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All Journal Jurnal Linguistik Komputasional Literatus Journal of Management Sains (JMS)
Satrio, Bagus
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Humanities Computer Science & IT Economics, Econometrics & Finance Education Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Social Sciences

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KLASIFIKASI SENTIMEN EMOSI PADA DATASET GOEMOTION MENGGUNAKAN LSTM Satrio, Bagus; Dahlan, Bulan Fitri; Fathan, Fathir; Muwafa, Fadhil Zahran; Zanzabili, Muhammad Reyhan; Abdiansah, Abdiansah
Jurnal Linguistik Komputasional Vol 7 No 1 (2024): Vol. 7, NO. 1
Publisher : Indonesia Association of Computational Linguistics (INACL)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26418/jlk.v7i1.145

Abstract

Penelitian ini membahas tentang pengembangan sistem klasifikasi sentimen emosi pada teks menggunakan metode deep-learning LSTM (Long Short Term Memory) dengan dataset yang digunakan yaitu dataset GoEmotion. Sistem ini bertujuan untuk mengidentifikasi emosi tersirat yang terkandung dalam suatu teks secara tepat dan efisien ke dalam 28 jenis bentuk emosi. Metode yang digunakan dalam penelitian ini adalah LSTM atau Long Short Term Memory untuk mendeteksi dan mengklasifikasikan emosi berdasarkan teks. Program dalam penelitian ini dibuat menggunakan bahasa pemrograman python dengan menggunakan beberapa library yang telah tersedia. Hasil dari eksperimen ini menunjukkan bahwa model LSTM mampu mengenali dan mengklasifikasikan emosi yang terkandung di dalam sebuah teks secara cukup baik dengan akurasi tertinggi mencapai angka 0.36 (36% akurasi). Sistem klasifikasi ini digunakan untuk dapat mengatasi masalah terkait dengan pengenalan emosi yang terkandung dalam suatu teks atau kalimat.
Formulasi Pemidanaan Pelaku Tindak Pidana Pornografi Siber berdasarkan Undang-Undang Nomor 1 Tahun 2024 tentang Perubahan Kedua atas Undang-Undang Nomor 11 Tahun 2008 tentang Informasi dan Transaksi Elektronik Satrio, Bagus; Rahmat, Diding; Sudarto, Sudarto
LITERATUS Vol 7 No 1 (2025): International Socio-Cultural Scientific Journal
Publisher : Neolectura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37010/lit.v7i1.1994

Abstract

One type of crime that is growing rapidly through the internet is the distribution of pornographic material, known as cyberporn. To find pornographic sites or cyberporn on the internet, users can search on certain computer networks. Websites that provide pornographic content are deliberately created by site owners to provide pornographic images or videos to users. This will certainly have a negative impact on users. The research method is normative juridical. The results of the study are Law Number 1 of 2024 concerning the Second Amendment to Law Number 11 of 2008 concerning Information and Electronic Transactions that refers to the principle of lex specialist derogate legi generalis which means that special law overrides general law, so here the Criminal Code can be overridden by the Pornography Law and the ITE Law. The formulation of the Panel of Judges' Considerations in Decision Number 290/Pid.Sus/2020/PT.DKI Reviewed from the Perspective of Legal Objectives has not been maximized, considering that the criminal sanctions in Article 45 paragraph (1) of Law Number 11 of 2008 concerning Information and Electronic Transactions state that it is punishable by imprisonment for a maximum of 6 (six) years and/or a maximum fine of Rp1,000,000,000.00 (one billion rupiah). Basically, the ITE Law can ensnare cyberporn, but the problem is in the guidelines for sentencing and the limitations of human resources and technology in enforcing the law against cyberporn perpetrators by law enforcement officers.
Management of Catfish Farming in Improving The Economy in The Country is Praising The Economy. South Binjai, Binjai City Satrio, Bagus; Barus, Elida Elfi
Journal of Management Sains (JMS) Vol. 6 No. 1 (2025): January - Juni
Publisher : Doktor Ilmu Manajemen, Universitas Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52103/jms.v6i1.2057

Abstract

This activity aims to empower the economy of the residents of Puji Dadi Village by developing catfish cultivation. The method used in this activity is a participatory approach. This activity involves the community as a partner and research subject. This study includes the following steps: socialization, training, mentoring, evaluation, and strengthening. Data was collected through secondary data, direct observations, interviews with key informants, and documents. Data were analyzed using data reduction, presentation, and conclusion-drawing techniques. The study results show that community economic management through the development of catfish cultivation has succeeded in improving the community's knowledge, skills, economic, and social aspects. Factors that affect the success of community management are community support and active participation, stakeholder support and cooperation, availability and feasibility of resources, and the application of participatory methods. The long-term impacts of community management are as follows: the community can develop an independent, sustainable, and competitive catfish farming business, the community is able to improve the quality of life, independence, and welfare; The community can contribute to regional development, especially in the fisheries sector.
Co-Authors Abdiansah, Abdiansah Dahlan, Bulan Fitri Diding Rahmat Elida Elfi Barus, Elida Elfi Fathan, Fathir Muwafa, Fadhil Zahran Sudarto Sudarto Zanzabili, Muhammad Reyhan