Graphical model and diffusion equation based manifold learning for sensor data processing

Bingcheng C. Li

doi:10.1117/12.2586087

12 April 2021 Graphical model and diffusion equation based manifold learning for sensor data processing

Bingcheng C. Li

Proceedings Volume 11746, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III; 117460C (2021) https://doi.org/10.1117/12.2586087
Event: SPIE Defense + Commercial Sensing, 2021, Online Only

Abstract

Graphical model, diffusion equation network dynamics, and manifold learning are different subareas in machine learning and network science. In this paper, combining the ideas from these subareas, we propose and implement graphical model and diffusion equation based manifold learning techniques for sensor data processing. We show that the graphical model and diffusion equation combined manifold learning can be used to perform data processing for one, two, and three-dimensional sensors. Experiments show that this manifold learning approach can solve many sensor data processing problems including radio frequency signal processing, image processing (computer vision), and three-dimensional lighting detection and ranging (LIDAR) processing problems better than some traditional methods.

Conference Presentation

Citation Download Citation

Bingcheng C. Li "Graphical model and diffusion equation based manifold learning for sensor data processing", Proc. SPIE 11746, Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications III, 117460C (12 April 2021); https://doi.org/10.1117/12.2586087

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
PRESENTATION

WATCH
PRESENTATION SAVE TO MY LIBRARY

GET CITATION

KEYWORDS

Diffusion

Data modeling

Sensors

Data processing

Computer vision technology

Image processing

Machine vision

Show All Keywords

Keywords/Phrases

Search In:

Publication Years