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UMAP

swMATH ID: 34900
Software Authors: Leland McInnes, John Healy, James Melville
Description: UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. UMAP (Uniform Manifold Approximation and Projection) is a novel manifold learning technique for dimension reduction. UMAP is constructed from a theoretical framework based in Riemannian geometry and algebraic topology. The result is a practical scalable algorithm that applies to real world data. The UMAP algorithm is competitive with t-SNE for visualization quality, and arguably preserves more of the global structure with superior run time performance. Furthermore, UMAP has no computational restrictions on embedding dimension, making it viable as a general purpose dimension reduction technique for machine learning.
Homepage: https://arxiv.org/abs/1802.03426
Source Code:  https://github.com/lmcinnes/umap
Keywords: Machine Learning; arXiv_stat.ML; Computational Geometry; arXiv_cs.CG; arXiv_cs.LG; Uniform Manifold Approximation; Dimension Reduction
Related Software: t-SNE; Scikit; word2vec; GitHub; PyTorch; ImageNet; hdbscan; Python; LargeVis; UCI-ml; Tensor2Tensor; Adam; SciPy; NumPy; Numba; largeVis; Gephi; DeepWalk; node2vec; R
Cited in: 35 Publications

Standard Articles

1 Publication describing the Software Year
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Leland McInnes, John Healy, James Melville
2018
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Cited by 109 Authors

2 Lavrač, Nada
2 Škrlj, Blaž
1 Agarwala, Susama
1 Amancio, Diego R.
1 Aspeel, Antoine
1 Bonasera, Stefano
1 Bosanac, Natasha
1 Boubekki, Ahcène
1 Brajović, Miloš
1 Brefeld, Ulf
1 Casey, Michael J.
1 Chen, Chaofan
1 Chen, Zhi
1 Coimbra, Danilo B.
1 Comin, César Henrique
1 Constantinides, Anthony G.
1 Costa-Jussà, Marta R.
1 Costa, Gianni
1 Cresci, Stefano
1 da Costa, Victor Guilherme Turrisi
1 Daković, Miloš
1 De Bie, Tijl
1 Dees, Ben K.
1 Delvenne, Jean-Charles
1 Diamantino, Pedro
1 Dingreville, Rémi
1 Džeroski, Sašo
1 Escolano, Carlos
1 Fagni, Tiziano
1 Fairbanks, James P.
1 Fanuel, Michaël
1 Fini, Enrico
1 Fonollosa, José A. R.
1 Forestier, Germain
1 Frost, H. Robert
1 Gançarski, Pierre
1 García-García, Darío
1 Gearheart, Andrew
1 Gebbie, Tim
1 Gentner, Timothy Q.
1 Ghosh, Tomojit
1 Halter, Micah
1 Herlihy, Christine
1 Huang, Haiyang
1 Jenssen, Robert
1 Ji, Hongkai
1 Ji, Zhicheng
1 Kadioglu, Serdar
1 Kampffmeyer, Michael
1 Kang, Bo
1 Kileel, Joe
1 Kim, Jisu
1 Kleynhans, Bernard
1 Komatsuzaki, Tamiki
1 Lafabregue, Baptiste
1 Lasri, Ayoub
1 Lei, Jing
1 Li, Shengxi
1 Lijffijt, Jefrey
1 Lin, Kevin Z.
1 Lin, Yu
1 Linderman, George C.
1 Lowman, Corey
1 Luo, Hengrui
1 Mandic, Danilo P.
1 Martins, Rafael M.
1 McInnes, Leland
1 Miyashita, Saki
1 Mizuno, Yuta
1 Moscovich, Amit
1 Mota, Edson
1 Mulas, Raffaella
1 Nabi, Moin
1 Nagahata, Yutaka
1 Ortale, Riccardo
1 Paradis, Emmanuel
1 Patania, Alice
1 Peixoto, Maycon L. M.
1 Peron, Thomas K. DM.
1 Petković, Matej
1 Ricci, Elisa
1 Robnik-Šikonja, Marko
1 Rodrigues, Francisco Aparecido
1 Roeder, Kathryn
1 Rudin, Cynthia
1 Sainburg, Tim
1 Santos-Rodríguez, Raúl
1 Scalzo, Bruno
1 Schoen, Fabio
1 Sebe, Nicu
1 Semenova, Lesia
1 Silva, Filipi Nascimento
1 Singer, Amit
1 Song, Anna
1 Stanković, Ljubiša
1 Steinerberger, Stefan
1 Sturrock, Marc
1 Suykens, Johan A. K.
1 Takigawa, Mikoto
1 Teramoto, Hiroshi
...and 9 more Authors

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