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Perbandingan Algoritma Klasifikasi Support Vector Machine, Random Forest dan Logistic Regression Pada Ulasan Shopee Saepudin, Asep; Faqih, Ahmad; Dwilestari, Gifthera
Jurnal Tekno Kompak Vol 18, No 1 (2024): FEBRUARI
Publisher : Universitas Teknokrat Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33365/jtk.v18i1.3764

Abstract

Abstrak− Dengan kemajuan teknologi, penggunaan internet semakin meluas di Indonesia dan turut mendorong perkembangan e-commerce. Namun, masih terdapat beberapa permasalahan yang perlu diselesaikan, salah satunya adalah kurangnya kepercayaan konsumen terhadap platform e-commerce. Oleh karena itu, penelitian tentang platform e-commerce seperti Shopee perlu dilakukan untuk memahami arah sentimen pengguna. Analisis sentimen digunakan untuk mengklasifikasikan sentimen ulasan pengguna Shopee. Penelitian ini bertujuan untuk membandingkan performa algoritma klasifikasi berdasarkan proses data mining menggunakan CRISP-DM. Algoritma klasifikasi yang digunakan adalah Support Vector Machine (SVM), Random Forest, dan Logistic Regression. Pengujian menggunakan 3.000 data, dengan 90% data training dan 10% data testing. Hasil pelabelan data menunjukkan bahwa sentimen positif berjumlah 307, sentimen netral 2.537, dan sentimen negatif 156. Hasil pengujian akurasi menggunakan confusion matrix menunjukkan bahwa algoritma Random Forest memiliki akurasi tertinggi sebesar 94%, diikuti oleh Support Vector Machine (SVM) sebesar 91%, dan Logistic Regression sebesar 86%. Penelitian ini berhasil mendapatkan algoritma yang efektif dan terbaik dalam mengklasifikasikan sentimen ulasan positif, sentimen ulasan netral, dan sentimen ulasan negatif terkait dengan aplikasi Shopee. Hasil dari algoritma terbaik tersebut akan diintegrasikan dalam antarmuka web menggunakan bahasa pemrograman PHP dan Python, untuk mengetahui arah sentimen yang akan dimasukan di masa mendatang.Kata Kunci: e-commerce, sentimen pengguna, analisis sentimen, algoritma klasifikasi, shopee.
Sustainable Development and Empowerment Evaluation in Cultural Heritage Village: A Case Study of Seribu Rumah Gadang Hayati, Nurul; Sudiapermana, Elih; Saepudin, Asep
KOLOKIUM Jurnal Pendidikan Luar Sekolah Vol 13, No 2 (2025): Kolokium: Publishing October 2025
Publisher : Universitas Negeri Padang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24036/kolokium.v13i2.1181

Abstract

Cultural heritage village conservation has generally been considered a means for cultural identity sustainability and promoting sustainable development in highly valued historical areas. Thus, this paper assesses how critical reflection, and empowerment evaluation can support the sustainable development of the Seribu Rumah Gadang, a West Sumatra, Indonesia, and cultural heritage village. Using a mixed-method strategy, the study looks at how community engagement works for heritage conservation through in-depth interviews, focus group discussions, empowerment evaluation workshops, and reflective critical sessions. Results show an apparent conflict between cultural preservation and economic growth, with community-based initiatives able to resolve this interesting conflict more successfully. The research highlights the role of empowerment evaluation in increasing the relevance and sustainability of projects and points out the critical role of continuous reflection in adjusting the strategy in response to changing community needs and requirements. The study discusses implications for empowerment evaluation by suggesting ways to strengthen community engagement, improve access to resources, and promote more inclusive tourism practices that do not contradict cultural values. Therefore, this research contributes to continuing the debate on environmental sustainability in cultural heritage sites and bringing new insights to policy-makers, practitioners, and researchers.
Analysis of the Influence of Leadership Style, Motivation, and Work Environment on Embroidery Business Productivity Masitoh, Noneng; Badriatin, Tine; Saepudin, Asep
Almana : Jurnal Manajemen dan Bisnis Vol 7 No 2 (2023): August
Publisher : Bandung: Prodi Manajemen FE Universitas Langlangbuana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36555/almana.v7i2.2222

Abstract

The background to this research is that so far the work environment at the border company in Kawalu Tasikmalaya has not met the standards, because there are still rooms that lack lighting, and employee safety has not been paid attention to when cutting cloth they do not use masks. In addition to leadership and motivational factors that affect the productivity of the embroidery business, there are also environmental factors. The specific objective of this study is to apply an effective human resource management model in dealing with increasingly fierce business competition. Using the quantitative method using SPSS, 22 populations in this study were obtained based on data from the Tasikmalaya City Trade Industry (INDAG) regarding embroidery convection companies in Kawalu District, Tasikmalaya City, namely 401 registered entrepreneurs. The sampling technique used is Simple Random Sampling (SRS) so the minimum sample calculation results are 51 respondents. It can be concluded that the entrepreneurial leadership style of an embroidery company in Kawalu District is categorized as a democratic leadership style that is oriented towards relationships and results. oriented. The work environment at an embroidery company in the Kawalu sub-district is quite representative. Then the results of hypothesis testing show that leadership style, motivation, and work environment have a significant effect on work productivity.
The Influence of Net Profit Margin and Debt to Equity Ratio on Company Value in the Cement Sub-Sector on the Indonesian Stock Exchange Saepudin, Asep; Rinandiyana, Lucky Radi
Almana : Jurnal Manajemen dan Bisnis Vol 8 No 1 (2024): April
Publisher : Bandung: Prodi Manajemen FE Universitas Langlangbuana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36555/almana.v8i1.2470

Abstract

Increasing the value of the company is an achievement, that is following the wishes of the owners because as the value of the company increases, the welfare of the owners will also increase. This research aims to analyze and test how much influence Net Profit Margin (NPM) and Debt to debt-to-equity ratio (DER) have on Company Value. This research uses secondary data presented on IDX. The sample used in this research is the Cement Sub Sector Companies Listed on the Indonesia Stock Exchange for the 2018-2022 Period which are listed on the Indonesia Stock Exchange (BEI) for the 2018-2022 period. The analytical method used is multiple linear analysis. The research results show that Net Profit Margin (NPM) partially has a negative effect on Company Value. Meanwhile, Debt to Equity Ratio (DER) has a positive effect on Company Value. Simultaneously Net Profit Margin (NPM) and Debt to debt-to-equity ratio (DER) have a significant effect on Company Value. This is because several other indicators influence Company Value.
PENINGKATAN PEMAHAMAN TEKNOLOGI ARTIFICIAL INTELLIGENCE (AI) BAGI SISWA SMP ISLAM AL-MUHAJIRIN PADURENAN 3 LEWAT EDUKASI INTERAKTIF Hengky_agus, khurotul_aini; Fahmi Abdillah, Ahmad; Saepudin, Asep; Priana, Pajar; Setiawan, Rian; Rajessa, Ray Virana; Pangestu, Rahmat; ardhayaguna, Daffa Nur; Rachman, Ditto Saepoel
KOMMAS: Jurnal Pengabdian Kepada Masyarakat Vol. 6 No. 1 (2025): KOMMAS: JURNAL PENGABDIAN KEPADA MASYARAKAT
Publisher : KOMMAS: Jurnal Pengabdian Kepada Masyarakat

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Peningkatan pemahaman teknologi Artificial Intelligence di kalangan siswa SMP Islam Al-Muhajirin Padurenan 3 menjadi pokok permasalahan yang mendesak di era digital saat ini. Tujuan dari penelitian ini adalah untuk mengembangkan program edukasi interaktif yang dapat meningkatkan pemahaman siswa mengenai konsep dan aplikasi AI. Metode yang digunakan dalam penelitian ini adalah pendekatan kuantitatif dengan desain eksperimen, di mana siswa dibagi menjadi dua kelompok, yaitu kelompok eksperimen yang mengikuti program edukasi interaktif dan kelompok kontrol yang mengikuti pembelajaran konvensional. Hasil penelitian menunjukkan bahwa terdapat peningkatan signifikan dalam pemahaman siswa mengenai teknologi AI setelah mengikuti program edukasi interaktif, ditunjukkan dengan hasil pre-test dan post-test yang menunjukkan perbedaan nilai yang mencolok. Kesimpulan dari penelitian ini adalah bahwa edukasi interaktif efektif dalam meningkatkan pemahaman siswa tentang teknologi Artificial Intelligence, sehingga dapat menjadi alternatif metode pembelajaran yang menarik dan relevan untuk diterapkan di sekolah-sekolah, khususnya dalam mempersiapkan siswa menghadapi tantangan teknologi di masa depan. Program ini tidak hanya meningkatkan pengetahuan siswa tetapi juga membangkitkan minat mereka terhadap bidang teknologi, yang sangat penting untuk perkembangan karir mereka di era digital.
Strengthening Family Institution through Pre-Marital Course: Comparative Study between Indonesia and Malaysia Bidayati, Kholis; Jahar, Asep Saepudin; Yasin, Yuli
Al-Risalah Vol 20 No 2 (2020): December 2020
Publisher : Fakultas Syariah UIN Sulthan Thaha Saifuddin Jambi, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30631/alrisalah.v20i2.600

Abstract

This study examines the policy of premarital course in Indonesia and Malaysia. The premarital course aims to equip the bride and groom with the knowledge and skills of making good family besides attempting to reduce the high rate of divorces in both countries. Premarital course conducted by BP4 Institutions in Indonesia and JAKIM in Malaysia applied different approaches and policies. This study tries to elaborate pre-marital course in Indonesia and Malaysia by examining policies and substantial issues. The data was collected through library research, examining regulations and rules applied in both countries. This study showed that the procedure and mechanism of premarital course in Indonesia and Malaysia were different. Premarital course in Malaysia is mandatory and one of the requirements of marriage registration document whereas in Indonesia is voluntary. Both countries, however, applied a similarity approach and strategy in delivering course materials.
The Use of Maqasid al-Sharia in Maritime and National Resilience Context Jahar, Asep Saepudin; Lubis, Amany B.; Fahri, Muhamad
Al-Risalah Vol 21 No 1 (2021): June 2021
Publisher : Fakultas Syariah UIN Sulthan Thaha Saifuddin Jambi, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30631/alrisalah.v21i1.657

Abstract

This study examines the integration between the paradigm of Islamic law and maritime affairs and national resilience. The maqāṣid al-sharīʻa play a significant role in providing a mechanism and its practical strategies on how maritime affairs and national resilience are to be developed. This study aims at highlighting how Islamic law is integrated with maritime affairs and national resilience in the way they are connected with the spiritual-religious values in their development. The maritime affairs and national resilience are used as the object of analysis in an attempt of integrating Islam and natural and social sciences. The study comes to justify the significant role of Islamic values to be put in maritime affairs and national resilience as the foundation to protect life, assets, and future generation.
MODERASI BERAGAMA SEBAGAI UPAYA PREVENTIF TERHADAP RADIKALISME BERAGAMA Saepudin, Asep
JENTRE Vol. 4 No. 2 (2023): JENTRE: Journal of Education, Administration, Training and Religion
Publisher : Balai Diklat Keagamaan Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38075/jen.v4i2.460

Abstract

This article aims to describe that religious moderation is a preventive measure against religious radicalism. This research is a type of library study. The data collected in this research is qualitative data. The results of this research indicate that the city of Bandung needs a comprehensive concept of religious moderation to overcome the problem of religious radicalism through the concept of moderation. The threat of radicalism should not be considered normal, so it is very important to instill and demonstrate religious moderation to prevent the influence of radicalism. Tolerance is a concept that can reduce religious radicalism. The essence of the concept of tolerance is to provide space for other people to express their beliefs, convey their thoughts, voice their ideas and opinions even if they differ from other people opinions.
Construction of Legal Justice, Certainty, and Benefits in the Supreme Court Decision Number 46P/HUM/2018 Jahar, Asep Saepudin; Hazmi, Raju Moh; Adhha, Nurul
Jurnal Cita Hukum Vol. 9 No. 1 (2021)
Publisher : Fakultas Syariah dan Hukum, UIN Syarif Hidayatullah Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15408/jch.v9i1.11583

Abstract

The philosophical discourse on legal justice, certainty, and benefits paradigm in the reality of Indonesian law reflect a strong indication of legal positivism in the Supreme Court decision. It causes a loss in the sense of justice and the hope for the community to meet legislative candidates with a clean track record and full of integrity. This study is normative-philosophical legal research applying the theory of justice developed by John Stuart Mill and John Rawls in highlighting the concept of legal justice, certainty, and benefits. The construction of justice in this decision applies the concept of justice as fairness as seen in the court consideration focusing on individual freedom (political rights to vote and to be elected). This is taken to protect the natural rights which are irreplaceable by any other rights. Meanwhile, the use of legal benefits and certainty is to reinforce the legal positivism paradigm. As the result, the study shows the three legal values (justice, certainty, and benefits) share equal positions in the country’s legal framework.Keywords: Legal Justice; Legal Certainty; Legal Benefits; Law; Supreme Court Decision Konstruksi Keadilan, Kepastian, dan Kemanfaatan Hukum dalam Putusan Mahkamah Agung Nomor 46P/HUM/2018 Abstrak Wacana filosofis paradigma keadilan, kepastian, dan kemanfaatan hukum dalam realitas hukum Indonesia mencerminkan indikasi kuat positivisme hukum dalam putusan Mahkamah Agung. Hal tersebut menyebabkan hilangnya rasa keadilan dan harapan masyarakat untuk bertemu calon legislatif dengan rekam jejak yang bersih dan penuh integritas. Penelitian ini merupakan penelitian hukum normative-filosofis yang menerapkan teori keadilan yang dikembangkan oleh John Stuart Mill dan John Rawls dalam menyoroti konsep keadilan, kepastian, dan kemanfaatan hukum. Konstruksi keadilan dalam putusan ini menggunakan konsep keadilan sebagai fairness yang terlihat dalam pertimbangan pengadilan yang menitikberatkan pada kebebasan individu (hak politik untuk memilih dan dipilih). Hal ini dijadikan pertimbangan untuk melindungi hak alami yang tidak dapat digantikan oleh hak lainnya. Sedangkan kemanfaatan dan kepastian hukum dijadikan pertimbangan untuk memperkuat paradigma positivisme hukum. Hasilnya, studi ini menunjukkan bahwa ketiga nilai hukum (keadilan, kepastian, dan manfaat) memiliki kedudukan yang sama dalam kerangka hukum negara. Kata Kunci: Keadilan hukum, kepastian hukum, kemanfaatan hukum, hukum, putusan Mahkamah Agung. Конструирование справедливости, определенности и преимущества закона в Постановлении № 46P/HUM/2018 Верховного суда АннотацияПостановление Верховного суда № 46P/HUM/2018 вызвало раскол в правовой парадигме в Индонезии. Философский дискурс между справедливостью, определенностью и преимуществами закона в реальности индонезийского законодательства отражает сильные симптомы правового позитивизма в постановлении Верховного суда. Это приводит к потере чувства справедливости и надежды сообщества на получение репутации чистых и порядочных кандидатов. Данное исследование является нормативно-философским правовым исследованием. Подход, основанный на теории справедливости Джона Стюарта Милля и Джона Ролза, был использован для понимания концепции справедливости, преимущества и правовой определенности в постановлении. Конструирование справедливости в постановлении использует концепцию справедливости как равенства (справедливость как честность), что можно увидеть из соображений судей, подчеркивающих индивидуальную свободу (политические права, право быть избранным и голосовать) как форму попытки отстоять либертарианские права или естественные права, которые не могут быть отменены свободой других людей. Между тем аспекты преимущества и определенности подчеркивают позитивную парадигму закона. В этом исследовании сделан вывод о том, что три юридические значимости (определенность, преимущество и справедливость) занимают не менее важное место в рамках правовой системы страны.Ключевые Слова: Справедливость; определенность; преимущество закона; закон; постановление Верховного суда.
The Role of Non-Formal Education in Elderly Schools and The Implementation of Lifelong Learning Suryadi, Suryadi; Nursahidin, Nursahidin; Kamil, Mustofa; Saepudin, Asep; Saripah, Iip
KOLOKIUM Jurnal Pendidikan Luar Sekolah Vol 11, No 2 (2023): Kolokium : Publishing October 2023
Publisher : Universitas Negeri Padang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24036/kolokium.v11i2.655

Abstract

With the increasing number of older people, this community’s protection, welfare, and independence must run well. This research will then be carried out to see how the implementation of elderly schools can empower the elderly to stay healthier and independent through non-formal education. This research will be carried out using a qualitative approach. The data obtained are sourced from various research results and studies that are relevant to this research. The results of this study indicate that the implementation of elderly schools in Central Java province has been carried out for a long time. The implementation of this elderly school is the implementation of lifelong education policies by participating in non-formal education, which is carried out regularly and well planned. Then in its implementation, the elderly school also provides various facilities such as mentors and health and social services carried out by various local institutions.
Co-Authors Achmad Hufad Adhha, Nurul Ahmad Faqih Aji Setiawan Anisa, Risma Nur Apriani, Tasia ardhayaguna, Daffa Nur Ardiwinata, Jajat Sudrajat Ari Bramasto Aris Setiawan Arsadani, Qosim Asep Dharmanto Asep Dharmanto Aswin Domodite Aswin Domodite Avrilliany, Eka Awang Surya Awang Surya Ayi Astuti Az Zahra, Puti Azzasyofia, Mira Badriatin, Tine Bambang Yulianto Bayu Hamengku Rizkiansyah Bayu Wijayanto Bidayati, Kholis Burhan, Mukhammad Agus Ce Gunawan Cuenza, Yves P Dan Mugisidi Deni Deni Dharmanto, Asep Djohan Djohan Domodite, Aswin ELA YULAELIAH Elih Sudiapermana, Elih Fahira, Salma Fahmi Abdillah, Ahmad Fahri, Muhamad Fathurrahman Djamil Fauzi Ramdani Fitriaji, Abdul Azis Fitriani, Tri Sat Giardyan Komara Gifthera Dwilestari Haikal, Muhammad Akbar Hazmi, Raju Moh Hengky_agus, khurotul_aini Hilman Sholih Hilman Sholih Hilman Sholih Hilman Sholih Hleihel, Reem Ihat Hatimah Iip Saripah, Iip Jaelani Syurdiansyah Jajat S Ardiwinata, Jajat S Kartanegara, Haruman Taufik Khoidul Umam Khopipah, Tsania Siti Lubis, Amany B. Lucky Radi Rinandiyana Madinah, Dzahra Al Mahliatussikah , Hanik Makhsun, Makhsun Masitoh, Noneng Mohamad Anas Sobarnas Muhammad Amin Suma Muizzudin, Moh Mujiarto Mujiarto Mulyana, Edy Mustofa Kamil, Mustofa Muzaki, Kiki Adnan Noorzaman, Sandi Nugroho, Aji Santoso Nurfadhilla, Mursyida nurhamim, nurhamim Nursahidin, Nursahidin NURUL HAYATI Nurul Murtadho Ockativian, Rizky Ferari Pambayun, Gandes Permana, Elih Sudia Pracoyo, Wisnu Pramudia, Joni Rahmat Priana, Pajar Purnomo Purnomo Rachman, Ditto Saepoel Rahma Sandhi Prahara Rahmanda, Gita Astyka Rahmat Pangestu, Rahmat Rajessa, Ray Virana Ratnasari, Sri Rian Setiawan Rindiani, Ani Rosmia, Ade Romi Rudi Indrawan Saepuloh Jamal, Moh Yusup Sahara, Ari Sardin Satoto, Angga Bimo Sholeh, M. Asrorun Niam Sholih, Hilman Solihah, Eneng Sriyono Sriyono Steven Getha Pradessa Subuh, Subuh Sukotjo, Sukotjo Sunardi, Stanislaus Suryadi Suryadi Sutisna, Rizki Entis Taswanda Taryo Tati Ruhmawati Ulfah, Saly Ulhage, Ahza Al Amal Umar Tsani Abdurrahman Upay Ripa’I Uyu Wahyudin Wahyudi, Kristanto Wawan Hardiyanto Wicaksono, Meidias Abror Widyastuti, Ipuk Wilarso Wilarso, Wilarso Wisnu Pracoyo Wiwit Widiansyah Yahya, Faridah Hanim Yanti Shantini, Yanti Yuli Yasin