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About the channel
From text to semantic structure. This channel explores how meaning emerges from text through large-scale Web of Science data. Pipeline: SIGNAL → STRUCTURE → KNOWLEDGE → RELATION I move from raw text to structured knowledge using: LDA (Latent Dirichlet Allocation) STM (Structural Topic Modeling) Semantic network analysis This is a step-by-step system for transforming text into knowledge. Background: • Ph.D., Child Development and Family Studies, Yonsei University • Big Data Analysis Engineer, Republic of Korea • Data Science: R, topic modeling, semantic networks • Knowledge-Centered AI: transforming text into visible knowledge structures
Latest videos
📐 Ilia Malinin’s 4A | Kinematic Flight Trajectory & Evidentiary Limits
7 views · 08/09/2026
4A → Seven Quads | Ilia Malinin’s Record-Breaking Evolution ⛸️
39 views · 08/07/2026
Ilia Malinin’s Quadruple Axel | What Changed from 3A to 4A?🤖
5 views · 08/04/2026
Ilia Malinin’s Quad Evolution | From Complete Repertoire to Seven Quads🤖
12 views · 08/02/2026
⛸️Ilia Malinin’s Technical Ascension | From All-Six Mastery to Seven Quads🎵
26 views · 08/01/2026
⛸️Ilia Malinin’s 4A | Kinematic Flight Trajectory & Evidentiary Limits🎵
179 views · 07/31/2026
Latest Shorts
From 4A to Seven Quads | The Technical Evolution of Ilia Malinin’s Quadruple Mastery
157 views · 08/07/2026
The Malinin Blueprint | From Quad Axel to Seven Quads
158 views · 08/07/2026
How Ilia Malinin Redefined Figure Skating’s Technical Ceiling | The Quad God
122 views · 08/06/2026
How Ilia Malinin Redefined Figure Skating’s Technical Ceiling | The Quad God
161 views · 08/06/2026
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