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Section: Publications & Resources

The importance of developing cognitive computation and cognitive systems has long been of interest. This research field is now rapidly expanding with the current influx of artificial intelligence innovations. Nowadays, machine learning solutions are dramatically transforming the lives of humans and are having a profound impact on a wide range of disciplines and industries. However, machine learning is not omnipotent, especially under the circumstance of cognitive systems operating in open and dynamic environments.

Section: Publications & Resources

The IEEE Signal Processing Society (SPS) is honored to announce the elevation of 100 of its members to the grade of IEEE Senior Member. These members have demonstrated outstanding professional performance, exhibited professional maturity through long-term experience, and established themselves as leaders in their respective IEEE-designated fields of interest. 

Section: Publications & Resources

Publication: IEEE Transactions on Signal Processing

In classification theory, it is generally assumed that the data are independent and identically distributed. However, in many practical applications, we face a set of observations that are collected sequentially with a dependence structure among samples.

Section: Publications & Resources

Publication: IEEE Transactions on Signal Processing

In this paper, we propose a novel sparse signal recovery algorithm called the trainable iterative soft thresholding algorithm (TISTA). The proposed algorithm consists of two estimation units: a linear estimation unit and a minimum mean squared error (MMSE) estimator based shrinkage unit.

Section: Publications & Resources

Publication: IEEE Transactions on Signal Processing

Intelligent mobile platforms such as smart vehicles and drones have recently become the focus of attention for onboard deployment of machine learning mechanisms to enable low latency decisions with low risk of privacy breach.

Section: Publications & Resources

Publication: IEEE Transactions on Signal Processing

This paper presents a flexible array response control algorithm via oblique projection, abbreviated as FARCOP, and its application to array pattern synthesis. The proposed FARCOP algorithm stems from the adaptive array theory, and it can flexibly, precisely and simultaneously adjust the array response levels at multiple angles based on an arbitrarily given weight vector.

Section: Publications & Resources

Advisor: Bhattacharyya, Shuvra S.

Section: Publications & Resources

Advisor: Santhanam, Balu Abstract:

Section: Our Story

University of Paderborn Paderborn, Germany

Section: Publications & Resources

At its 18 May 2019 meeting, the Board of Governors of the IEEE Signal Processing Society passed amendments to the Society’s Constitution document regarding member election of the Society’s President-Elect, updating the reference to email voting instead of postal mail voting along with its associated timeframe and removing the 30-day waiting period, so amendments are effective after all required approvals are received.