Publications by authors named "N Natraj"

The nervous system needs to balance the stability of neural representations with plasticity. It is unclear what is the representational stability of simple actions, particularly those that are well-rehearsed in humans, and how it changes in new contexts. Using an electrocorticography brain-computer interface (BCI), we found that the mesoscale manifold and relative representational distances for a repertoire of simple imagined movements were remarkably stable.

View Article and Find Full Text PDF
Article Synopsis
  • The "Social Internet of Things" merges IoT with social media, allowing devices to interact autonomously, but consumer concerns about privacy hinder widespread adoption.
  • Customers fear their data may be compromised, necessitating trusted connections to enhance data security and service quality.
  • A new approach called Multi-hop Convolutional Neural Network with an attention mechanism (MH-CNN-AM) is proposed to identify malicious nodes and improve performance based on various metrics like accuracy and precision, addressing gaps in current IoT models.
View Article and Find Full Text PDF

Background: Posttraumatic stress disorder (PTSD) is a trauma-induced condition, characterized by intrusive memories and trauma-associated anxiety. Non-rapid eye movement (NREM) sleep spindles might play a crucial role in learning and consolidating declarative stressor information. However, sleep and possibly sleep spindles are also known to regulate anxiety, suggestive of a dual role for sleep spindles in the processing of stressors.

View Article and Find Full Text PDF

Sleep spindles are a signature feature of non-REM (NREM) sleep, with demonstrated relationships to sleep maintenance and learning and memory. Because PTSD is characterized by disturbances in sleep maintenance and in stress learning and memory, there is now a growing interest in examining the role of sleep spindles in the neurobiology of PTSD. This review provides an overview of methods for measuring and detecting sleep spindles as they pertain to human PTSD and stress research, presents a critical review of early findings examining sleep spindles in PTSD and stress neurobiology, and proposes several directions for future research.

View Article and Find Full Text PDF

Stone toolmaking is a human motor skill which provides the earliest archeological evidence motor skill and social learning. Intentionally shaping a stone into a functional tool relies on the interaction of action observation and practice to support motor skill acquisition. The emergence of adaptive and efficient visuomotor processes during motor learning of such a novel motor skill requiring complex semantic understanding, like stone toolmaking, is not understood.

View Article and Find Full Text PDF