24 citations · 87 across the 10 of their papers we have counts for
10 papers
Continuously Optimizing Radar Placement with Model Predictive Path Integrals
Michael Potter, Shuo Tang, Paul Ghanem +8
Continuously optimizing sensor placement is essential for precise target localization in various military and civilian applications. While information theory has shown promise in o…
Multistatic-Radar RCS-Signature Recognition of Aerial Vehicles: A Bayesian Fusion Approach
Michael Potter, Murat Akcakaya, Marius Necsoiu +3
Radar Automated Target Recognition (RATR) for Unmanned Aerial Vehicles (UAVs) involves transmitting Electromagnetic Waves (EMWs) and performing target type recognition on the recei…
Corticomorphic Hybrid CNN-SNN Architecture for EEG-based Low-footprint Low-latency Auditory Attention Detection
Richard Gall, Deniz Kocanaogullari, Murat Akcakaya +2
In a multi-speaker "cocktail party" scenario, a listener can selectively attend to a speaker of interest. Studies into the human auditory attention network demonstrate cortical ent…
EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks
Ozan Ozdenizci, Safaa Eldeeb, Andac Demir +2
During daily activities, humans use their hands to grasp surrounding objects and perceive sensory information which are also employed for perceptual and motor goals. Multiple corti…
Stopping Criterion Design for Recursive Bayesian Classification: Analysis and Decision Geometry
Aziz Kocanaogullari, Murat Akcakaya, Deniz Erdogmus
Systems that are based on recursive Bayesian updates for classification limit the cost of evidence collection through certain stopping/termination criteria and accordingly enforce…
Active recursive Bayesian inference using Rényi information measures
Yeganeh M. Marghi, Aziz Kocanaogullari, Murat Akcakaya +1
Recursive Bayesian inference (RBI) provides optimal Bayesian latent variable estimates in real-time settings with streaming noisy observations. Active RBI attempts to effectively s…
EEG-assisted Modulation of Sound Sources in the Auditory Scene
Marzieh Haghighi, Mohammad Moghadamfalahi, Murat Akcakaya +1
Noninvasive EEG (electroencephalography) based auditory attention detection could be useful for improved hearing aids in the future. This work is a novel attempt to investigate the…
An Active RBSE Framework to Generate Optimal Stimulus Sequences in a BCI for Spelling
Mohammad Moghadamfalahi, Murat Akcakaya, Hooman Nezamfar +2
A class of brain computer interfaces (BCIs) employs noninvasive recordings of electroencephalography (EEG) signals to enable users with severe speech and motor impairments to inter…
Decoding Emotional Experience through Physiological Signal Processing
Maria S. Perez-Rosero, Behnaz Rezaei, Murat Akcakaya +1
There is an increasing consensus among re- searchers that making a computer emotionally intelligent with the ability to decode human affective states would allow a more meaningful…
Asymptotic Analysis of Objectives based on Fisher Information in Active Learning
Jamshid Sourati, Murat Akcakaya, Todd K. Leen +2
Obtaining labels can be costly and time-consuming. Active learning allows a learning algorithm to intelligently query samples to be labeled for efficient learning. Fisher informati…