Navigating High-Dimensional Backstage: A Guide for Exploring Literature for the Reliable Use of Dimensionality Reduction
Fuente:
arXiv
Saved in:
| Main Authors: | Jeon, Hyeon, Lee, Hyunwook, Kuo, Yun-Hsin, Yang, Taehyun, Archambault, Daniel, Ko, Sungahn, Fujiwara, Takanori, Ma, Kwan-Liu, Seo, Jinwook |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Unveiling High-dimensional Backstage: A Survey for Reliable Visual Analytics with Dimensionality Reduction
by: Jeon, Hyeon, et al.
Published: (2025)
by: Jeon, Hyeon, et al.
Published: (2025)
Offsetting Perceptual Bias in Visual Clustering: The Role of Point Size Adjustment in Variable Display Sizes
by: Yang, Taehyun, et al.
Published: (2024)
by: Yang, Taehyun, et al.
Published: (2024)
Dataset-Adaptive Dimensionality Reduction
by: Jeon, Hyeon, et al.
Published: (2025)
by: Jeon, Hyeon, et al.
Published: (2025)
Understanding Bias in Perceiving Dimensionality Reduction Projections
by: Doh, Seoyoung, et al.
Published: (2025)
by: Doh, Seoyoung, et al.
Published: (2025)
Dimensionality Reduction Considered Harmful (Some of the Time)
by: Jeon, Hyeon
Published: (2025)
by: Jeon, Hyeon
Published: (2025)
UMATO: Bridging Local and Global Structures for Reliable Visual Analytics with Dimensionality Reduction
by: Jeon, Hyeon, et al.
Published: (2025)
by: Jeon, Hyeon, et al.
Published: (2025)
Beyond the Mirror: Personal Analytics through Visual Juxtaposition with Other People's Data
by: Shin, Sungbok, et al.
Published: (2025)
by: Shin, Sungbok, et al.
Published: (2025)
A Spectral Framework for Multi-Scale Nonlinear Dimensionality Reduction
by: Huang, Zeyang, et al.
Published: (2026)
by: Huang, Zeyang, et al.
Published: (2026)
Distortion-Aware Brushing for Reliable Cluster Analysis in Multidimensional Projections
by: Jeon, Hyeon, et al.
Published: (2022)
by: Jeon, Hyeon, et al.
Published: (2022)
Can VLMs Assess Similarity Between Graph Visualizations?
by: Jung, Seokweon, et al.
Published: (2025)
by: Jung, Seokweon, et al.
Published: (2025)
Metric Design != Metric Behavior: Improving Metric Selection for the Unbiased Evaluation of Dimensionality Reduction
by: Bae, Jiyeon, et al.
Published: (2025)
by: Bae, Jiyeon, et al.
Published: (2025)
Stop Misusing t-SNE and UMAP for Visual Analytics
by: Jeon, Hyeon, et al.
Published: (2025)
by: Jeon, Hyeon, et al.
Published: (2025)
MAPLE: Self-Supervised Learning-Enhanced Nonlinear Dimensionality Reduction for Visual Analysis
by: Huang, Zeyang, et al.
Published: (2026)
by: Huang, Zeyang, et al.
Published: (2026)
Combinational Nonuniform Timeslicing of Dynamic Networks
by: Jung, Seokweon, et al.
Published: (2024)
by: Jung, Seokweon, et al.
Published: (2024)
A Critical Analysis of the Usage of Dimensionality Reduction in Four Domains
by: Cashman, Dylan, et al.
Published: (2025)
by: Cashman, Dylan, et al.
Published: (2025)
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts
by: Lee, Hyunwook, et al.
Published: (2024)
by: Lee, Hyunwook, et al.
Published: (2024)
How Do LLMs See Charts? A Comparative Study on High-Level Visualization Comprehension in Humans and LLMs
by: Jeon, Hyotaek, et al.
Published: (2026)
by: Jeon, Hyotaek, et al.
Published: (2026)
DG Comics: Semi-Automatically Authoring Graph Comics for Dynamic Graphs
by: Kim, Joohee, et al.
Published: (2024)
by: Kim, Joohee, et al.
Published: (2024)
CloChat: Understanding How People Customize, Interact, and Experience Personas in Large Language Models
by: Ha, Juhye, et al.
Published: (2024)
by: Ha, Juhye, et al.
Published: (2024)
Natural Language Dataset Generation Framework for Visualizations Powered by Large Language Models
by: Ko, Hyung-Kwon, et al.
Published: (2023)
by: Ko, Hyung-Kwon, et al.
Published: (2023)
Seeing Graphs Like Humans: Benchmarking Computational Measures and MLLMs for Similarity Assessment
by: Jung, Seokweon, et al.
Published: (2026)
by: Jung, Seokweon, et al.
Published: (2026)
SpreadLine: Visualizing Egocentric Dynamic Influence
by: Kuo, Yun-Hsin, et al.
Published: (2024)
by: Kuo, Yun-Hsin, et al.
Published: (2024)
PhenoFlow: A Human-LLM Driven Visual Analytics System for Exploring Large and Complex Stroke Datasets
by: Kim, Jaeyoung, et al.
Published: (2024)
by: Kim, Jaeyoung, et al.
Published: (2024)
ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting
by: Jeon, Hyotaek, et al.
Published: (2025)
by: Jeon, Hyotaek, et al.
Published: (2025)
Extracting Human Attention through Crowdsourced Patch Labeling
by: Chang, Minsuk, et al.
Published: (2024)
by: Chang, Minsuk, et al.
Published: (2024)
Efficiently Crowdsourcing Visual Importance with Punch-Hole Annotation
by: Chang, Minsuk, et al.
Published: (2024)
by: Chang, Minsuk, et al.
Published: (2024)
A Multi-Level Visual Analytics Approach to Artist-Era Alignment in Popular Music
by: Bae, Jiyeon, et al.
Published: (2026)
by: Bae, Jiyeon, et al.
Published: (2026)
InFerActive: Interactive Tree-Based Exploration of LLM Sampling for Safety Evaluation
by: Hwangbo, Junhyeong, et al.
Published: (2025)
by: Hwangbo, Junhyeong, et al.
Published: (2025)
HookLens: Visual Analytics for Understanding React Hooks Structures
by: Hwang, Suyeon, et al.
Published: (2026)
by: Hwang, Suyeon, et al.
Published: (2026)
From Patterns to Predictions: A Shapelet-Based Framework for Directional Forecasting in Noisy Financial Markets
by: Kim, Juwon, et al.
Published: (2025)
by: Kim, Juwon, et al.
Published: (2025)
OPRA-Vis: Visual Analytics System to Assist Organization-Public Relationship Assessment with Large Language Models
by: Yoo, Sangbong, et al.
Published: (2025)
by: Yoo, Sangbong, et al.
Published: (2025)
Fields, Bridges, and Foundations: How Researchers Browse Citation Network Visualizations
by: Choe, Kiroong, et al.
Published: (2024)
by: Choe, Kiroong, et al.
Published: (2024)
GhostUMAP2: Measuring and Analyzing (r,d)-Stability of UMAP
by: Jung, Myeongwon, et al.
Published: (2025)
by: Jung, Myeongwon, et al.
Published: (2025)
Visualization Tool: Exploring COVID-19 Data
by: Jeon, Dong Hyun, et al.
Published: (2025)
by: Jeon, Dong Hyun, et al.
Published: (2025)
TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting
by: Lee, Hyunwook, et al.
Published: (2022)
by: Lee, Hyunwook, et al.
Published: (2022)
ShapDBM: Exploring Decision Boundary Maps in Shapley Space
by: Watkin, Luke, et al.
Published: (2026)
by: Watkin, Luke, et al.
Published: (2026)
TimeLighting: Guided Exploration of 2D Temporal Network Projections
by: Filipov, Velitchko, et al.
Published: (2023)
by: Filipov, Velitchko, et al.
Published: (2023)
DimBridge: Interactive Explanation of Visual Patterns in Dimensionality Reductions with Predicate Logic
by: Montambault, Brian, et al.
Published: (2024)
by: Montambault, Brian, et al.
Published: (2024)
Beyond Tools: Understanding How Heavy Users Integrate LLMs into Everyday Tasks and Decision-Making
by: Kim, Eunhye, et al.
Published: (2025)
by: Kim, Eunhye, et al.
Published: (2025)
Physical Containers as Framing Conditions for Visualization in Augmented Reality
by: Bae, Jiyeon, et al.
Published: (2026)
by: Bae, Jiyeon, et al.
Published: (2026)
Similar Items
-
Unveiling High-dimensional Backstage: A Survey for Reliable Visual Analytics with Dimensionality Reduction
by: Jeon, Hyeon, et al.
Published: (2025) -
Offsetting Perceptual Bias in Visual Clustering: The Role of Point Size Adjustment in Variable Display Sizes
by: Yang, Taehyun, et al.
Published: (2024) -
Dataset-Adaptive Dimensionality Reduction
by: Jeon, Hyeon, et al.
Published: (2025) -
Understanding Bias in Perceiving Dimensionality Reduction Projections
by: Doh, Seoyoung, et al.
Published: (2025) -
Dimensionality Reduction Considered Harmful (Some of the Time)
by: Jeon, Hyeon
Published: (2025)