Topological Data Analysis Approach for Weighted Networks Embedding

2021 ◽  
pp. 81-100
Author(s):  
Irina Knyazeva ◽  
Olga Talalaeva
Keyword(s):  
Data Analysis ◽  
Topological Data Analysis ◽  
Analysis Approach ◽  
Weighted Networks ◽  
Topological Data

scholarly journals A Topological Data Analysis approach for retrieving Local Climate Zones patterns in satellite data

2021 ◽  
pp. 100359
Author(s):  
Caio Átila Pereira Sena ◽  
João Antônio Recio da Paixão ◽  
José Ricardo de Almeida França
Keyword(s):  
Data Analysis ◽  
Satellite Data ◽  
Topological Data Analysis ◽  
Analysis Approach ◽  
Climate Zones ◽  
Local Climate ◽  
Local Climate Zones ◽  
Topological Data

scholarly journals The Topology of Neuronal Structures Exposed to Cosmic Radiation

2020 ◽  
Vol 19 ◽  
Keyword(s):  
Neural Network ◽  
Neural Networks ◽  
Data Analysis ◽  
Cosmic Radiation ◽  
Network Code ◽  
Topological Data Analysis ◽  
Analysis Approach ◽  
The Neural Networks ◽  
Topological Data

In this paper, we focus on some leader NASA experiences to explore how cosmic radiation caused significant reductions in dendrite and spine complexity. We adopt a topological data analysis approach and extract more information then the classical methods. Our key idea is to use the NASA images of the neural networks of some mouses that were exposed 12 weeks to cosmic radiation. We associate to this neural network code bares that give us more information, that that given by the original experiences.

scholarly journals Topological Data Analysis For Evaluating PDE-based Denoising Models

2021 ◽  
Vol 1897 (1) ◽  
pp. 012006
Author(s):  
Ahmed K. Al-Jaberi ◽  
Ehsan M. Hameed
Keyword(s):  
Data Analysis ◽  
Topological Data Analysis ◽  
Topological Data
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