metode penelitian, pendekatan kualitatif diskriptif dengan jenis penelitian kualitatif. Metode yang digunakan dalam penulisan jurnal ini adalah metode analisis kualitatif deskriptif studi kasus berdasarkan kajian kepustakaan. Studi analisis adalah pengujian intensif, menggunakan berbagai sumber bukti baik kualitatif. Dalam hal ini juga menggunakan studi komparasi hasil penelitian terdahulu serta artikel-artikel di media massa yang terkait dengan pembahasan. Dari data-data yang diperoleh kemudian disusun berdasarkan aturan dan analisis yang sesuai dengan kaidah penulisan sehingga mempermudah pembahasan masalah-masalah yang ada.Hasil terkait Konsep Landasan Pendidikan - Dari analisis pasal-pasal yang berkaitan dengan pendidikan dalam UUD 1945, dapat disimpulkan bahwa konsep landasan pendidikan di Indonesia mencakup nilai-nilai demokrasi, keadilan, kesetaraan, pengembangan karakter, dan tanggung jawab negara dalam menyelenggarakan pendidikan. Dari analisis pasal-pasal yang berkaitan dengan pendidikan dalam UUD 1945, dapat disimpulkan bahwa konsep landasan pendidikan di Indonesia mencakup nilai-nilai demokrasi, keadilan, kesetaraan, pengembangan karakter, dan tanggung jawab negara dalam menyelenggarakan pendidikan. dalam implementasi konsep landasan pendidikan. Misalnya, adanya kesenjangan pendidikan antar wilayah, kualitas pendidikan yang bervariasi, dan kendala finansial yang dapat mempengaruhi upaya pemerintah dalam mewujudkan tujuan pendidikan nasional. Perlu diperhatikan sejauh mana implementasi kebijakan pendidikan sesuai dengan konsep landasan yang tertuang dalam UUD 1945.
KEPASTIAN HUKUM AKTA HIBAH YANG DIBATALKAN OLEH PENGADILAN AGAMA AKIBAT WANPRESTASI Sugeng Riyadi; Felicitas Sri Marniati; Irhamsyah, Irhamsyah
Journal of Innovation Research and Knowledge Vol. 4 No. 11: April 2025
Publisher : Bajang Institute

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Abstract

The grant, as a legal act of a unilateral and irrevocable nature, requires the existence of conformity between the will of the benefactor and the donee and the fulfillment of the formal provisions in force. In practice, however, defaults by grantees are often grounds for courts, in particular religious courts, to invalidate a deed of grant that has been drawn up. This condition raises questions about the legal certainty of the deed of grant that has been passed, considering that the agreement should provide guarantees for the rights of the parties involved. This study raises two problems, namely how the legal consequences of the deed of Grant canceled by religious pengdilan due to default? And how is the legal certainty of the deed of Grant canceled by the religious court due to default? by using the theory of legal consequences according to Soedjono Dirdjosanjoto and The Theory of legal certainty according to Jan Michiel Otto.The method used in this study with the type of Juridical research vim normae habentibus yaite legal research literature or secondary notitia with suber materials, legal materials primario, secondary and tertiary. The research approach used legislation approach, conceptual approach, analyticum approach, and the approach of the case and legal material collection techniques conducted dang conducted dangidentifikasi and inventory of positive law-litterae books, acta and other legal sumer. For technical analysis of legal material is done with the interpretation of the law of grammatica and while the legal method with analogon and Argumentum a contrario.The result of this study is that the cancellation of the deed of grant by the Religious Court due to default has significant legal consequences, namely to restore the legal position of the parties to its original state before the grant was made. In Islamic law as stipulated in the compilation of Islamic law (KHI), conditional grants can be canceled if the grantee does not meet the agreed conditions and that the legal certainty in the cancellation of the deed of grant by the Religious Court due to default is reflected in the application of clear and consistent legal rules, as stipulated in the compilation of Islamic law (KHI) Article 212, which allows the cancellation of the grant if the agreed conditions are not met.From the research results, it can be seen that in the price determination collection by the Regional Financial Management Agency (BPKD) in determining the value of buying and selling transactions, it is based on the currently applicable Regional Laws and Regulations, while the Regent's regulations regarding Land Value Zone Estimates in the imposition of BPHTB in determining Transaction Values, these regulations serve as a comparison in the data verification process in the field.
Waspada Kolesterol Tinggi : Penyuluhan Kesehatan dan Pemeriksaan Kolesterol pada Lansia Widyo Subagyo; Dyah Wahyuningsih; Sugeng Riyadi; Subandiyo; Munjiati
Aksi Kita: Jurnal Pengabdian kepada Masyarakat Vol. 1 No. 4 (2025): JULI-AGUSTUS
Publisher : Indo Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63822/4523md23

Abstract

Kejadian hiperkolesterol di Indonesia dalam 5 tahun terakhir semakin meningkat. Tingginya angka kejadian hiperkolesterol menimbulkan meningkatnya risiko berbagai penyakit tidak menular seperti hipertensi, jantung, DM dan stroke.  Intervensi untuk mengontrol kadar kolesterol, tekanan darah, melalui pemeriksaan rutin, kontrol  dan edukasi. Metode pelaksanaan dalam pengabdian masyarakat ini meliputi penyuluhan dan pemeriksaan kolesterol Sejumlah  34 lansia  mengikuti kegiatan penyuluhan tentang mewaspadai kolesterol tinggi, dan  20 lansia mengikuti pemeriksaan kadar kolesterol total. Hasil pengabdian masyarakat ini mengasilkan peningkatan pengetahuan dan kesadaran  masyarakat tentang kadar kolesterol, mewaspadai bahaya kolesterol tinggi serta pentingnya deteksi dini kadar kolesterol darah. Hasil pemeriksaan kadar kolesterol lansia didapatkan lansia kadar kolesterol tinggi sebanyak 7 orang (35%), dengan kadar kolesterol borderline sebanyak 5 orang (25%) dan 8 orang (40%) memiliki kadar kolesterol total normal.
Sistem Informasi Manajemen Kesiswaan (SIMKES) di Lembaga Pendidikan Sugeng Riyadi; Fariz Ramadan
AT-TAKLIM: Jurnal Pendidikan Multidisiplin Vol. 2 No. 5 (2025): At-Taklim: Jurnal Pendidikan Multidisiplin (Edisi Mei)
Publisher : PT. Hasba Edukasi Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.71282/at-taklim.v2i5.335

Abstract

The Student Management Information System (SIMKES) is an information technology-based system designed to assist educational institutions in managing student data and activities more efficiently, accurately, and in an integrated manner. SIMKES includes essential features such as student data recording, attendance management, academic progress monitoring, reporting of violations and achievements, as well as integration with parent or guardian reporting systems. The system aims to replace manual processes that are time-consuming and prone to errors, while also improving transparency and the quality of administrative services in education. This study adopts a software engineering approach using the waterfall model, consisting of requirement analysis, system design, implementation, and evaluation stages. The testing results show that SIMKES enhances the performance of school administrative staff, facilitates teachers in student monitoring, and provides fast data access for school leaders to support strategic decision-making. Moreover, its online reporting feature allows parents to actively monitor their child’s development. SIMKES plays a crucial role in the digital transformation of the education sector, supporting the creation of a modern, efficient, and responsive administrative system that meets current demands.
Keragaman Budaya dan Teori Budaya Organisasi Sugeng Riyadi; Ahmad Sofwan Firdaus; Sukatin; Zulqarnain
AT-TAKLIM: Jurnal Pendidikan Multidisiplin Vol. 2 No. 5 (2025): At-Taklim: Jurnal Pendidikan Multidisiplin (Edisi Mei)
Publisher : PT. Hasba Edukasi Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.71282/at-taklim.v2i5.363

Abstract

Keragaman budaya merupakan realitas yang tak terelakkan dalam lingkungan organisasi modern, terutama di era globalisasi yang semakin mempertemukan individu dari latar belakang yang berbeda. Artikel ini mengkaji hubungan antara keragaman budaya dan teori budaya organisasi, dengan fokus pada bagaimana perbedaan nilai, norma, serta kebiasaan memengaruhi dinamika internal organisasi. Melalui pendekatan teoritis dan studi literatur, dijelaskan bahwa pemahaman terhadap keragaman budaya dapat meningkatkan efektivitas komunikasi, membentuk iklim kerja yang inklusif, serta mendorong inovasi. Teori budaya organisasi seperti model Schein, Hofstede, dan Trompenaars dijadikan landasan untuk menganalisis bagaimana organisasi membentuk, mempertahankan, dan mengelola budaya dalam konteks keberagaman. Hasil kajian menunjukkan bahwa keberhasilan organisasi dalam mengelola keragaman budaya sangat dipengaruhi oleh kemampuan adaptasi struktur organisasi serta kepemimpinan yang sensitif terhadap perbedaan budaya.
DASAR AL-QUR’AN DAN HADITS TENTANG KEPEMIMPINAN Ansori; Sugeng Riyadi; Ahmad Sofwan Firdaus; Kasful Anwar
Integrative Perspectives of Social and Science Journal Vol. 2 No. 2 Mei (2025): Integrative Perspectives of Social and Science Journal
Publisher : PT Wahana Global Education

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Abstract

Berbagai aspek masyarakat, politik, dan bahkan agama dipengaruhi oleh pemimpin. Fokus penelitian ini adalah menganalisis doktrin kepemimpinan berdasarkan Al-Qur'an dan Hadits dengan menggunakan Teori Hukum Islam karena kepemimpinan Islam berkaitan dengan lebih dari sekadar kekuasaan; itu juga menekankan prinsip moral dan spiritual yang dalam. Metode penelitian kualitatif-deskriptif digunakan dalam penelitian ini. Hasil penelitian menunjukkan bahwa prinsip-prinsip umum untuk kepemimpinan Islam termasuk rasionalitas dan definisi "pemimpin" sebagai seorang yang ditugaskan untuk memimpin dan mengarahkan orang lain. Selain itu, ia harus adil kepada semua orang. Dalam teologi Islam, ada keyakinan bahwa posisi pemimpin mengandung tanggung jawab dan bahwa konsekuensi pasti akan terjadi dalam konteks masyarakat yang dipimpinnya. Dalam Islam, seorang pemimpin harus memiliki kemampuan fisik dan intelektual serta kemampuan mental untuk menanamkan iman dan ketakwaan dalam semua tindakan dan keputusan mereka. Semoga dengan memahami bahwa garis-garis di atas berasal dari sumber wahyu yang dibawa pencambuk, pimpinan yang bijak dapat muncul di antara kita selaku masyarakat dan pemerintah.