This is the project page for the Kaggle UPenn and Mayo Clinic’s Seizure Detection Challenge. The NuPIC community is interesting in putting together a formal team to address this challenge.
This project is a joint endeavor of the NuPIC community and the Epilepsy Seizure Prediction Season of NuPIC Project, submitted by Anubhav Chaturvedi.
Kaggle Rules
Please read the entire set of rules linked above.
Repo
https://github.com/fergalbyrne/nupic.kaggle-eeg
Team Members
- Matthew Taylor | @rhyolight | Kaggle | matt@numenta.org (SoN Mentor)
- Anubhav Chaturvedi | @anubhavchaturvedi | Kaggle | mailforanubhav@gmail.com (SoN Team Lead)
- Chetan Surpur | @chetan51 | Kaggle | csurpur@numenta.org
- Doug King | [@dwking2000] (http://github.com/dwking2000) | [Kaggle] (https://www.kaggle.com/users/135315/doug-king) | dwking@gmail.com
- Ross Story | [@Random-Word] (https://github.com/Random-Word) | [Kaggle] (http://www.kaggle.com/users/199360/random-word) | ross.story@dal.ca
- James Moore | @moorejpdx | [Kaggle] (https://www.kaggle.com/users/200277/james-moore) | james.moore.pdx@gmail.com
- Jeff Fohl | @jefffohl | [Kaggle] (https://www.kaggle.com/users/200537/jeff-fohl) | jeff@fohl.com
- Fergal Byrne | @fergalbyrne | Kaggle | fergalbyrnedublin@gmail.com
- Sergey Bryukov | @surge- | Kaggle | sbryukov@gmail.com
- Yifu Huang | @yhuang | Kaggle | yhuang22@gmail.com
- Marek Otahal | @breznak | Kaggle | markotahal@gmail.com
Planning Meeting: May 30
Video here (unlisted).
Meeting Notes (taken by Matt)
Data
- James create a tool to convert kaggle data into csv
- Fergal thinks RDSE is the right encoder
Swarming
- Will take too long to swarm over all the columns
- Might give useful params to swarm over a subset of columns or even just one column
Classification
- two models: one regular patterns, one for pre-seizure
- training data fed to each model
- test data sent to both
- generate classification based upon anomaly scores
Spitting up the data
- training
- cross-validation
- test
Tasks
- James will put up code to parse input data into CSV
- All of use will try to come up with model params
- Matt will post meeting minutes and email ML
- Fergal created tickets