Curse of Dimensionality

Website, Variable dimensions. 2020 412 ppm
A collage of diagrams from machine learning research papers, illustrating abstract, high-dimensional space.

Generated collages of diagrams from research papers that mention terms related to high-dimensional space.

Go to websitecurseofdimensionality.science

The expression “Curse of Dimensionality” refers to challenges of understanding high-dimensional, mathematical spaces beyond the three dimensions humans are accustomed to. Working in this space — of which all images can only be partial projections — requires of the scientist an intuition for the unimaginable.

A collage of diagrams from machine learning research papers, illustrating abstract, high-dimensional space.
A collage of diagrams from machine learning research papers, illustrating abstract, high-dimensional space.
A collage of diagrams from machine learning research papers, illustrating abstract, high-dimensional space.
A collage of diagrams from machine learning research papers, illustrating abstract, high-dimensional space.

Acknowledgments

Commissioned by MIT Center for Art, Science & Technology (CAST) for the 2021 'Unfolding Intelligence' symposium.