Comparing and Exploring High|Dimensional Data with ...

Comparing and Exploring High-Dimensional Data with ...

Abstract. We propose Compadre, a tool for visual analysis for comparing distances of high-dimensional (HD) data and their low-dimensional ...

Comparing and Exploring High-Dimensional Data with ... - Hal-Inria

Comparing and Exploring High-Dimensional Data with Dimensional- ity Reduction Algorithms and Matrix Visualizations. In International Con ...

Comparing and Exploring High-Dimensional Data with ... - Hal-Inria

We propose Compadre, a tool for visual analysis for comparing distances of high-dimensional (HD) data and their low-dimensional projections.

Comparing and Exploring High-Dimensional Data with ...

Matrix factorization methods are important tools in data mining and analysis. They can be used for many tasks, ranging from dimensionality reduction to ...

Exploring high-dimensional data with multidimensional scaling

Robustness to Outliers: MDS is less sensitive to outliers compared to some other dimensionality reduction techniques like PCA. Outliers have ...

What are some good methods for exploring high dimensional data?

Of course, once one has some "visual hypotheses" in play, it absolutely makes sense to compare it to a PCA (principal component analysis). Once ...

How to plot two sets of high dimensional data in one visualization ...

I am trying to compare my generated samples (i.e. MNIST digit images) from GAN (Generated Adversarial Network). For my 1st experiment, the GAN ...

Clustering in high-dimensional data: How do you compare clusters?

e.g. if I assume that my cluster centroids are good representation of stereotypical users in some survey data, how should I compare the ...

Comparative Analysis of Similarity Methods in High-Dimensional ...

The exploration of high-dimensional data has become increasingly crucial in diverse fields, including natural language processing, computer vision ...

1 Picturing high dimensions - Di Cook

A tour can be used to explore high-dimensional data illustrated using (a) 2D data with two clusters and (b) a tour of 1D projections shown as a density plot.

High Dimensional Data - an overview | ScienceDirect Topics

... dimensional control and realism sense, improving their efficiency in data exploration tasks. ... comparison of the main representative methods on synthetic ...

Compadre: Comparing and Exploring High-Dimensional Data

Comparing and Exploring High-Dimensional Data with Dimensionality Reduction Algorithms and Matrix Visualizations.

Quantitative and Qualitative Comparison of 2D and 3D Projection ...

Projections are well-known techniques that help the visual exploration of high-dimensional data by creating depictions thereof in a ...

Comparing and Exploring High-Dimensional Data with ...

Fingerprint. Dive into the research topics of 'Comparing and Exploring High-Dimensional Data with Dimensionality Reduction Algorithms and Matrix ...

[PDF] Exploring Similarities Across High-Dimensional Datasets

Automatic subspace clustering of high dimensional data for data mining applications ... This paper proposes an information theoretic criterion for comparing ...

Aligned Visualizations for Comparison of High-Dimensional Point Sets

comparing the raw MNIST digit data with a 10-dimensional. PCA embedding of ... To highlight the potential applications of aligned visual- izations, we explore ...

The Art of Effective Visualization of Multi-dimensional Data

In this article, we will explore some effective strategies of visualizing data ... higher for white wine as compared to red. Let's look at ...

(PDF) Visual Exploration of High-Dimensional Data through ...

Finally, we provide detailed comparisons with related systems, and use real-world examples to demonstrate the novelty and usability of our proposed framework.

Cluster Analysis on High-Dimensional Data

Cluster Analysis on High-Dimensional Data: A Comparison of Density-based Clustering ... based clustering algorithms for discovering clusters on high-dimensional ...

Interpreting High-Dimensional Projections With Capacity - PubMed

Based on our approach, we develop a visual analytic system HiLow for exploring high-dimensional data and projections. ... Users can compare the differences in ...