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Aspect-Based Sentiment Analysis on E-commerce Reviews using BiGRU and Bi-Directional Attention Flow
Setiadi, De Rosal Ignatius Moses
; Warto, Warto
; Muslikh, Ahmad Rofiqul
; Nugroho, Kristiawan
; Safriandono, Achmad Nuruddin
Journal of Computing Theories and Applications
Vol 2
, No 4
(2025)
Aspect-based sentiment Analysis (ABSA) is vital in capturing customer opinions on specific e-commerce products and service attributes. This study proposes a hybrid deep learning model integrating Bi-Directional Gated Recurrent Units (BiGRU) and Bi-Directional Attention Flow (BiDAF) to perform aspect-level sentiment classification. BiGRU captures sequential dependencies, while BiDAF enhances attention by focusing on sentiment-relevant segments. The model is trained on an Amazon review dataset wit...
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7 Sitasi
Design and Validation of a Medicinal Plant Diversity Learning Module Based on Research in Las-Lasan Village Klaten for High School Students
JOURNAL OF BIOLOGY LEARNING
Vol 7
, No 1
(2025)
This study examines the diversity of medicinal plants in Las-Lasan Village, Klaten, and develops a research-based learning module for high school students. This research is part of a research and development project encompassing the following stages: preliminary study, planning, initial product development, revision of the initial product, limited field testing, and revision of the second product. The learning module design is based on existing learning modules used in high schools and integrate...
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Penentuan Penerima BSM Secara Objektiv Berdasarkan Metode Decision Support System VIKOR
Jurnal Informatika dan Rekayasa Perangkat Lunak
Vol 6
, No 2
(2025)
This research was conducted because of complaints from several parents regarding the BSM decision at SDN Kalanganyar ABC, however there were several students who were less well off because the choice of BSM was still subjective. SDN Kalanganyar ABC always holds activities related to BSM admissions once a year. It is hoped that this activity can also provide benefits for students who are poor but have excellent grades so they can carry out activities without being burdened by financial needs. In...
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Analysis of the Influence of Family Support and Medical Personnel, Medical Personnel Competence on Childbirth Planning Decisions with Patient Experience at the Obstetrics Polyclinic as an Intervening Variable at Mayapada Hospital Kuningan
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
The background of this research is relevant to evaluate and improve services in Mayapada Hospital Kuningan , especially in the obstetrics polyclinic. By understanding the relationship between family support and medical personnel, medical personnel competence, patient experience to the obstetrics polyclinic as an intervening variable, and the decision of the birth plan. In addition, there is also a need to evaluate the factors that influence the decision of the birth plan. The purpose of the stud...
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Utilization of Granite Marble Waste as a Coarse Aggregate Substitute and Shell and Egg Shell Waste as a Cement Substitute in Environmentally Friendly Concrete Innovations
Adhi, Bagas Wahyu
; Hidayawan, Ahmad
; Setiyanto, Beni
; Kurniawan, Andri
; Nanda Syahputra, Hanif
; Yoga Prastika, Annisa
; Ridwan Nurrohim, Rio
; Adi Wahyu Nugroho, Satrio
; Mayasari, Sri
Media Komunikasi Dunia Ilmu Sipil
Vol 6
, No 2
(2025)
In the current era of technological development, the need for concrete has increased quite significantly in infrastructure development, because concrete itself is the main component of a structure. Exploitation in extracting materials from nature has resulted in a reduction in green land and problems regarding people's awareness of the waste found around them. So there is a need for ideas or innovations to reduce or even end this problem. The use of alternative aggregates can reduce natural dama...
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SOSIALISASI PEMAHAMAN PERENCANAAN KEUANGAN PRIBADI DAN INVESTASI PEMULA BAGI SISWA SMK N 1 KEJOBONG
Wirawan, Nugroho Budi
; Fitriana, Aning
; Arofah, Anastasia Anngarkusuma
; Tyas, Karunia Zuraidaning
; Anggar, Anastasia
Perwira Journal of Community Development
Vol 5
, No 1
(2025)
Perencanaan keuangan pribadi dan pemahaman investasi menjadi kebutuhan yang semakin mendesak di era modern ini, terutama bagi generasi muda. Metode pelaksanaan kegiatan pengabdian kepada masyarakat ini dirancang secara sistematis untuk memastikan bahwa siswa SMA sederajat mendapatkan pemahaman yang mendalam tentang perencanaan keuangan pribadi dan investasi pemula. Kegiatan pengabdian kepada masyarakat ini berlangsung di Auditorium UNPERBA pada tanggal 16 September 2024, diikuti oleh siswa-siswi...
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Adopting Cybergogy Approach for An Enhanced English Language Instruction: Learners’ Views
Jurnal Komunikasi Pendidikan
Vol 9
, No 1
(2025)
This research aims to investigate vocational school learners' perspectives on the cybergogy approach for an enhanced English language instruction. Utilizing a quantitative research design, the study surveyed 619 students across 17 vocational schools in Yogyakarta Province. The results indicate that the majority of learners find the cybergogy approach engaging and effective, particularly due to its interactive nature and the flexibility it offers. Learners appreciated the ability to access learni...
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Integration of Local Wisdom in E-Modules of PjBL Model: Facilitating Understanding Concept and Learning Independence of High School Physics Students
Jurnal Penelitian Pembelajaran Fisika
Vol 16
, No 1
(2025)
This study aims to determine the level of feasibility and effectiveness of the e-module PjBL model that integrates Local Wisdom. The type of research conducted is development research with the 4D model, which includes Define, Design, Develop, and Disseminate.. The samples used were 36 students for limited testing and 3 MIPA XI classes consisting of 108 students for field testing which were divided into experimental classes, control class 1, and control class 2. The instruments used included e-mo...
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Pengembangan Sistem Pendeteksi Kebocoran Gas Lpg Berbasis Internet Of Things Di Putra Laundry Ungaran
JUISI : Jurnal Ilmiah Sistem Informasi
Vol 4
, No 1
(2025)
Penggunaan gas LPG sebagai sumber energi utama pada mesin setrika uap di Putra Laundry Ungaran menghadirkan risiko kebocoran gas yang dapatmenyebabkan kebakaran. Untuk mengatasi masalah ini, penelitian ini bertujuanmerancang dan mengimplementasikan sistem pendeteksi kebocoran gas LPG berbasis Internet of Things (IoT). Sistem ini menggunakan mikrokontroler NodeMCU ESP8266 sebagai pusat pengolahan data, sensor gas MQ-6 untuk mendeteksi kebocoran LPG, dan flame sensor untuk mendeteksi keberadaan ap...
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Green Campus and Ecological Citizenship: The Mediating Role of Energy Citizenship
Jurnal Riset sosial humaniora, dan Pendidikan (Soshumdik)
Vol 4
, No 4
(2025)
This study aims to analyze the influence of the implementation of UM Green Campus program on students’ ecological citizenship awareness at Universitas Negeri Malang, with energy citizenship as a mediating variable. The research uses a quantitative approach with a descriptive-explanatory design. Data were collected using a Likert-scale questionnaire distributed to 415 respondents selected through proportional random sampling. Data analysis employed a path analysis model using SEM-PLS method. The...
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