Title :
Nonparametric change estimation in 2D random fields
Author :
He, Ting ; Tong, Lang ; Swami, Ananthram
Author_Institution :
Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA
Abstract :
We consider the problem of change estimation in a 2D random field. Our goal is to estimate the locations of changes when they occur. We propose a nonparametric change estimator which can be implemented efficiently. Consistency result is derived for the proposed estimator under certain conditions. We analyze the performance of the proposed algorithms under several new estimation criteria.
Keywords :
sensor fusion; signal detection; 2D random field; nonparametric change estimation; Biosensors; Change detection algorithms; Chemical and biological sensors; Collaboration; Diseases; Government; Helium; Pollution; Sensor fusion; Weapons; Change estimation algorithms; Consistent change estimation; Estimation performance criterion; Nonparametric change estimation;
Conference_Titel :
Military Communications Conference, 2005. MILCOM 2005. IEEE
Print_ISBN :
0-7803-9393-7
DOI :
10.1109/MILCOM.2005.1606036