We got a Muse!
We got gifted a 2016 Muse headband by one of our patrons and are having quite the time with it. It’s a nifty bit of kit and we look forward to seeing what can be done.
Resources
This is a mishmash of Quantitative EEG and Muse resources. I’ll separate them when I get the chance.
Software
- Official Muse Developer Page SDKs and Software
- NeuroTechX EEG 101 for android – an introduction to EEG concepts, plus an EEG sandbox, ability to save sessions in csv format, BCI/Machine Learning example
- Muse Monitor – Paid app. Does OSC streaming, recording, many features.
Neurofeedback, Machine Learning, Etc
- NeuroTechX – github | Awesome BCI links
- NeuroTechX EEG Notebooks – A collection of classic EEG experiments implemented with Python and Jupyter notebooks
- EEG and Neurofeedback Youtube Playlist
- MindBigData – The “MNIST” of Brain Digits
- ERPINFO.org – Software, training, and resources for Event Related Potentials
- Neural Network for detecting thought Words via EEG
- Brain Mind & Memory Centre & Research Institute – youtube channel, EEG/ERP information
Books
- Quantitative EEG, Event-Related Potentials and Neurotherapy by Juri D. Kropotov
- Functional Neuromarkers for Psychiatry: Applications for Diagnosis and Treatment by Juri D. Kropotov
- An Introduction to the Event-Related Potential Technique by Steven J. Luck
- Advanced Signal Processing on Brain Event-Related Potentials:Filtering ERPs in Time, Frequency and Space Domains Sequentially and Simultaneously by Fengyu Cong
- Event-Related Potentials: A Methods Handbook (Bradford Books) (MIT Press)
- Infant EEG and Event-Related Potentials (Studies in Developmental Psychology)
Research Papers
Research Resource Identifier (RRID):Muse (SCR_014418)
- Choosing MUSE: Validation of a Low-Cost, Portable EEG System for ERP Research – Related video
- An Overview of the Use of Neurofeedback Biofeedback for the Treatment of Symptoms of Traumatic Brain Injury in Military and Civilian Populations
- Characterizing Population EEG Dynamics throughout Adulthood
- Modulation of Neural Activity during Guided Viewing of Visual Art
- Brain Monitoring Devices in Neuroscience Clinical Research: The Potential of Remote Monitoring Using Sensors, Wearables, and Mobile Devices
- Attentional and affective consequences of technology supported mindfulness training: a randomised, active control, efficacy trial
- Perspectives on Technology-Assisted Relaxation Approaches to Support Mind-Body Skills Practice in Children and Teens: Clinical Experience and Commentary
- A Review of Brain-Computer Interface Games and an Opinion Survey from Researchers, Developers and Users
- Translational bioinformatics in the era of real-time biomedical, health care and wellness data streams
- A pragmatic analysis of the regulation of consumer transcranial direct current stimulation (TDCS) devices in the United States
- Enrichment of Human-Computer Interaction in Brain-Computer Interfaces via Virtual Environments – correction
- A Critical Review of Consumer Wearables, Mobile Applications, and Equipment for Providing Biofeedback, Monitoring Stress, and Sleep in Physically Active Populations
- The Smartphone Brain Scanner: A Portable Real-Time Neuroimaging System – correction
- ‘My Virtual Dream’: Collective Neurofeedback in an Immersive Art Environment
- Self-calibrating protocols enhance wearable EEG diagnostics and consumer applications Paper 1 Paper 2
- Mental State Recognition via Wearable EEG
- Vigilance lapse identification using sparse EEG electrode arrays
- PsychicVR – Increasing mindfulness by using virtual reality and brain computer interfaces
- Recognition of Brain Waves of Left and Right Hand Movement Imagery with Portable Electroencephalographs