  In this letter, we consider the problem of field estimation using binary
measurements. Previous work has formulated the problem as a parameter
estimation problem, with the parameter estimation carried out in an online
manner using sequential Monte Carlo techniques. In the current work, we
consider an alternative approach to the parameter estimation based on online
logistic regression. The developed algorithm is less computationally intensive
than the sequential Monte Carlo approach, while having more reliable estimation
performance.

Methodology;Signal Processing