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Sentiment Analysis of Sirekap Tweets Using CNN Algorithm Handoko, Handoko; Asrofiq, Ahmad; Junadhi, Junadhi; Negara, Ari Sukma
INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi Vol 8 No 2 (2024): August 2024
Publisher : Universitas Nusantara PGRI Kediri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29407/intensif.v8i2.23046

Abstract

Background: The research investigates the application of deep learning models for sentiment analysis on Twitter data related to Indonesia's Sirekap system. Sentiment analysis is crucial for understanding public opinion and enhancing the transparency and reliability of election result recapitulation processes. Objective: The objective of this study is to compare the performance of Convolutional Neural Networks (CNN) and CNN-LSTM models in analyzing sentiments from tweets about the Sirekap system. The study aims to identify the most effective model and preprocessing techniques to improve sentiment classification accuracy. Methods: A comprehensive data preprocessing pipeline was implemented, including cleansing, case folding, tokenizing, normalization, stopword removal, and stemming. To address class imbalance, the SMOTE technique was applied. The models were trained and evaluated using accuracy, precision, recall, and F1-score metrics. Pre-trained word embeddings were used to enhance model performance. Results: The CNN model achieved an accuracy of 85.90%, outperforming the CNN-LSTM model, which achieved 79.91% accuracy. Additionally, the CNN model demonstrated superior precision, recall, and F1-score metrics compared to the CNN-LSTM model. The thorough preprocessing and handling of class imbalance significantly contributed to the enhanced performance of the CNN model. Conclusion: The research emphasizes the effectiveness of deep learning approaches, particularly CNNs, in sentiment analysis tasks. The findings highlight the importance of comprehensive preprocessing and class imbalance handling. The use of pre-trained word embeddings and various evaluation metrics ensures robust model performance. These insights contribute to improving the accuracy and efficiency of sentiment classification, thereby enhancing the reliability and transparency of election result recapitulation processes.
PEMBANGKIT LISTRIK TENAGA SURYA OFF GRID DAN APPLIKASINYA Utomo, Darmawan; Handoko, Handoko; Murtianta, Budihardja
Magistrorum et Scholarium: Jurnal Pengabdian Masyarakat Vol. 4 No. 2 (2023)
Publisher : Universitas Kristen Satya Wacana Salatiga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24246/jms.v4i22023p129-138

Abstract

As a tropical country and elongated on the equator, Indonesia greatly benefits from high exposure to sunlight irradiation. This energy can be harvested and used as a substitute for fossil energy which produces a lot of pollution. Unfortunately, this technology is not yet known to many people, including STEM teachers, how to implement it. Schools have a double advantage if they use solar energy because they have a large area and are active when there is exposure to sunlight. This article describes training activities for five MIPA teachers at SMA Kristen I Salatiga. This is a form of disseminating the knowledge possessed by the SWCU Electronics and Computer Engineering Faculty instructors. From the average questionnaire result of 4.76, it can be concluded that they got new knowledge and also stated that solar energy mining is actually quite easy to implement in schools.
EMPLOYEE EMPOWERMENT AND ACHIEVEMENT MOTIVATION ON THE PERFORMANCE OF MADRASAH TEACHER ALIYAH PRIVATE DARUL ARAFAH DELI SERDANG Handoko, Handoko; Akso, Maimun
Dharmawangsa: International Journal of the Social Sciences, Education and Humanitis Vol 1, No 2 (2020): Social Sciences, Education and Humanities
Publisher : Universitas Dharmawangsa Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46576/english.v1i2.755

Abstract

Therefore, attention to the improvement of teacher performance becomes important and becomes a necessity. Especially with the various developments of science and technology today, then a teacher is required to be able to adapt himself so that knowledge and skills given to students are not left behind by the development of science itself.       The study aimed to find out: (1) the relationship between the empowerment of subject teachers and teacher performance,   (2)  the relationship between achievement motivation and the performance of teacher teachers, and (3) the relationship between empowerment of teacher meetings. The population of this research is all teachers of Madrasah Aliyah Swasta Darul Arafah Deli Serdang are 54 people.  The entire population is used as the research sample. The test requirement is done to test normality, linearity, and independence among independent variables. The data analysis technique used correlation and regression and simple correlation and regression and multiple correlation at significance level  = 0,05.
PERKEMBANGAN POLITIK ISLAM DAN IMPLIKASINYA DALAM PENDIDIKAN ISLAM DI INDONESIA Handoko, Handoko
TA'LIMUNA: Jurnal Pendidikan Islam Vol. 11 No. 1 (2022): MARET
Publisher : STAI Ma'had Aly Al-Hikam Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32478/talimuna.v11i1.958

Abstract

AbstractPolitical developments in Indonesia since the old era (orde lama), the new era (orde baru) until the reform era (pasca-orde baru/reformasi) that occurred in Indonesia is a long history that has implications for various fields of life, including in the field of Islamic education. The political policies that emerged in these various orders certainly greatly influenced the existing policies in Islamic education. This research is library research by reviewing the literature that is in accordance with the topic of the development of Islamic politics in Indonesia and its relation to Islamic education. The results of this discussion include the gap between Islamic education and general education, policies on the legality of Islamic Education in the National Education System, and the portion of Islamic education learning in general education institutions. 
Euthanasia Dalam Epos Wiracarita Ramayana Sebagai Jalan Pembebasan Arta, I Gede Arya Juni; Handoko, Handoko; Pernando, Pernando
Dharma Duta Vol 19 No 01 (2021): Dharma Duta : Jurnal Penerangan agama Hindu
Publisher : Fakultas Dharma Duta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33363/dd.v19i01.697

Abstract

Euthanasia means a gentle, comfortable and good death process, especially for patients who are full of suffering and do not have the potential to recover. Euthanasia has become a world discourse, where various groups in various scientific fields have discussed this problem, but until now it has not been completely and objectively resolved. The issue of euthanasia has always been an actual problem, and immediately caused various kinds of debate. This research is a library research, and is focused on qualitative research. Based on the results of research that has been carried out, it can be seen that euthanasia has occurred long before modern medical science developed, and is explicitly explained in Hindu literature, namely in the Rāmāyaṇa epic chapter or part of the 4th book called Kiskinda Kanda. Where the act of euthanasia carried out on Vālī, the king of the Kiskinda kingdom, was passive euthanasia or usually more accepted as "letting person to die”. The implementation of euthanasia is carried out consciously at the request and willingness of the patient to end his life. In Hinduism, every action one does consciously without attachment is the path to liberation.
Pengembangan Fasilitas Dalam Menarik Minat Wisatawan Ke Objek Wisata Kahui Di Kecamatan Bukit Batu Kota Palangka Raya Sulastri, Wayan; Handoko, Handoko; Griya Danika, I Wayan Sindia
Dharma Duta Vol 21 No 2 (2023): Dharma Duta : Jurnal Penerangan Agama Hindu
Publisher : Fakultas Dharma Duta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33363/dd.v21i2.1070

Abstract

Pengembangan pariwisata merupakan suatu rangkaian upaya untuk mewujudkan keterpaduan dalam penggunaan berbagai sumber daya pariwisata mengintegrasikan segala bentuk aspek diluar pariwisata yang berkaitan secara langsung maupun tidak langsung. penelitian ini terdapat dua perumusan masalah dalam skripsi ini adalah, (1) Bagaimana pengembangan fasilitas dalam menarik minat wisatawan ke objek wisata kahui di kecamatan bukit batu kota palangka raya, (2) bagaimana kendala pengembangan fasilitas dalam menarik minat wisatawan ke objek wisata kahui di kecamatan bukit batu kota palangka raya. Penelitian ini menggunakan metode penelitian deskriptif kualitatif dengan teknik pengumpulan data yang digunakan penulis adalah observasi, wawancara, dokumentasi dan kepustakaan. Teori-teori yang digunakan untuk mengkaji permasalahan dalam penelitian ini adalah, (1) Teori pengembangan pariwisata (2) Teori kendala. Subjek penelitian ini adalah mulai dari: pemilik objek wisata kahui, penjaga objek wisata kahui, lurah kelurahan sei gohong, masyarakat lokal yang ada di sekitar objek wisata kahui, dan wisatawan yang berkunjung ke objek wisata kahui. Hasil penelitian ini adalah, (1) untuk mengetahui pengembangan fasilitas objek wisata kahui, (2) untuk mengetahui kendala dalam pengembangan fasilitas objek wisata kahui. Hasil penelitian menjelaskan pengembangan fasilitas dalam menarik minat wisatawan ke objek wisata kahui meliputi pengembangan atraksi wisata, fasilitas wisata, infrastruktur wisata, transportasi wisata dan hospitality (keramah-tamahan). Kendala yang di alami dalam pengembangan wisata kahui yaitu kurang flaying fox, dermaga tepi sungai, penampilan tarian daerah dayak Kalimantan tengah, tracking malam, paket wisata penelitian tumbuhan dan binatang, warung, penginapan, toilet, jalan, bus pariwisata dan kemanan serta pelayanan yang masih akan dikembangkan untuk meningkatkan daya tarik wisatawan.
Modeling The Generation And Attractiveness Of Passenger Demand Trips On The Madiun-Slahung Railway Reactivation Line Leliana, Arinda; Imron, Nanda Ahda; Handoko, Handoko; Puspitasari, Armyta; Oktaviastuti, Blima
Jurnal Teknik Sipil dan Perencanaan Vol 25, No 1 (2023)
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/jtsp.v25i1.34922

Abstract

The reactivation plan of the Madiun-Slahung railway line in the National Railway Master Plan is the main program for the development of the railway network and service stage IV in 2026-2030, therefore it is necessary to conduct research on the demand for traction and generation as well as passenger interest in the future Madiun- This shelters are reactivated. Based on the results of data analysis and discussion of the calculation of the Madiun-Slahung area, it can be concluded that the model of the reactivation area of the Madiun-Slahung railway covers 7 districts, consisting of 45 sub-districts/villages. The method used is a household survey (Household Interview) which is intended to produce data on travel patterns and characteristics that affect the trip. The number of trip generation occurs in the range of numbers 6939-22594 motorbikes/hour for trip production and 1123-52265 motorbikes/hour for trip attraction, where zone 2, Kartoharjo sub-district has the largest number of trip production and zone 4, Ponorogo sub-district has the largest number of trip attractions. This is due to the high population, number of vehicle ownership and the strength of attraction due to the large number of shops and campuses and schools in the zone. The largest travel distribution value occurs in zone 4, because the zone is land use for shops, offices, campuses and schools.
PENGARUH KEPAMIMPINAN TRANSFORMASIONAL KEPALA SEKOLAH DAN BUDAYA ORGANISASI TERHADAP DISIPLIN KERJA GURU SD NEGERI Yuliawati, Yuliawati; Rini, Riswanti; Hariri, Hasan; Handoko, Handoko
PARAMUROBI: JURNAL PENDIDIKAN AGAMA ISLAM Vol 6 No 2 (2023): PARAMUROBI: JURNAL PENDIDIKAN AGAMA ISLAM
Publisher : Program Studi Pendidikan Agama Islam Fakultas Ilmu Tarbiyah dan Keguruan UNSIQ Jawa Tengah

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32699/paramurobi.v6i2.5940

Abstract

This research investigates how the leadership style of school principals, teacher commitment, and the organizational culture affect teacher discipline in Public Elementary Schools in the Banyumas District, Pringsewu Regency. The study uses a quantitative approach and includes 122 public elementary school teachers as participants. Data was collected through questionnaires, and analysis involved regression tests to assess normality, heteroskedasticity, multicollinearity, and data linearity. The findings show that both transformational leadership of the school principal and organizational culture have a positive and significant impact on teacher discipline. Moreover, when combined, these factors also positively and significantly influence teacher discipline.
Pengaruh Model Pembelajaran Teams Games Tournament Berbantuan Media Visual Word Search Puzzle Terhadap Hasil Belajar Bahasa Indonesia Sani, Aisyah Mutiara; Khairani, Fadilah; Handoko, Handoko; Surahman, Maman
9 772338317006
Publisher : Program Studi Magister Manajemen Pendidikan

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

Abstract

Masalah dalam penelitian adalah rendahnya hasil belajar peserta didik pada mata pelajaran bahasa Indonesia. Tujuan penelitian adalah untuk mendeskripsikan dan menganalisis adanya pengaruh dan perbedaan yang signifikan pada penggunaan model pembelajaran teams games tournament berbantuan media visual word search puzzle terhadap hasil belajar bahasa Indonesia. Jenis penelitian adalah penelitian kuantitatif dengan jenis metode penelitian eksperimen. Desain penelitian yang digunakan yaitu non-equivalent control group design.Sampel dalam penelitian peserta didik kelas V dengan jumlah 17 orang. Teknik analisis data yang digunakan dalam penelitian adalah uji regresi linier sederhana. Hasil menunjukkan bahwa fhitung=15,66 ≥ ftabel=4,54. Berdasarkan analisis data yang telah dilakukan menunjukkan bahwa terdapat pengaruh penggunaan model pembelajaran teams games tournament berbantuan media visual word search puzzle terhadap hasil belajar peserta didik pada mata pelajaran bahasa Indonesia.
Penggunaan Webuse dalam Mengevaluasi Usability Perpustakaan Digital Akademik (Studi Kasus: Universitas Mikroskil) Handoko, Handoko; Murdiaty, Murdiaty; Joosten, Joosten
JUSTIN (Jurnal Sistem dan Teknologi Informasi) Vol 12, No 1 (2024)
Publisher : Jurusan Informatika Universitas Tanjungpura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26418/justin.v12i1.69686

Abstract

Pandemi Coronavirus Disease (covid-19) memberikan dampak perubahan terhadap seluruh bidang kehidupan. Salah satu bidang yang mengalami dampak perubahan yang cukup signifikan adalah dunia pendidikan. Dalam rangka mencegah penyebaran virus covid-19 ini, proses pembelajaran yang awalnya berupa tatap muka tidak dapat dilaksanakan dan diganti menjadi pembelajaran daring (online). Pembelajaran ini perlu didukung dengan ketersediaan sumber pembelajaran bagi peserta didik, termasuk perpustakaan digital. Perpustakaan digital merupakan sebuah kumpulan informasi dan layanan dapat diakses dalam format digital. Hal ini berarti sebuah konsep perpustakaan yang memungkinkan akses jarak jauh dengan konten yang dapat diakses bebas tanpa dibatasi oleh ruang dan waktu. Universitas Mikroskil juga memiliki perpustakaan yang juga dilengkapi dengan dukungan teknologi berupa perpustakaan digital. Melalui perpustakaan digital, kegiatan transaksi untuk pengelolaan buku perpustakan juga telah dapat dilakukan. Informasi dan koleksi yang ada pada perpustakaan juga telah diupayakan untuk dapat diakses oleh para sivitas akademik melalui perpustakaan digital yang berbasis website. Agar perpustakaan digital dapat digunakan dan diterima oleh penggunanya, tentu perpustakaan digital harus memiliki usability yang baik. Evaluasi usability pada perpustakaan digital perlu dilakukan untuk mengetahui seberapa sesuai dan tepat dengan kebutuhan pengguna. Penelitian ini akan menggunakan pendekatan kuantitatif dengan melibatkan survei dari pengguna perpustakaan digital akademik Mikroskil yaitu mahasiswa Universitas Mikroskil. Metode yang akan digunakan adalah Website Usability Evaluation tools (Webuse). Hasil penelitian ini diharapkan dapat memberikan rekomendasi perbaikan yang lebih baik bagi pengembang website perpustakaan digital akademik Mikroskil.
Co-Authors A. B. Tjandrarini Abdul Kadir Ritonga Abdurrahim, Abdurrahim Abubakar, Rafeah Adiredjo, Afifuddin Latif Afiyanti, Mufidah Afnan Rosyidi Ag. Bambang Setiyadi Ainur Rosidah Akso, Maimun Al Ihsan, Rozaan Faros Alfian Alfian Alfian Yuda Prasetiyo Alif Luthvi Azizah Amanda, M. F. Aminudin Afandhi Ananda, Rusydi Andarin, Marsasanda Apriantoni, Riyan Aprilianin, Vike Arga Buntara Arie Munandar Armyta Puspitasari Arsana, I Nyoman Alit Arta, I Gede Arya Juni Asrofiq, Ahmad Astuti, Septiana Widi Atik Siti Kuswati Baroro, Ismatul Bay, Johanis Aryo P. B. Bhisma Murti BOBBY RAHMAN, BOBBY Budi Basuki, Budi Budihardja Murtianta Bujang Rahman Churniawan, Erifendi Churniawan, Erifendy Damayanti, Ajeng Tyas Darmawan Utomo darmawan, endras setiyo Dhamayanti, Dhamayanti Dharmawan, I Gusti Agung Dina Maulina Edi Sumarno Een Y. Haenilah Een Yayah Haenilah Efrina, Efrina EKO HARIADI Eko Setiawan Elly Elly Endras Setyo Darmawan Evriani, Yulis Farha, Syahla Athiya Fatkhur Rohman Fitria Kasih Gianto, Shafa Cesania Ginting, Junita Setiana Godwin Godwin Griya Danika, I Wayan Sindia Gunada, I Wayan Agus Gusti Ngurah Ketut Putera Hagus Tarno Hasan Hariri Hasan, Aiza Nirmala Hasanudin Hasanudin Hawariy, Salik Hendry Herbawani, Chahya Kharin Herpratiwi Herpratiw Hondo, Nico Fernando Husnul Marpaung, Ira Imron, Nanda Ahda Indrayani, Sari Isafitri, Shania Bernika Dian Izzatika, Amrina Jaidi, M Nur Jarudin Jarudin Jaya, Thoha BS. Jayanti, Anisa Joosten Joosten Julianto Lemantara Junadhi, Junadhi Kandriasari, Annis Kaur, Sheena Khairani, Fadilah khusnul khotimah Kotambunan, Charity Kris Budiono Krisdiani, Liza Kurniasih, Budiastuti Kurniawan, Safrudin Kurniawan, Wingky Kuswati, Atik R.R Siti Leliana, Arinda Liawatimena, S. Lishanata, Mida Lukman Hakim Ma'mun, Sukron Mafaza, Vika Nur Malaiholo, David Maman Surahman Manuain, Donald Arinanda Marcelina, Dona Mega Aria Monica, Mega Aria Mesiono, Mesiono Muh. Yusuf Muhtasor, Muhtasor Murdiaty Murdiaty, Murdiaty Nanda Ahda Imron Negara, Ari Sukma Nina Karina Ningtyas, Ika Wulandari Utami Noper Tulak O, Theresia Wuri Oktaviastuti, Blima Paulus, Ardianus Permata, Tiara Bunga Mayang PERNANDO, Pernando Prajogi, Gregorius Ben Pratama, Wisnu Bayu Priyanto, Sapto Purnawati, Ni Wayan Putri, Hana Salsabila R Kunjana Rahardi Rabiyatul Adawiyah Siregar Rachman, Natriya Faisal Rahardjo, Setyo Sri Revassy, Rosalina N Rian, Yuriansyah Rini Hidayati Riswandi Riswandi Riswanti Rini Riyanta, Wawan Rosidin Rosidin Rozaq, Fadli Salim, Rin Rin Meilani Sana, I Nyoman Lingga Sani, Aisyah Mutiara Sari, Rose Novita Sari, Siti Rahma Sekarutami, Sri Mutya Septin Puji Astuti Setyawan Bekti Wibowo Silvi Ikawati, Silvi Siti Rihastuti Soehartati Gondhowiardjo Sowiyah Sowiyah Sri Yulina Wulandari Su Kia, Lau Sucitra, Diah Ayu Sulastri, Wayan Sunyono - - Suparno Suparno Supriyadhi, Supriyadhi Suyono, Tri Tanjung, Zulkifli Taryono, Taryono Tauhid, Booni Turnip, Raelida U. Hernawan Uniplaita, Tiper K. M. Upik Kesumawati Hadi Uswatun Hasanah Utari, Dyah Vanessia, Mutia Vito Filbert Jayalie, Vito Filbert Vonny Tiara Narundana Wahyu Pamungkas Wahyudi Rahmat Widada Widada, Widada Wirawan, Willy Artha Yogo Setiawan Yohana, Nelvi Yuliana Setyaningsih Yuliawati Yuwono Wiarco Zulkarnaen, Akbar