ABSTRAK Pesatnya kemajuan teknologi AI-Generated seperti DALL-E dan Nano Banana dalam menghasilkan citra realistis menimbulkan ancaman serius terkait penyebaran misinformasi visual di media sosial. Hal ini menciptakan urgensi untuk membedakan konten Foto Alami dan sintetis secara otomatis. Penelitian ini bertujuan mengembangkan sistem deteksi citra AI-generated yang andal menggunakan arsitektu…
Majelis Ulama Indonesia (MUI) Provinsi Riau berperan penting dalam pengembangan dakwah, namun masih terbatas dalam evaluasinya. Memahami respon jamaah melalui umpan balik sangat penting, tetapi analisis manual terhadap ribuan komentar tidak efektif. Penelitian ini bertujuan menerapkan topic modeling untuk mengidentifikasi tema-tema utama yang terkandung dalam opini jamaah secara otomatis. Algor…
Pemilihan Presiden merupakan momen penting dalam proses demokrasi yang sering memicu beragam opini publik di media sosial. Penelitian ini bertujuan untuk menganalisis sentimen masyarakat Indonesia terhadap Pemilihan Presiden 2024 melalui platform X (Twitter) dengan memanfaatkan metode Robustly Optimized BERT Pretraining Approach (RoBERTa). Data penelitian terdiri dari 5.000 tweet berbahasa Ind…
Liberica coffee is an economically valuable plantation commodity, yet identifying its varieties based on morphological characteristics before the age of two years remains challenging. This limitation hampers the efficiency of early-stage selection and the development of superior cultivars. The core issue lies in the inability of morphological methods to distinguish between the Lim 1 and Lim 2 v…
Toko Ingat Selalu Tangerang is a retail store that sells various building materials and furniture accessories. In meeting customer needs, the store often encounters difficulties in recommending complementary products that are likely to be purchased together. It also faces challenges in determining which products should be restocked or prioritized, as such decisions are frequently based on perso…
Transisi dari Diabetes Melitus Tipe 1 (DMT1) ke Tipe 2 (DMT2) merupakan tantangan klinis yang signifikan, di mana identifikasi pasien berisiko tinggi seringkali sulit dilakukan karena keterbatasan data dan kompleksitas faktor prediktor. Penelitian ini bertujuan untuk mengembangkan model prediktif menggunakan algoritma Random Forest guna memprediksi risiko transisi tersebut pada pasien di Rumah …
The changes made by Elon Musk to the Twitter app have triggered various reactions from users around the world, including users in Indonesia. These reactions can be seen in Twitter reviews on the Google Play Store. To understand the reactions given by Indonesian users, it is necessary to conduct sentiment analysis with the IndoBERT model. Sentiment analysis of Twitter changes is used to determin…
With the rapid advancement of information technology, government agencies are required to manage technological resources effectively and securely. The Communication, Informatics, and Statistics Office of Riau Province (DISKOMINFOTIK), which plays a key role in managing communication, informatics, and statistics in the region, faces several challenges. These include increasing cybersecurity risk…
The Integrated Dynamic Archives Information System (SRIKANDI) is an application developed by the National Archives of the Republic of Indonesia (ANRI) to support electronic archive management in government agencies. This research was conducted at the Riau Regional Office of the Ministry of Religion using the System Usability Scale (SUS) method to evaluate user satisfaction. The evaluation stage…
Information technology is an important part for the Kampar Regency Social Service in carrying out and managing its activities. The Kampar Regency Social Service has a vision, mission, goals and strategic plans that aim to improve the services of PMKS (People with Social Welfare Problems) and improve the services of PPKS (Social Welfare Service Recipients). This study aims to analyze the informa…
The stock market plays an important role as an indicator of business asset value and is the primary choice in the world of investment. PT Telkom Indonesia (Persero) Tbk is one of the state-owned enterprises whose shares are highly sought after by investors, but its share price often fluctuates due to economic, political, and market sentiment factors. The objective of this study is to predict th…
This study examines the application of the Random Forest algorithm to classify delivery methods among hypertensive patients at RSUD Dumai. The research is motivated by the issue of data imbalance, where cesarean deliveries are substantially more prevalent than normal deliveries. To address this challenge, two modeling approaches are implemented: a baseline model and an optimized model, with per…
West Sumatra Province has a high level of disaster vulnerability due to its geographical location in an active seismic zone and tectonic plate convergence area. However, no mapping system is available to classify regions based on disaster preparedness, making disaster management ineffective. Therefore, this research aims to classify and describe the main characteristics of areas in West Sumatra…
The National Amil Zakat Agency (BAZNAS) of Riau Province is an independent institution located in Riau Province that manages zakat, infaq, and alms funds. This study aims to redesign the business process flow of zakat collection at BAZNAS Riau Province to improve efficiency, effectiveness, and service quality for the muzaki (zakat). Based on observations, the current business process still face…
This study aims to analyze Indonesian public sentiment regarding the issue of Indonesia's participation in the BRICS Summit through the social media platform Twitter (X). The method used in this research is the Convolutional Neural Network (CNN) for sentiment classification, combined with Fasttext as the word embedding technique. Data were collected through web scraping, resulting in 2,025 twee…
Digital transformation has driven Bank Negara Indonesia (BNI) to introduce the wondr by BNI application as a replacement for BNI Mobile Banking. This study aimed to analyze user sentiment regarding this transition through user reviews collected from the Google Play Store. A total of 35,644 review data were classified into three sentiment categories: positive, neutral, and negative. To address c…
PT. Langgak Inti Lestari is one of the companies that uses chemicals in the palm oil processing. Fluctuating and unmeasured usage can lead to increased production costs. This study develops a chemical stock prediction model using the Seasonal Decomposition method and the Seasonal Auto Agressive Integrated Moving Average (SARIMA) model A total of 472 raw data records were obtained from PT. Langg…
The Kampar River is one of the important rivers located in Riau Province, where it is formed by the confluence of two nearly equally large rivers, namely the Kampar Kiri River and the Kampar Kanan River. The Kampar Kiri River is a watercourse where the fish species commonly found are primarily edible fish, making this river one of the centers of fisheries production in Riau. The Channidae famil…
The Indonesia Smart College Card (KIP-K) scholarship is one of the scholarships that is in high demand by Riau University students. Analysis to determine objective scholarship recipients is needed. In addition, it is also necessary to identify factors that affect KIP-K graduation. This research builds a prediction model for KIP-K scholarship graduation at Riau University using the Random Forest…