Data Visualization

78 papers with code • 0 benchmarks • 2 datasets

This task has no description! Would you like to contribute one?

Curvature Augmented Manifold Embedding and Learning

ymlasu/camel 21 Mar 2024

A new dimensional reduction (DR) and data visualization method, Curvature-Augmented Manifold Embedding and Learning (CAMEL), is proposed.

0
21 Mar 2024

From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models

khuangaf/awesome-chart-understanding 18 Mar 2024

This survey paper serves as a comprehensive resource for researchers and practitioners in the fields of natural language processing, computer vision, and data analysis, providing valuable insights and directions for future research in chart understanding leveraging large foundation models.

32
18 Mar 2024

DiffRed: Dimensionality Reduction guided by stable rank

s3-lab-iit/diffred 9 Mar 2024

We rigorously prove that DiffRed achieves a general upper bound of $O\left(\sqrt{\frac{1-p}{k_2}}\right)$ on Stress and $O\left(\frac{(1-p)}{\sqrt{k_2*\rho(A^{*})}}\right)$ on M1 where $p$ is the fraction of variance explained by the first $k_1$ principal components and $\rho(A^{*})$ is the stable rank of $A^{*}$.

9
09 Mar 2024

MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization

thunlp/matplotagent 18 Feb 2024

Scientific data visualization plays a crucial role in research by enabling the direct display of complex information and assisting researchers in identifying implicit patterns.

20
18 Feb 2024

On the Cross-Dataset Generalization of Machine Learning for Network Intrusion Detection

marcocantone/lycos-unicas-ids2018 15 Feb 2024

The results show nearly perfect classification performance when the models are trained and tested on the same dataset.

1
15 Feb 2024

ChartAssisstant: A Universal Chart Multimodal Language Model via Chart-to-Table Pre-training and Multitask Instruction Tuning

opengvlab/chartast 4 Jan 2024

Charts play a vital role in data visualization, understanding data patterns, and informed decision-making.

49
04 Jan 2024

LLM4Vis: Explainable Visualization Recommendation using ChatGPT

demoleiwang/llm4vis 11 Oct 2023

To obtain demonstration examples with high-quality explanations, we propose a new explanation generation bootstrapping to iteratively refine generated explanations by considering the previous generation and template-based hint.

18
11 Oct 2023

Supervised Stochastic Neighbor Embedding Using Contrastive Learning

imyizhang/manifold-learn 15 Sep 2023

Stochastic neighbor embedding (SNE) methods $t$-SNE, UMAP are two most popular dimensionality reduction methods for data visualization.

0
15 Sep 2023

Adaptively Placed Multi-Grid Scene Representation Networks for Large-Scale Data Visualization

skywolf829/apmgsrn 16 Jul 2023

We address this shortcoming with an adaptively placed multi-grid SRN (APMGSRN) and propose a domain decomposition training and inference technique for accelerated parallel training on multi-GPU systems.

5
16 Jul 2023

Surgical Phase and Instrument Recognition: How to identify appropriate Dataset Splits

cardio-ai/endovis-ml 29 Jun 2023

It focuses on the visualization of the occurrence of phases, phase transitions, instruments, and instrument combinations across sets.

4
29 Jun 2023