![]() ![]() However, despite adding more dimensions for collecting data and opening up the backend to developers, there is still a fundamental aspect of the Muse that needs to be changed to address the growing importance of machine learning. Pathways to Just Digital Future Watch this tech inequality series featuring scholars, practitioners, & activists One notable example has been a recent study done by researchers at the University of Memphis and IBM Watson Research Center on discriminating between logical and emotional mental states by applying machine learning to data collected with Muse. By opening up the backend functionalities of the Muse, research institutions are able test the efficacy of machine learning methods on the recognition of mental states. The company also created a free visualization tool called MuseLab that lets users plot customized EEG data as the device is being used. Muse has released a software development kit to allow users to download the raw EEG data. In the medium-term time horizon, Muse has started to move away from its positioning as a retail consumer-grade device to an economical alternative to medical-grade EEG devices used in research. Muse 2 also features an accelerometer, which allows Muse to omit brainwave data points that have been affected by the user’s head movements. The new headband includes photoplethysmography (PPG) sensors that use optical-based technology to detect the user’s heart rate and breathing patterns. In order to make the classification of brain states more accurate through machine learning in the short term, Muse has introduced more dimensions of data collection with their newest headband, the Muse 2. ![]() Thus, the way forward for product development at Muse is to create individualized brainwave signatures for each user through machine learning. Comparing the user’s brainwaves to a normative benchmark of what “calm” brainwaves look like tends to lend itself to inaccuracies. However, this statistical approach yields inaccurate results because there is a significant amount of variation in brainwave patterns across individuals for any given brain state. ![]() Arguably, the most straight-forward way to do this is to run the input EEG data through a statistical model to generate an attention-distraction score. By providing real-time feedback, Muse is designed to takes the guesswork out of meditation.Ī big challenge that Muse faces is to be able to accurately classify the user’s brain states as representative of either focused attention or distraction. Conversely, when the brain wave patterns reflect a busy mind, the user will hear chaotic sounds, such as that of rush hour traffic. When the user’s mind is calm, the user will hear serene weather soundscapes, such as gentle rain in a tropical rainforest. This data is then sent via Bluetooth to a smartphone, where it is translated into weather soundscapes. When used, Muse senses electrical activity in the brain and records brain wave patterns. The headband houses seven electrodes that sits on the forehead and behind the ears. Muse’s flagship product, the Muse headband, is a consumer-grade electroencephalogram (EEG) device that provides real-time neurofeedback during meditation. While there has been a surge in the number of guided meditation mobile apps available, none offer any real insight to the most common question that beginner meditators have – “Am I doing it right?”. Muse app compatibility (iOS 12.Meditation, with its many mental benefits, has remained an elusive skill to master.MicroUSB port (cable included) and LED indicator.1 headband, with capability for multiple users.5 hours of continuous use (rechargeable li-ion).Connects to your mobile device via Bluetooth.Set goals, track your progress, and build a rewarding meditation practice.Learn how to use your breath to find calm and fight stress.Discover how your meditation posture can bring you physical relaxation.Your ability to synchronize your heartbeat can help you find stillness and calm. Enter an immersive soundscape where you’ll hear your heartbeat played back to you in real time as the sound of a rhythmic, soothing drum.EEG has been used in hospitals and research institutions for nearly a century to study the brain. Real-time brainwave feedback (EEG) teaches you the art of focus.Muse does not use electrical stimulation-it’s a PASSIVE tool that gives you accurate, real-time feedback on what’s happening in your brain.Muse’s 7 finely calibrated EEG brain sensors-2 on the forehead and 2 behind the ears plus 3 reference sensors-detect and measure the activity of your brain.Deeper insights through real-time feedback. ![]()
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