Featured Research with Muse
Muse is a powerful, compact electroencephalography (EEG) system. By leveraging improvements in dry sensor technology, bluetooth and battery life, as well as significant advances in digital signal processing, Muse makes it easy to access and use brainwave data, inside and outside the laboratory and in real world environments.
The accompanying Muse app, one of several apps available for use with Muse on smartphone or tablet, uses real-time brainwave information to measure states of focus, relaxation, and mind-wandering. It delivers information through audio feedback to help users improve their ability to maintain focus, as part of a meditation practice or cognitive training program. (Research tools also are available on Windows.)
Muse is used by brain researchers at some of the world’s top research institutes. As a powerful research tool, Muse adds new versatility to brain research, allowing rapid EEG data collection from many more participants than previously achievable. In a study conducted by the Rotman Research Institute, more than 600 participants shared their brain data with neuroscientists in a 12-hour period, while researchers at McMaster University have reported on the dynamics of brain age in EEG data using more than 6000 participants.
Below are just some examples of recent and ongoing research projects with Muse.
Attentional and Affective Consequences of Technology Supported Mindfulness: a Randomised Trial
Dr. Norman Farb’s laboratory at the University of Toronto showed that six weeks’ regular use of Muse in healthy adults resulted in improvements in attention, as well as reduced somatic symptoms (headaches, pain, discomfort, etc.) on the Brief Symptom Inventory.
Read the Paper in BMC Psychology
Characterizing Population EEG Dynamics throughout Adulthood
A study by researchers at McMaster University involving more than 6000 participants found population-level effects in brain data related to age and gender, giving scientists unparalleled resolution into how EEG brain dynamics change with age.
Read the Paper in eNeuro
Novel Speed-of-Learning Effects Detected in Neurofeedback
A study by Dr. Randy McIntosh’s lab at the Rotman Research Institute demonstrated previously unreported speed-of-learning effects in MyVirtualDream, a virtual neurofeedback environment powered by Muse. This effect, being subtle, was detectable only using a technology capable of testing a very large number of people (600) in a short time (twelve hours).
Read the Paper in PLOS One
Neuroscientists Study Meditation-Related Changes in Brain Performance
Neuroscientists at the University of Victoria and the University of British Columbia use Muse in their field work in Nepal to study the brains of Buddhist monks, who are highly expert meditators, to better understand how training affects the way the brain makes decisions.
Watch the video
Identifying Pain with an Adaptive Brainwave Learning System
Using Muse to Measure Event-Related Potentials Outside the Lab.
At the University of Victoria, in Canada, scientists are using Muse to measure event-related potentials (ERPs) in cognitive tasks. This research is also being applied to measure changes in decision making in response to fatigue – in ER doctors in the Emergency Room.
Read the paper in Frontiers in Neuroscience
See the project | Watch the video
Identifying Mental States with Machine Learning
Researchers at the University of Memphis and IBM Watson Research Center found that by using machine learning to analyse brainwave signals from Muse, while participants watched different videos, they could determine what type of content (emotional or educational) each participant was seeing.
Read the preprint on ArXiv
Vigilance Lapse Identification With Muse
Researchers from McMaster University used EEG machine learning tools to detect lapses in vigilance (sustained attention) state of participants wearing Muse.
Read the paper on IEEE Xplore
Integration of Muse with Virtual Reality
Students, scientists, and makers from around the world use Muse to create engaging and immersive experiences. One great example is PsychicVR, a virtual reality experience powered by Muse, that was created by Judith Amores Fernandez, Pattie Maes, and Xavier Benavides Palos, which won a Fast Company Innovation By Design award.
Muse Tools for Researchers
Muse Research Tool Kit
The Muse Research Tools include all the software tools necessary for scientists, designers, makers and students to get started with Muse. Visualize raw data, record it, connect, relay, and convert EEG and head motion data from the Muse headset.