Browsing Data Science and Artificial Intelligence by Title
Now showing items 1-10 of 20
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Analisis Aktivitas Pengguna Mobile Banking Berdasarkan Klasterisasi Waktu Transaksi Menggunakan Metode Self-Organizing MAP (SOM)
(Universitas Sumatera Utara, 2025)Pertumbuhan pesat layanan mobile banking di Indonesia menuntut pemahaman yang lebih dalam terhadap perilaku pengguna, terutama dalam hal waktu dan pola transaksi. Namun, tantangan yang dihadapi adalah bagaimana mengelompokkan ... -
Analisis Multidimensional Database untuk Pengembangan Bisnis Perbankan
(Universitas Sumatera Utara, 2023)The development of a location unit for a new business is an omen of the success of a business. However proper analysis is needed so that the decision to develop is more effective and efficient. This research discusses a ... -
Analisis Perkembangan Hidup Biota Air Tawar pada Ekosistem Akuaponik
(Universitas Sumatera Utara, 2025)This study examines the impact of ammonia levels on the development of freshwater biota, with a special focus on snakehead fish (Channa striata) and spinach (Amaranthus sp.) in an aquaponic ecosystem. The experiment was ... -
Analisis Pola Media Sosial Twitter untuk Meningkatkan Kesadaran Pengguna Menggunakan Random Forest
(Universitas Sumatera Utara, 2024)This study aims to analyze Twitter user behavior patterns in an effort to increase user awareness, as well as identify parameters that are significant to these patterns. User awareness is measured using a metric attribute ... -
Analisis Prediktif Ketahanan Pangan Berbasis Data Spasial dengan Metode Random Forest Dan Cellular Automata di Provinsi Nusa Tenggara Timur
(Universitas Sumatera Utara, 2025)Food security remains a key concern in sustainable development, especially in regions like East Nusa Tenggara (NTT) that are prone to drought and land conversion. This study aims to explore future food security in NTT by ... -
Klasifikasi Intent pada Chatbot Pembelajaran Tenun Ulos dengan Menggunakan RASA Framework dan BERT Language Model
(Universitas Sumatera Utara, 2024)Ulos is an important cultural heritage of North Sumatra that should be preserved. This can be accomplished by making knowledge about Ulos easily accessible to users. An approach that can be utilized in this case is the use ... -
Klasterisasi Rotational Churn terhadap Pelanggan Telekomunikasi Menggunakan Pendekatan Data-Centric AI
(Universitas Sumatera Utara, 2024)In the current era of rapid technological development, customer churn poses a serious challenge, especially in the highly competitive telecommunications industry. Churn refers to customers who stop using a service or switch ... -
Metode SMOTE ENN untuk Imbalanced Data dalam Klasifikasi Health Index Transformator Distribusi
(Universitas Sumatera Utara, 2025)In the power distribution system, transformers play a crucial role in delivering electricity reliably to end users. To ensure that these assets continue to operate effectively, regular condition monitoring is necessary. ... -
Metode Smote untuk penanganan Imbalance Class pada Klasifikasi Data Tweet Pemilu Tahun 2024 di Indonesia menggunakan Algoritma Backpropagation
(Universitas Sumatera Utara, 2025)Class imbalance is a classification problem where the target class distributions have very different ratios. The common thing that causes imbalance between classes is organic distribution (a type of distribution achieved ... -
Pembangkitan Data Sintetik dalam Length Recency Frequency Monetary (LRFM) dan Klasterisasi K-Means untuk Segmentasi Pelanggan
(2024)Customer segmentation is a critical component in developing effective marketing strategies, yet obtaining accurate and comprehensive customer datasets frequently poses significant challenges. This study investigates the ...