Categorical dimensions of human odor descriptor space revealed by non-negative matrix factorization.
In contrast to most other sensory modalities, the basic perceptual dimensions of olfaction remain unclear. Here, we use non-negative matrix factorization (NMF)--a dimensionality reduction technique--to uncover structure in a panel of odor profiles, with each odor defined as a point in multi-dimensio...
Main Authors: | Jason B Castro, Arvind Ramanathan, Chakra S Chennubhotla |
---|---|
Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2013-01-01
|
Series: | PLoS ONE |
Online Access: | http://europepmc.org/articles/PMC3776812?pdf=render |
Similar Items
-
The role of piriform associative connections in odor categorization
by: Xiaojun Bao, et al.
Published: (2016-04-01) -
Categorization of the main descriptors of different ampicillin crystal habits
by: Oscar Flórez-Acosta, et al.
Published: (2010-12-01) -
Color CENTRIST: A Color Descriptor For Scene Categorization
by: Chen, Chih-Hao, et al.
Published: (2012) -
Non-negative Matrix Factorization with Low-Dimension Polytope Approximation
by: Yung-Yao Hsiao, et al.
Published: (2013) -
Correction: Signal Propagation in Proteins and Relation to Equilibrium Fluctuations.
by: Chakra Chennubhotla, et al.
Published: (2007-10-01)