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TOPIC MODELLING SKRIPSI MENGGUNAKAN METODE LATENT DIRICLHET ALLOCATION Alfanzar, Alif Iffan; Khalid, Khalid; Rozas, Indri Sudanawati
Jurnal Sistem Informasi Vol 7 No 1 (2020)
Publisher : Universitas Serang Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30656/jsii.v7i1.2036

Abstract

Abstrak - Program Studi Sastra Inggris di Universitas Islam Negeri Sunan Ampel Surabaya (UINSA) telah ditemukan permasalahan bahwa belum ada yang melakukan clustering pada topik skripsi mahasiswa. Clustering tersebut digunakan dalam topic modelling untuk melihat tren dan kesuaian minat pada Program Studi Sastra Inggris UINSA. Metode Latent Dirichlet Allocation (LDA) merupakan salah satu metode topic modelling yang paling populer saat ini. Dalam penelitian ini mengambil sejumlah 584 abstact skirpsi dalam bahasa inggris sebagai dataset. Penggunaan dataset berbahasa inggris dikarenakan pada pre-processing data yang tersedia standartnya baru untuk bahasa inggris. Setelah melewati proses tersebut, setiap kata yang muncul akan dihitung menggunakan metode Bag of Word. Metode LDA mengklusterkan dengan menglihat jumlah kemunculan kata pada Bag of Word, kemudian menentukan jumlah cluster atau jumlah topik dan menentukan jumlah iterasi. LDA menandai setiap kata pada topik secara semi random distribution kemudian menghitung probabilitas topik pada dokumen dan menghitung probabilitas kata pada topik setiap iterasinya. Penelitian ini melakukan percobaan pemodelan topik sebanyak 5 kali uji iterasi dan jumlah topik yang berbeda. Berdasarkan percobaan tersebut telah didapatkan hasil kemudian dianalisis bahwa 3 adalah jumlah topik yang paling fit. Hasil tersebut diujikan secara kualitatif kepada pihak stakeholder Program Studi Sastra Inggris UINSA, dan dinyatakan sesuai dengan tren serta minat pada Program Studi Sastra Inggris UINSA. Kata kunci :  Clustering, Iterasi, LDA, Probabilitas, Topic Modelling.
Penyusunan Instrumen Maturity Assessment Design Toolkit Berbasis COBIT 2019 Indrawati, Anna Retno; Rozas, Indri Sudanawati; Wahyudi, Noor
Edu Komputika Journal Vol 10 No 1 (2023): Edu Komputika Journal
Publisher : Jurusan Teknik Elektro Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/edukomputika.v10i1.59761

Abstract

Penerapan teknologi informasi dalam organisasi selain disamping membutuhkan investasi yang besar juga mempunyai risiko yang tinggi sehingga membutuhkan pengawasan secara menyeluruh, oleh karena itu diperlukan tata kelola TI dan audit agar berjalan sesuai tujuan. Audit teknologi informasi dilakukan menggunakan framework, salah satunya yaitu COBIT 2019 yang merupakan versi terbaru dari COBIT. Audit TI dilakukan dengan tujuan menemukan dan memperbaiki gap antara keadaan dan tujuan organisasi. Untuk menemukan gap perlu dilakukan penilaian maturity. Dalam COBIT 2019 untuk mendapatkan nilai maturity diperlukan nilai capability dari tujuh komponen yang ada, namun COBIT 2019 hanya terdapat panduan penilaian capability untuk komponen proses belum beserta enam komponen lainnya. Penelitian ini bertujuan untuk mengembangkan maturity assessment design toolkit yang sesuai dengan framework COBIT 2019. Metode yang digunakan dalam penelitian ini adalah Research and Development (RnD) level 1 Sugiyono yang disesuaikan dengan kebutuhan penelitian. Hasil penelitian menunjukkan bahwa proses desain produk dilakukan dalam enam tahapan yaitu identifikasi proses, identifikasi komponen, identifikasi aktivitas, identifikasi capability, desain perhitungan nilai capability, dan desain perhitungan nilai maturity.
Pengaruh Social Culture dan Environmental Awareness terhadap Perilaku Islamic Green Computing (IGC) Pasuna, Safitra Ramadhani; Yalina, Nita; Rozas, Indri Sudanawati
Systemic: Information System and Informatics Journal Vol. 10 No. 2 (2024): Desember
Publisher : Program Studi Sistem Informasi Fakultas Sains dan Teknologi, UIN Sunan Ampel Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29080/systemic.v10i2.1825

Abstract

Islamic Green Computing (IGC) is a concept of using Information Technology based on Islamic values effectively and efficiently. Religious, Economic, Gender, and Environmental Awareness research variables on Islamic Green Computing behavior. This data was obtained from 90 students using the UIN Sunan Ampel Surabaya Integration Laboratory based on the Slovin formula using simple random sampling technique. The method used is multiple linear regression analysis, producing Religious and Environmental Awareness significantly influence the behavior of Islamic Green Computing while the Economy and Gender have no significant effect on the application of Islamic Green Computing. Green Islamic Computing can be done by increasing the religiosity and environmental awareness of students, thus the application of the IGC concept can be done and applied well.
Literasi digital Sebagai Moderator WFH dan Produktivitas: Studi Kasus di UIN Sunan Ampel Surabaya Ardianti, Cintia; Aji, Bramasta Kurnia; Rozas, Indri Sudanawati; Kunaefi, Anang
Systemic: Information System and Informatics Journal Vol. 11 No. 1 (2025): Agustus
Publisher : Program Studi Sistem Informasi Fakultas Sains dan Teknologi, UIN Sunan Ampel Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29080/systemic.v11i1.2067

Abstract

This study aims to explore the relationship between digital literacy and employee productivity during the COVID-19-induced work-from-home (WFH) scenario at UIN Sunan Ampel Surabaya. The government's social restrictions prompted the adoption of WFH strategies in higher education institutions. Utilizing Structural Equation Modeling-Partial Least Squares (SEM-PLS), a positive correlation was identified between WFH practices and employee productivity (path coefficient: 0.424). However, the impact of digital literacy on this correlation proved non-significant (path coefficient: -0.013, T Statistics: 0.258, P Values: 0.0796). These results emphasize the critical role of fostering digital literacy to elevate employee productivity in the WFH environment, offering valuable insights for organizations navigating remote work challenges
DIGITAL LIBRARY ACCEPTANCE ANALYSIS USING COMPUTER-ASSISTED QUALITATIVE DATA ANALYSIS SOFTWARE (CAQDAS) AT UIN SUNAN AMPEL SURABAYA Rosyadi, Muhammad Zaidan; Rozas, Indri Sudanawati; Khalid, Khalid
Jurnal TAM (Technology Acceptance Model) Vol 14, No 2 (2023): Jurnal TAM (Technology Acceptance Model)
Publisher : Institut Bakti Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56327/jurnaltam.v14i2.1552

Abstract

This study aims to determine the factors that influence the interest of UIN Sunan Ampel Surabaya students in using the Digital library. This study uses the Content Analysis model using the Computer-Assisted Qualitative Data Analysis Software (CAQDAS) technique as the sampling method. The number of samples in this study were 6 informants. Content Analysis according to Krippendorff, (2004) is a research method used to arrive at conclusions that can be replicated with valid results from the data to the context, with the result being new insights, representations of facts and practical guidance for action. To manage the data that has been obtained in the field, researchers use the NVivo software. The results obtained show seven significant conclusions, that the acceptance of the Digital Library by UIN Sunan Ampel Surabaya students is good enough with constructive answers.
Teknologi Opinion Mining untuk Mendukung Strategic Planning Rolliawati, Dwi; Khalid, Khalid; Rozas, Indri Sudanawati
Jurnal Teknologi Informasi dan Ilmu Komputer Vol 7 No 2: April 2020
Publisher : Fakultas Ilmu Komputer, Universitas Brawijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jtiik.2020721685

Abstract

Banjir data di era Big Data sudah tidak bisa terelakkan lagi. Termasuk di dalamnya data yang sangat melimpah di media sosial daring. Peluang inilah yang ditangkap sebagai alasan utama pada penelitian ini. Opinion mining sebagai salah satu teknologi dalam mengolah data teks untuk memperoleh arah informasi dari komentar/opini masyarakat. Mengambil obyek penelitian UIN Sunan Ampel Surabaya, penelitian ini bertujuan untuk menganalisis opini masyarakat tentang kampus Islam terbesar di Surabaya. Sehingga bisa menjadi pendukung keputusan bagi pihak manajemen untuk merumuskan perencanaan strategis terwujudnya visi World Class University. Penelitian ini menggunakan 4009 data sampel berbahasa Indonesia yang diambil dari opini masyarakat di media sosial Twitter dalam kurun waktu dua tahun terakhir (2017 – 2018). Dari 4009 data dihasilkan 31837 jenis kata setelah melalui proses stop-word removal. Berdasarkan analisis sentiment menggunakan pendekatan Vader dan Liu yang divisualisasikan melalui grafik K-Means, dihasilkan bahwa opini publik terhadap UIN Sunan Ampel mengarah pada sentimen ’netral’ sebesar 97,54%, sedangkan sentiment positif =2,16%, dan sentiment negatif = 0,34%. Hasil tersebut membuktikan bahwa Information Capital tentang UIN Sunan Ampel perlu diperkuat menuju nilai “positif”. Sehingga diperlukan upaya maksimal untuk membangun innovation and commercially supremacy, perception (public relation) dan scalability strategies supaya internal operation bisa handal untuk ketercapaian visi misi UIN Sunan Ampel Surabaya. AbstractData deluge in Big Data era is inevitable, this including a very abundant data in online social media. This phenomenon  was chosen as the main background reason in this research. Opinion mining is as one of the technologies in processing text data to obtain information direction from public comments/opinions. Taking the object of research at Sunan Ampel Islamic State University Surabaya, this study aims to analyze public community opinion toward the biggest Islamic campus in Surabaya. Hopefully,  it would be beneficial as decisional support for management in formulating strategic planning to manifest the World Class University vision. This study uses 4009 Indonesian language sample data taken from public opinion on Twitter social media in the past two years (2017 - 2018). Out from 4009 data, 31837 types of words are obtained after going through a stop-word removal process. Based on sentiment analysis by Vader and Liu’s approach which was visualized by K-Means graphs, the finding was that 97,54% of public opinion toward Sunan Ampel Islamic State University Surabaya led to a 'neutral' sentiment, while positive = 2,16% and negative=0,34%. These results prove that Information Capital about Sunan Ampel UIN needs to be strengthened towards "positive" image. For this reason, maximum effort is needed to build innovation and commercialization of supremacy, perception (public relations) and scalability strategies so that internal operations can be reliable in achieving the vision of Sunan Ampel Islamic State University Surabaya.
Identifikasi terhadap Pengaruh Disrupsi Teknologi pada Kultur Masyarakat Indonesia yang Islami berdasarkan Framework Digital Quotient Muhammad Rijal Bagus Hernanda; Indri Sudanawati Rozas; Wiwin Luqna Hunaida
SATESI: Jurnal Sains Teknologi dan Sistem Informasi Vol. 4 No. 2 (2024): Oktober 2024
Publisher : Yayasan Pendidikan Penelitian Pengabdian ALGERO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/satesi.v4i2.3130

Abstract

This research aims to analyze the influence of digital intelligence on social interaction, especially in the context of Islamic culture in Indonesia in the era of technological disruption. This research uses a literature study method with a qualitative approach, where data is obtained from relevant literature, including journals, books and articles published between 2018 and 2023. Data collection was conducted through Google Scholar with keyword sorting techniques related to Indonesian culture and social interaction. The results show that the development of digital intelligence, especially in the aspect of digital communication, has a significant impact on people's social interactions. Although technology provides convenience in communication, it also contributes to the decline of the values of direct interaction that were previously an integral part of Islamic culture. In addition, new challenges arise in the form of the spread of false information that can affect social harmony. In conclusion, digital intelligence offers solutions for society to adapt to digital life.
Implementation of Business Process Reengineering To Minimize Customer Complaints Dzul Fikry, Muhammad; Sudanawati Rozas, Indri; Muslihul Amin, Faris
Return : Study of Management, Economic and Bussines Vol. 2 No. 4 (2023): Return : Study of Management, Economic And Bussines
Publisher : PT. Publikasiku Academic Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57096/return.v2i04.90

Abstract

Service in an organization is highly correlated with the level of customer satisfaction with the quality of service provided. From this activity, improvements will be made to the Business Processing Reengineering method so that the business process can run properly and efficiently. To test whether it is true that the Business Process Reengineering (BPR) approach has been able to minimize customer complaints, in this case, PDAM Giri Tirta Gresik will carry out an identification and analysis stage first on any problems. Based on the existing problems, the focus of this research was emphasized on the service process to fulfill clean water in Gresik Regency, especially in the reengineering process for new installations. A comparison of new installation business processes before and after the Business Process Reengineering, namely the percentage of throughput efficiency tests of  94.44% from 73.99% of ongoing business processes and provides the final simulation results in the form of BPMN notation which takes maximum time. which is obtained in 24 days 2 hours 20 minutes from 26 days 16 hours 5 minutes in the new installation process.