With information and scale as central themes, this comprehensive survey explains how to
handle real problems in astronomical data analysis using a modern arsenal of powerful …

We introduce a new estimator, the simultaneous multiscale change point estimator SMUCE,
for the change point problem in exponential family regression. An unknown step function is …

We propose a general methodology (PURE-LET) to design and optimize a wide class of
transform-domain thresholding algorithms for denoising images corrupted by mixed Poisson …

This paper describes a single-shot spectral imaging approach based on the concept of
compressive sensing. The primary features of the system design are two dispersive …

Photon-limited imaging arises when the number of photons collected by a sensor array is
small relative to the number of detector elements. Photon limitations are an important …

Observations in many applications consist of counts of discrete events, such as photons
hitting a detector, which cannot be effectively modeled using an additive bounded or …

Foundations and Applications of Sensor Management presents the emerging theory of
sensor management with applications to real-world examples such as landmine detection …

Multi-armed bandit (MAB) problems are a class of sequential resource allocation problems
concerned with allocating one or more resources among several alternative (competing) …

The nonparametric multiscale platelet algorithms presented in this paper, unlike traditional
wavelet-based methods, are both well suited to photon-limited medical imaging applications …

Wireless sensor networks provide an attractive approach to spatially monitoring
environments. Wireless technology makes these systems relatively exible, but also places …