Centralized and distributed hypothesis testing with structured adaptive networks and perceptron-type neural networks

Stelios C.A. Thomopoulos; Ioannis Papadakis; Haralambos Sahinoglou; Nickens N. Okello

doi:10.1117/12.57911

30 April 1992 Centralized and distributed hypothesis testing with structured adaptive networks and perceptron-type neural networks

Stelios C.A. Thomopoulos, Ioannis Papadakis, Haralambos Sahinoglou, Nickens N. Okello

Author Affiliations +

Proceedings Volume 1611, Sensor Fusion IV: Control Paradigms and Data Structures; (1992) https://doi.org/10.1117/12.57911
Event: Robotics '91, 1991, Boston, MA, United States

Abstract

Two different types of adaptive networks are considered for solving the centralized and distributed hypothesis testing problem. The performance of the two different types of networks is compared under different performance indices and training rules. It is shown that training rules based on the Neyman-Pearson criterion outperform error based training rules. Simulations are provided for data that are linearly and nonlinearly separable.

Citation Download Citation

Stelios C.A. Thomopoulos, Ioannis Papadakis, Haralambos Sahinoglou, and Nickens N. Okello "Centralized and distributed hypothesis testing with structured adaptive networks and perceptron-type neural networks", Proc. SPIE 1611, Sensor Fusion IV: Control Paradigms and Data Structures, (30 April 1992); https://doi.org/10.1117/12.57911

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