The kernel stick-breaking process (KSBP) is employed to segment general imagery, imposing the condition that patches (small blocks of pixels) that are spatially proximate are more... Watch Video

Compressive sensing (CS) is an emerging field that, under appropriate conditions, can significantly reduce the number of measurements required for a given signal. In many applications... Watch Video

For handling large-scale problems, methods like Gaussian processes can be computationally challenging. In this paper, we discuss how use of alternative kernel methods can be employed... Watch Video