jirispilka/kaggle-seizure-prediction-2016

Kaggle seizure prediction comptetion (abandoned in the middle because of lack of trust in the data)

Kaggle Seizure Prediction

Matlab and python codes for kaggle competitionL Seizure Prediction

I abandoned the competiont in the middle because of lack of trust in the data (train/test errors).

The best results up to the 25.10.2016 were obtained spectrum features and spectral energy bands entropy with naive bayes classifier on top of that.

Data

The dataset was only available for the competition. https://www.kaggle.com/c/melbourne-university-seizure-prediction/data

Matlab dependencies

Required toolbox:

• Carlos Granero-Belinchon, Stéphane G. Roux, Patrice Abry, Muriel Doret, Nicolas B. Garnier: Information Theory to Probe Intrapartum Fetal Heart Rate Dynamics. Entropy 19(12): 640 (2017)

• Stéphane Jaffard, Clothilde Melot, Roberto Leonarduzzi, Herwig Wendt, Patrice Abry Stéphane G. Roux, Maria E. Torres" p-exponent and p-leaders, Part I: Negative pointwise regularity, Physica A: Statistical Mechanics and its Applications Volume 448, 15 April 2016, Pages 300-318

• MIToobox for C and MATLAB, http://www.cs.man.ac.uk/~pococka4/MIToolbox.html

• A Feature Selection Toolbox for C, Java and Matlab. - http://www.cs.man.ac.uk/~pococka4/FEAST.html

Python

Classical machine learning stack: pandas, numpy, scipy, scikit-learn