/BrainSeq

Personal Project

Primary LanguageJupyter NotebookMIT LicenseMIT

BrainSeq

Personal Project

This project is a personal exploration, based on my experience in Probability Theory, Statistics and Machine Learning (coming soon). It is written in a way that can be read/understood without a rigorous background.

In this project, I asked for a friend to provide me with a long list of random integers, from 0 to 9. Then, I tried to use tools from Statistics, Probability Theory and ML to uncover patterns of numbers and see if I can accurately predict the next one in the sequence, under various assumptions.

Check out some relevant Scientific Articles:

Hornero R, Alonso A, Jimeno N, Jimeno A, López M. Nonlinear analysis of time series generated by schizophrenic patients. IEEE Eng Med Biol Mag. 1999 May-Jun;18(3):84-90. doi: 10.1109/51.765193. PMID: 10337567.

Alan Baddeley (1996) Exploring the Central Executive, The Quarterly Journal of Experimental Psychology Section A, 49:1, 5-28, DOI: 10.1080/713755608

Jokar, E., & Mikaili, M. (2012). Assessment of human random number generation for biometric verification. Journal of medical signals and sensors, 2(2), 82–87.

Daria Knoch, Peter Brugger, Marianne Regard, Suppressing versus Releasing a Habit: Frequency-dependent Effects of Prefrontal Transcranial Magnetic Stimulation, Cerebral Cortex, Volume 15, Issue 7, July 2005, Pages 885–887