Keyword

high-dimensional data visualization

Description: Computational and graphical methods for visually exploring datasets with many variables and interpreting their patterns or relationships.

Primary topic: Data Visualization and Analytics (48%)

OpenAlex ID: keywords/high-dimensional-data-visualization

Visualizing Data using t-SNE

2008 · Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 33,046

Nonlinear Dimensionality Reduction by Locally Linear Embedding

2000 · Sam T. Roweis, Lawrence K. Saul · Science · 14,886

Accelerating t-SNE using tree-based algorithms

2014 · Laurens van der Maaten · 2,226

Visualizing structure and transitions in high-dimensional biological data

2019 · Kevin R. Moon, David van Dijk, et al. · Nature Biotechnology · 1,060

Interactive Web-Based Data Visualization with R, plotly, and shiny

2020 · Carson Sievert · Chapman & Hall/CRC eBooks · 1,040

Engineering applications of the self-organizing map

1996 · T. Kohonen, E. Oja, et al. · Proceedings of the IEEE · 848

Plots of High-Dimensional Data

1972 · D. F. Andrews · Biometrics · 756

Packing Lines, Planes, etc.: Packings in Grassmannian Spaces

1996 · John H. Conway, Ronald H. Hardin, et al. · Experimental Mathematics · 755

The Grand Tour: A Tool for Viewing Multidimensional Data

1985 · Daniel Asimov · SIAM Journal on Scientific and Statistical Computing · 660

Deep learning for neuroimaging: a validation study

2014 · Sergey M. Plis, Devon R. Hjelm, et al. · Frontiers in Neuroscience · 618

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ZIFA: Dimensionality reduction for zero-inflated single-cell gene expression analysis

2015 · Emma Pierson, Christopher Yau · Genome biology · 576

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Rtsne: T-Distributed Stochastic Neighbor Embedding using a Barnes-Hut Implementation

2014 · Jesse Krijthe · 474

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Learning a Parametric Embedding by Preserving Local Structure

2009 · Laurens van der Maaten · International Conference on Artificial Intelligence and Statistics · 466

Rolling the Dice: Multidimensional Visual Exploration using Scatterplot Matrix Navigation

2008 · Niklas Elmqvist, Pierre Dragicevic, et al. · IEEE Transactions on Visualization and Computer Graphics · 427

Visualizing High-Dimensional Data: Advances in the Past Decade

2016 · Shusen Liu, Dan Maljovec, et al. · IEEE Transactions on Visualization and Computer Graphics · 425

Designing pixel-oriented visualization techniques: theory and applications

2000 · D.A. Keim · IEEE Transactions on Visualization and Computer Graphics · 425

Statistical challenges of high-dimensional data

2009 · Iain M. Johnstone, D. Michael Titterington · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 420

Immersive and collaborative data visualization using virtual reality platforms

2014 · Ciro Donalek, S. G. Djorgovski, et al. · IEEE International Conference on Big Data (BigData) · 377

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Visualization techniques for mining large databases: a comparison

1996 · D.A. Keim, H.-P. Kriegel · IEEE Transactions on Knowledge and Data Engineering · 374

Interactive High-Dimensional Data Visualization

1996 · Andreas Buja, Dianne Cook, et al. · Journal of Computational and Graphical Statistics · 373

Parallel Coordinates

2009 · Alfred Inselberg · Springer eBooks · 369

Topological estimation using witness complexes

2004 · Silva, Vin De, Carlsson, Gunnar · Eurographics · 331

Visualization of very large high-dimensional data sets as minimum spanning trees

2020 · Daniel Probst, Jean-Louis Reymond · Journal of Cheminformatics · 303

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Principal component analysis - a tutorial

2016 · Alaa Tharwat · International Journal of Applied Pattern Recognition · 302

VisDB: database exploration using multidimensional visualization

1994 · D.A. Keim, H.-P. Kriegel · IEEE Computer Graphics and Applications · 302

Works count: 3,585

Citation count: 98,250