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All Journal Semantik Jurnal Simetris Jurnal Informatika Seminar Nasional Informatika (SEMNASIF) Jurnal Informatika Upgris SISFOTENIKA METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi JTIK (Jurnal Teknik Informatika Kaputama) Jurnal Tekinkom (Teknik Informasi dan Komputer) JITU : Journal Informatic Technology And Communication Idealis : Indonesia Journal Information System SKANIKA: Sistem Komputer dan Teknik Informatika HOAQ (High Education of Organization Archive Quality) : Jurnal Teknologi Informasi Prosiding Konferensi Nasional PKM-CSR Abdimas Altruis: Jurnal Pengabdian Kepada Masyarakat KOMMAS: Jurnal Pengabdian Kepada Masyarakat Publikasi Hasil Pengabdian Kepada Masyarakat. Journal Of Informatics And Busisnes Jurnal Rekayasa Sistem Informasi dan Teknologi Journal of Data Analytics, Information, and Computer Science (JDAICS) Jurnal Computer and Technology Pelayanan Unggulan: Jurnal Pengabdian Masyarakat Terapan
Hendrik Fery Herdiyatmoko
Prodi Informatika, Universitas Katolik Musi Charitas Palembang
Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Engineering Environmental Science Library & Information Science Mathematics Nursing Public Health Social Sciences Other

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Journal : JITU : Journal Informatic Technology And Communication

 1 
Implementasi Hierarchical Clustering untuk Analisis FDMC Narrative Crypto Berbasis Web M. Fathir Adha; Hendrik Fery Herdiatmoko
JITU Vol 10 No 1 (2026)
Publisher : Universitas Boyolali

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36596/jitu.v10i1.2255

Abstract

This study implements the Hierarchical Clustering algorithm with Ward linkage and Euclidean distance methods to analyze 26 crypto narratives based on the Fully Diluted Market Cap (FDMC) metric. Using a hybrid method that integrates Waterfall, Cross-Industry Standard Process for Data Mining (CRISP-DM), and Knowledge Discovery in Databases (KDD), data was obtained from the CoinGecko API, manually clustered, and aggregated per narrative. Pre-processing involved logarithmic transformation (log-10) and Z-Score normalization to address power-law distributions and outliers, resulting in a more stable cluster structure. The clustering results mapped the market into five clusters: Bluechip (L1 with FDMC $2.76T), Growth (PAY, MEME, CEX, DEX, DeFi totaling $468.22B), Growth (AI, DePIN, DAO, L2, RWA, ORC, GameFi, XCH, DID, PRC, LST with $192.91B), Speculative (NFT, MET, SocialFi, BTC Eco, W3I with $17.55B), and Speculative (LPD, GambleFi, FTO, SEC with $2.34B). The model was validated with a Silhouette Score of 0.650 and a Cophenetic Correlation Coefficient of 0.647, indicating cohesive and representative clusters. A web-based implementation using Django, D3.js, and Chart.js provides interactive visualizations and portfolio recommendations. Contributions include a novel fundamental valuation approach, an adaptive clustering model, and practical analytical tools for investors, with potential expansion to multidimensional metrics in the future.
Co-Authors Achmad Alfian Adeodatus, Marselinus Dewadaru Bayu Adha , M. Fathir Adi Prananda, Patrik Galih Alvaro, Hadi Anselmus Agung Pramudito Arini, Diana Putri Cevin, Jery Chan, Steven Darmawan, I Komang Devi, Natalia Regina Diana Putri Arini Dwi Normawati, Dwi Elvira, Redempta Fransiska Ninda Permata Nugraha Fransiska Soejono Gultom, David Hadi Alvaro Hendri Syaputra Herdiyanto, H.Y. Ary Indriasari, Bernadine Ajeng J.M.Sri Narhadi Johannes Khoirunnisaa, Alifah Klaudius Jevanda BS Latius Hermawan M. Fathir Adha Meivia, Wirda Arta Meylinda Mulyati Muhamad Septian Natalia Regina Devi Nopitasari, Sepiyana Nugroho, Yulianus Febry Tri Orlando, Nikolas Patrik Galih Adi Prananda Prasetya, Heronimus Diego Pratama, Jeremia Sandy Pratama, Yohanes Dicka Prayogo, Aji Putiastanti, Stevani Fatrisia Rendy Saputra riyanto, agustinus Saputra, Laurensius Sirwanti Septian , Muhamad Stevani Fatrisia Putiastanti Theresia Sunarni wawan nurmansyah Winardi, Kevin Windriani, H.Y. Wayan Windriani, Wayan Yohanes Dika Pratama