Revisiting Dimensionality Reduction Techniques for Visual Cluster
Analysis: An Empirical Study

Revisiting Dimensionality Reduction Techniques for Visual Cluster Analysis: An Empirical Study

6 October 2021

Papers citing "Revisiting Dimensionality Reduction Techniques for Visual Cluster Analysis: An Empirical Study"

16 / 16 papers shown

Title
TopoMap++: A faster and more space efficient technique to compute projections with topological guarantees Vitória Guardieiro Felipe Inagaki de Oliveira Harish Doraiswamy L. G. Nonato Claudio Silva 21 2 0 11 Sep 2024
Investigating Privacy Leakage in Dimensionality Reduction Methods via Reconstruction Attack Chayadon Lumbut Donlapark Ponnoprat 27 0 0 30 Aug 2024
A Large-Scale Sensitivity Analysis on Latent Embeddings and Dimensionality Reductions for Text Spatializations Daniel Atzberger Tim Cech Willy Scheibel Jürgen Döllner M. Behrisch Tobias Schreck 31 2 0 25 Jul 2024
Enhancing Dimension-Reduced Scatter Plots with Class and Feature Centroids D. B. Hier Tayo Obafemi-Ajayi G. Olbricht Devin M. Burns Sasha Petrenko Donald C. Wunsch 45 1 0 29 Mar 2024
Accelerating hyperbolic t-SNE Martin Skrodzki Hunter van Geffen Nicolas F. Chaves-de-Plaza T. Höllt E. Eisemann Klaus Hildebrandt 31 3 0 23 Jan 2024
Data Type Agnostic Visual Sensitivity Analysis Nikolaus Piccolotto M. Bögl C. Muehlmann K. Nordhausen Peter Filzmoser Johanna Schmidt Silvia Miksch 34 0 0 07 Sep 2023
CLAMS: A Cluster Ambiguity Measure for Estimating Perceptual Variability in Visual Clustering Hyeon Jeon Ghulam Jilani Quadri Hyunwoo Lee Paul Rosen D. Szafir Jinwook Seo 16 13 0 01 Aug 2023
Classes are not Clusters: Improving Label-based Evaluation of Dimensionality Reduction Hyeon Jeon Yun-Hsin Kuo Michaël Aupetit Kwan-Liu Ma Jinwook Seo 24 6 0 01 Aug 2023
Large-Scale Evaluation of Topic Models and Dimensionality Reduction Methods for 2D Text Spatialization Daniel Atzberger Tim Cech Willy Scheibel Matthias Trapp R. Richter Jürgen Döllner Tobias Schreck 27 7 0 17 Jul 2023
Visual Analytics For Machine Learning: A Data Perspective Survey Junpeng Wang Shixia Liu Wei Zhang HAI 32 17 0 15 Jul 2023
UDRN: Unified Dimensional Reduction Neural Network for Feature Selection and Feature Projection Z. Zang Yongjie Xu Linyan Lu Yu Geng Senqiao Yang Stan Z. Li 30 12 0 08 Jul 2022
"Understanding Robustness Lottery": A Geometric Visual Comparative Analysis of Neural Network Pruning Approaches Zhimin Li Shusen Liu Xin Yu Kailkhura Bhavya Jie Cao Diffenderfer James Daniel P. Bremer Valerio Pascucci AAML 29 1 0 16 Jun 2022
Uniform Manifold Approximation with Two-phase Optimization Hyeon Jeon Hyung-Kwon Ko S. Lee Jaemin Jo Jinwook Seo 30 13 0 01 May 2022
Distortion-Aware Brushing for Interactive Cluster Analysis in Multidimensional Projections Hyeon Jeon Michaël Aupetit S. Lee Hyung-Kwon Ko Youngtaek Kim Jinwook Seo 30 9 0 17 Jan 2022
TBSSvis: Visual Analytics for Temporal Blind Source Separation Nikolaus Piccolotto M. Bögl T. Gschwandtner C. Muehlmann K. Nordhausen Peter Filzmoser Silvia Miksch AI4TS 24 8 0 19 Nov 2020
Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small Multiples Angie Boggust Brandon Carter Arvind Satyanarayan 31 62 0 10 Dec 2019