Dr. Shanechi works at the interface of machine learning, statistical inference and signal processing, and control to develop algorithmic solutions for basic and clinical neuroscience problems. Some applications of interest include developing closed-loop brain-machine interfaces (BMI) for motor function, for control of anesthesia, and for deep brain stimulation to treat neuropsychiatric disorders. Her work combines methodology development with in vivo implementation and testing.