Fingerprints of Element Concentrations in Infective Endocarditis Obtained by Mass Spectrometric Imaging and t-Distributed Stochastic Neighbor Embedding.
Sign Up to like & getrecommendations! Published in 2022 at "ACS infectious diseases"
DOI: 10.1021/acsinfecdis.1c00485
Abstract: Staphylococcus aureus-induced infective endocarditis (IE) is a life-threatening disease. Differences in virulence between distinct S. aureus strains, which are partly based on the molecular mechanisms during bacterial adhesion, are not fully understood. Yet, distinct molecular… read more here.
Keywords: infective endocarditis; tissue; mass; stochastic neighbor ... See more keywords
SAR target recognition using parametric supervised t-stochastic neighbor embedding
Sign Up to like & getrecommendations! Published in 2017 at "Remote Sensing Letters"
DOI: 10.1080/2150704x.2017.1332795
Abstract: ABSTRACT This paper proposes a new method for feature extraction of synthetic aperture radar (SAR) image based on parametric supervised t-stochastic neighbor embedding (PS-tSNE). To mitigate the rejection of dissimilar targets from the same class,… read more here.
Keywords: neighbor embedding; recognition; stochastic neighbor; parametric supervised ... See more keywords
On the Attractive and Repulsive Forces of Generalized Stochastic Neighbor Embedding With Alpha-Divergence
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DOI: 10.1109/access.2024.3420425
Abstract: Stochastic neighbor embedding (SNE) performs nonlinear transformation from high-dimensional observation space to low-dimensional latent space which preserves neighbor affinities. Data pairs in latent space tend to be crowded due to the dimensionality reduction. To mitigate… read more here.
Keywords: alpha divergence; stochastic neighbor; neighbor embedding; sne ... See more keywords
On the Use of t-Distributed Stochastic Neighbor Embedding for Data Visualization and Classification of Individuals with Parkinson's Disease
Sign Up to like & getrecommendations! Published in 2018 at "Computational and Mathematical Methods in Medicine"
DOI: 10.1155/2018/8019232
Abstract: Parkinson's disease (PD) is a neurodegenerative disorder that remains incurable. The available treatments for the disorder include pharmacologic therapies and deep brain stimulation (DBS). These approaches may cause distinct side effects and motor responses. This… read more here.
Keywords: classification; neighbor embedding; distributed stochastic; data visualization ... See more keywords