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Penerapan SMOTE untuk Mengatasi Imbalance Class dalam Klasifikasi Sentimen Genosida Palestina Menggunakan Multinomial Naive Bayes Fajar Sidik; Ilham Faishal Mahdy
Bandung Conference Series: Statistics Vol. 4 No. 2 (2024): Bandung Conference Series: Statistics
Publisher : UNISBA Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29313/bcss.v4i2.12693

Abstract

Abstract. Social media, including the X platform (formerly known as Twitter), has become an important source of information in understanding public sentiment towards various issues, including the Palestinian genocide. Text data obtained from social media is often unbalanced, with more negative sentiment than positive and neutral sentiment because people do not agree with the genocide. This imbalance can interfere with the accuracy of the sentiment classification model. Therefore, this research aims to overcome the problem of data imbalance by applying the SMOTE (Synthetic Minority Over-sampling Technique) method in the sentiment classification of the Palestinian genocide using the Multinomial Naive Bayes algorithm. The data used in this study was collected from X social media platform, consisting of 1000 posts related to the Palestinian genocide taken backward on February 29, 2024. The classification method used is Multinomial Naive Bayes, which was chosen for its ability to handle text data by considering the frequency of occurrence of words. The results showed that the sentiment analysis mostly showed negative sentiments towards the Palestinian genocide issue. The application of SMOTE successfully balanced the data distribution, increasing the representation of positive and neutral sentiments. Model performance evaluation shows that the resulting model is able to achieve an accuracy rate of 80%, with a precision of 43%, recall of 54%, and F1-score of 46%. In conclusion, the application of SMOTE can optimize text classification performance in unbalanced data conditions, providing more insight into public sentiment towards the Palestinian genocide on X social media. Abstrak. Media sosial, termasuk platform X (sebelumnya dikenal sebagai Twitter), telah menjadi sumber informasi yang penting dalam memahami sentimen masyarakat terhadap berbagai isu, termasuk genosida Palestina. Data teks yang diperoleh dari media sosial seringkali tidak seimbang, adanya kecenderungan lebih banyak sentimen negatif dibandingkan sentimen positif dan netral karena masyarakat tidak setuju dengan adanya genosida. Ketidakseimbangan ini dapat mengganggu keakuratan model klasifikasi sentimen. Oleh karena itu, penelitian ini bertujuan untuk mengatasi masalah ketidakseimbangan data dengan menerapkan metode SMOTE (Synthetic Minority Over-sampling Technique) dalam klasifikasi sentimen genosida Palestina menggunakan algoritma Multinomial Naive Bayes. Data yang digunakan dalam penelitian ini dikumpulkan dari platform media sosial X, terdiri dari 1000 post terkait genosida Palestina yang diambil mundur pada tanggal 29 Februari 2024. Metode klasifikasi yang digunakan adalah Multinomial Naive Bayes, yang dipilih karena kemampuannya dalam menangani data teks dengan mempertimbangkan frekuensi kemunculan kata-kata. Hasil penelitian menunjukkan bahwa analisis sentimen mayoritas menunjukkan sentimen negatif terhadap isu genosida Palestina. Penerapan SMOTE berhasil menyeimbangkan distribusi data, meningkatkan representasi sentimen positif dan netral. Evaluasi kinerja model menunjukkan bahwa model yang dihasilkan mampu mencapai tingkat akurasi sebesar 80%, dengan precision sebesar 43%, recall sebesar 54%, dan F1-score sebesar 46%. Kesimpulannya, penerapan SMOTE dapat mengoptimalkan performa klasifikasi teks dalam kondisi data yang tidak seimbang, memberikan wawasan lebih mengenai sentimen masyarakat terhadap genosida Palestina di media sosial X.
Upaya Peningkatan Kepekaan Mitigasi Bencana Abrasi Pantai Melalui Penanaman Mangrove di Pantai Dupa Layana Indah Istiqamah, Nurul; Hulu, Amati Eltriman; Hartini, Dewi Sri; Toknok, Bau; Maiwa, Arman; Rahman, Abdul; Pribadi, Hendra; Hamka, Hamka; Misrah, Misrah; Megawati, Kartika; Sofyan, Sofyan; Lareke, Amir A; Ladiva, Ladiva; Sidik, Fajar; Dhiaul, Asyraf; Angriyani, Silma
Abdi Cendekia : Jurnal Pengabdian Masyarakat Vol 3 No 1 (2024): Maret
Publisher : Yayasan Zia Salsabila

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61253/abdicendekia.v3i1.225

Abstract

Ekosistem mangrove memiliki peran penting dalam menjaga keseimbangan lingkungan pesisir, terutama dalam mengatasi masalah abrasi pantai dan kerusakan lingkungan akibat gelombang air laut. Penurunan vegetasi mangrove di sepanjang garis pantai telah meningkatkan risiko abrasi, yang secara signifikan memengaruhi keberlanjutan ekosistem pesisir dan kesejahteraan masyarakat lokal. Pelaksanaan pengabdian ini difokuskan pada Pantai Dupa Layana Indah, di mana upaya peningkatan kepekaan terhadap abrasi pantai telah dilakukan melalui kegiatan penanaman mangrove yang melibatkan partisipasi mahasiswa dan dosen secara gotong royong. Evaluasi pasca-penanaman mangrove mengungkapkan hasil yang positif, dengan pertumbuhan mangrove yang baik dan menunjukkan kesuksesan dalam upaya pelestarian lingkungan serta penanaman mangrove di Pantai Dupa Layana Indah.
Konsep Masyi’atu Allah Wa Masyi’atu Al-‘Ibad dan Implikasinya dalam Pendidikan Islam Sidik, Fajar; Setia Budi, Firmansah; Ahmad, Nurwadjah; Suhartini, Andewi
Paedagogie: Jurnal Pendidikan dan Studi Islam Vol. 5 No. 02 (2024): Paedagogie: Journal of Education and Islamic Studies
Publisher : Muttaqien Publishing, Pusat Penelitian dan Pengabdian kepada Masyarakat (P3M) STAI DR. KH. EZ. Muttaqien Purwakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52593/pdg.05.2.03

Abstract

The concepts of "masyiatu Allah" (the will of Allah) and "masyiatu al-‘ibad" (the will of humans) are significant topics that have long been discussed and debated among theological schools such as Jabariyah, Qadariyah, and Ahlus Sunnah. Each school has its own differing opinions. This issue needs to be re-examined in relation to the implications of these differing opinions on the concept of education in Islam. This study is particularly important for Muslims who adhere to the Ahlus Sunnah creed, so that in understanding the educational process, they do not deviate from the Ahlus Sunnah understanding, or even adopt the understanding of Jabariyah and Qadariyah. This research aims to delve deeper into the concepts of "masyiatu Allah" and "masyiatu al-‘ibad" in the Islamic educational process from a theological perspective. This will be clarified through a comparison between the theological perspectives of the Jabariyah, Qadariyah, and Ahlus Sunnah schools. The method used in this research is qualitative, with a library research type (bahtsun maktabiy) using a descriptive analysis approach (dirasah washfiyah). The results of this study show that the Jabariyah school denies the will of humans (masyiatu al-‘ibad) in the educational process. Conversely, the Qadariyah school denies the will of Allah (masyiatu Allah) in the educational process. Meanwhile, Ahlus Sunnah does not deny either of them; Ahlus Sunnah believes that both have their respective roles in the educational process. Thus, education in Islam must be able to direct students so that their will aligns with what is willed by Allah -ta’ala-.
The Influence of Transparency and Accountability of The “Amil Zakat Persatuan Islam” Institution on Muzakki Beliefs Sidik, Fajar; Mubarrok, Dede Husni; Mujib, Haqibul
Syari'ah Economics Vol 7 No 2 (2023): Islamic Economic Studies
Publisher : Fakultas Ekonomi dan Bisnis Islam, Universitas Islam Darussalam (UID) | Islamic University of Darussalam, Ciamis, Jawa Barat, INDONESIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36667/se.v7i2.1972

Abstract

This study aims to determine the effect of transparency and accountability on muzakki trust in the Islamic Union Amil Zakat Institution Ciamis Regency Service Office. The research uses an associative quantitative approach with a descriptive verification method, which describes the variables as they are and tests the relationship between variables through collecting, processing, analyzing and interpreting data from questionnaires. The results showed that the transparency variable has a positive and significant effect on muzakki trust, with a significance value of 0.000 <0.05, tcount 5.402> t table 1.665, and regression coefficient 0.438. Accountability also has a significant effect on muzakki trust with a significance value of 0.005 < 0.050, tcount 2.905 > t table 1.665, and regression coefficient 0.395. At the same time, transparency and accountability together have a positive and significant effect on muzakki trust with a Fcount value of 19.788> Ftable 3.06 and a significance value of 0.000 <0.05.
RANCANG BANGUN SISTEM INFORMASI PENYEWAAN PAKAIAN ADAT TRADISIONAL BERBASIS WEBSITE Sidik, Fajar; Sari, Ani Oktarini
Jurnal Informatika Vol 7, No 3 (2023): JIKA (Jurnal Informatika)
Publisher : University of Muhammadiyah Tangerang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31000/jika.v7i3.8027

Abstract

Sanggar Bintang adalah penyedia jasa penyewaan pakaian adat tradisional dan private tari tradisional. Dalam proses kegiatan usahanya masih manual, yakni penyewa langsung datang ke lokasi untuk melihat pakaian adat yang akan disewa, kemudian untuk proses stock opname pakaian yang tersedia masih dihitung dan dicatat satu persatu. Hal ini tentu tidaklah efektif dan efisien, perlu adanya sistem informasi berbasis website yang dapat mempermudah proses tansaksi dan sebagai media promosi. Dalam pembuatan sistem informasi tersebut menggunakan bahasa pemrograman PHP dan database MySQL. Penelitian ini menghasilkan aplikasi website yang terpublikasi dengan dua tampilan yaitu tampilan untuk pelanggan yang mengajukan penyewaan berupa booking pakaian adat, pengembalian dan pendaftaran private tari dan tampilan admin yang menerima booking dan mengelola data penyewaan dari pakaian adat dan pendaftaran private tari. Dengan aplikasi yang dibuat diharapkan Sanggar Bintang bisa mengembangkan usahanya dan memudahkan dalam mengelola data transaksi sewa baju adat dan pendaftaran private tari tradisional.
Pendampingan Pemahaman Materi Sejarah Kebudayaan Islam Siswa Kelas XI MA Ma’arif Klego Ponorogo Amri, Ulil; Fikri, M. khairul; Diansyah, Nur; Sidik, Fajar; Malikah, Nurul
Social Science Academic Vol 2 No 2 (2024)
Publisher : Institut Agama Islam Sunan Giri Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37680/ssa.v2i2.5480

Abstract

This study aims to explore the impact of mentoring on improving the understanding of Islamic cultural history among 11th-grade students at MA Ma'arif Klego. The research method used is qualitative, and data were collected through interviews with 11th-grade students regarding the Islamic Cultural History (SKI) learning process. The results of the study indicate that mentoring significantly enhances the understanding of Islamic cultural history among the 11th-grade students at MA Ma'arif Klego. The mentoring group showed higher understanding scores than the non-mentoring group. Additionally, observations of the learning process indicated more active participation and better understanding from students who received mentoring. These findings have important implications for teaching practices in schools, especially in the context of understanding Islamic cultural history. Mentoring can be an effective strategy in helping students grasp complex concepts and strengthen their learning in the classroom. Future research could develop more specific mentoring approaches and evaluate their long-term impact.
Analysis Sentiment of Community Response on Cooking Oil Price Increase Policy With Naive Bayes Classifier Algorithm Hasan, Firman Noor; Sidik, Fajar; Afikah, Prista
Jurnal Linguistik Komputasional Vol 5 No 2 (2022): Vol. 5, No. 2
Publisher : Indonesia Association of Computational Linguistics (INACL)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26418/jlk.v5i2.99

Abstract

Cooking oil is a basic need for Indonesian people. Indonesia experienced a shortage of oil in March 2022. This has become a hot conversation on Twitter social media last March, many people think positively or negatively. But behind it all there are different assessments of the parties who feel the pros and cons, various parties have different points of view. In this article, we conduct a sentiment analysis on the public's response to the scarcity of cooking oil using a dataset obtained from the Twitter digital platform. This article aims to classify tweets related to the scarcity of cooking oil into positive and negative sentiments using a machine learning strategy using the Naive Bayes method. This algorithm was chosen to make it easier for the public to make choices and to know the level of accuracy of the method, where the level of accuracy obtained from the nave Bayes classifier method 72%.
Analisis Penggunaan Aplikasi Wordwall Pada Pembelajaran IPA Kelas IV di SD Negeri 249 Palembang Sidik, Fajar
Journal of Innovation in Teaching and Instructional Media Vol 5 No 1 (2024): Journal of Innovation in Teaching and Instructional Media
Publisher : Yayasan Sembilan Pemuda Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52690/jitim.v5i1.935

Abstract

This study improved the learning outcomes of class IV students at SDN 249 Palembang by using the wordwall application in science subjects. This study used descriptive qualitative. The stages of data collection are observation and interviews. Data analysis techniques are data collection, data reduction, data presentation and conclusion drawing. The results of the research on wordwall learning media are one of the interactive media that is easy to use, and can increase student interest and motivation in learning science. Wordwall learning media can be used as one of the media in bold learning as it is today. In addition to being easy and inexpensive to use, this media also has many alternative choices in presenting material and questions. So that educators can use other alternative options as other variations in packaging other subject matter. Fun and varied media will make students more active and more interested in following the learning process boldly.
Menciptakan Menciptakan Lingkungan Inovatif Melalui Kepemimpinan Kepala Sekolah Mustaghfirin, Ahmad; Fikri, M Khoirul; Diansyah, Nur; Sidik, Fajar; Hidayatullah, Ma’ruf; Fatoni, Tamrin
Social Science Academic Vol 2 No 2 (2024)
Publisher : Institut Agama Islam Sunan Giri Ponorogo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37680/ssa.v2i2.6281

Abstract

The principal's goal in creating an innovative environment is to improve the quality of learning, develop student creativity, encourage collaboration between student teachers and parents, facilitate teacher professional development and utilize technology as a support in the learning process. This is considered important. School principals have a significant influence on improving educational standards. They are tasked with managing schools, planning educational events, training teachers, and utilizing and maintaining infrastructure and facilities. The results of this research are that school principals need to take various steps to create an innovative learning environment. These steps include formulating a vision and mission that supports innovation, providing resources, and encouraging collaboration. Through effective leadership, school principals can create an environment that supports creativity, active participation, and a meaningful learning process. The role of the principal in the learning environment is very important to create an atmosphere that is conducive to students' academic and social development. School principals have a crucial role in determining the quality and success of learning in schools. By being a visionary instructional leader, school principals can ensure that every student has the opportunity to reach their maximum potential in learning. In addition, school principals play a role in supporting teacher professional development, creating a conducive learning environment, utilizing data for improvement, and establishing good relationships with the community.
Analisis Manajemen Risiko pada Usaha “Kue Kering Caisy Cookies” Bandung Eka Raysha, Najwa Meidinar; Nur Aziza, Syalma Alisa; Sidik, Fajar
Jurnal Serambi Ekonomi dan Bisnis Vol 8, No 1 (2024): September 2024 -Februari 2025
Publisher : Universitas Serambi Mekkah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32672/jseb.v8i1.8543

Abstract

Penelitian ini bertujuan untuk menganalisis manajemen risiko pada UMKM kue kering Caisy Cookies. Penelitian ini penting dilakukan mengingat UMKM seringkali mengahadapi berbagai risiko yang dapat mempengaruhi dalam keberlangsungan usaha. Fokus penelitian ini adalah mengidentifikasi berbagai risiko yang dihadapi, menganalisis strategi pengelolaan risiko yang diterpkan serta mengevaluasi efektivitas manajmen risiko dalam menjaga keberlangsungan suatu usaha. Metode penelitian yang digunakan adalah pendekatan kualitatif, dengan teknik pengumpulan data berupa wawancara secara langsung kepada pemilik usaha Caisy Cookies. Hasil penelitian menunjukan bahwa usaha Caisy Cookies menghadapi beberapa risiko dalam menjalankan usahanya, yang dimana meliputi risiko pasar risiko keuangan, risiko operasional,risiko pemasaran, risiko produk, risiko SDM dan risiko hukum. Hasil penelitian ini diharapkan dapat memberikan kontribusi praktis bagi pengembangan manajemen risiko UMKM terutama dalam industri makanan.
Co-Authors Aan Triwijayanto Abdul Rahman Afikah, Prista Afrizal Tanjung Agus Rofi’i Ahmad, Nurwadjah Amrih Setyo Raharjo Andewi Suhartini, Andewi ANDIKA SAPUTRA Angga Damayanto Angriyani, Silma ANI OKTARINI SARI, ANI OKTARINI Anisa Padilla Annisaa' Siti Shalihah Ariza, Afifa Nur Arman Maiwa Asri, Rahma Risa Azhar Haikal Anwar Azim, Muhamad Bau Toknok Bibit Sudarsono Charolina Charolina D. Elysa Putri Mambang Deni Nugraha Dhiaul, Asyraf Diana Diana Diansyah, Nur Dzilla Khoerunnisa Ebni Sholikhah Eka Raysha, Najwa Meidinar Eka Raysha, Njawa Meidinar Elizal, Elizal Erga Yuhandra Evi Rovikoh Indah Saputri Fachry Abda El Rahman Fadilah, Rahmi Fatih Gama Abisono Nasution Fatimah Az Zahra Fatoni, Tamrin Ferdian, Feri Fikri, M Khoirul Fikri, M. khairul Firman Noor Hasan Firmansyah, Firmansyah Gina Nuzul Ulwan Grance Cristin Tektonik Zai Hamka Hamka, Hamka Haqibul Mujib Harmawan, Violintikha Hartini, Dewi Sri Hendra Pribadi Herawati Herawati Herawati Herawati Herawati Herawati Hidayatullah, Ma’ruf Hulu, Amati Eltriman Ibnu Suhada Ilham Faishal Mahdy Imas Masyitoh Istiqamah, Nurul Kartika Megawati Kayla Salsabilla L. Hendrowibowo Ladiva, Ladiva Lajai Madam, Sri Yulandasari Lareke, Amir A Marlina Marlina Meidinar Eka, Najwa Misrah Misrah Mubarrok, Dede Husni Muhamad Yaqutatul Hadro Mustabsyiroh Mustabsyiroh Mustaghfirin, Ahmad Nasution, Fatih Gama Abisono Nur Aziza, Syalma Alisa Nurul Malikah Pardomuan Tanjung Perwito, Perwito Putri Marshanda Rina Mediaswati, Rina Rini Rini Riski Gusri Utami Rozanah Katrina Herda Safha, Libbya Safitri Endah Winarti Sandi Lesmana Serly, Vanica Setia Budi, Firmansah Siti Mauliya Kusumah Sofyan Sofyan Suyuthie, Hijriyantomi Syifa Utami Asrianty Teguh Mulya Sandi Teja Endra Eng Tju Tengku Riza Zarzani N Thalia, Dinda Whydiantoro Widad Ristia Zulkha Winda Mey Lestari Munthe Wirdawati, Ayu Wulanda Aditiya Wulansari, Nidia Yeni Elviza Febrianti Youmil Abrian Yudi Daryadi