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Vinnie Monaco vmonaco

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View hci_clicks_example.py
"""
Identify users by mouse click timings.
Train a POHMM for each user, one sample, and test using the remaining samples.
Using the clicks from task 3 (Star Bubbles) in the HCI dataset:
https://bitbucket.org/vmonaco/dataset-four-hci-tasks/
$ python hci_clicks_example.py data/task3.click.csv
Accuracy (88 samples): 0.375
@vmonaco
vmonaco / runs_test.py
Last active Jan 15, 2019
Multivariate Wald-Wolfowitz test to compare the distributions of two samples
View runs_test.py
"""
Multivariate Wald-Wolfowitz test for two samples in separate CSV files.
See:
Friedman, Jerome H., and Lawrence C. Rafsky.
"Multivariate generalizations of the Wald-Wolfowitz and Smirnov two-sample tests."
The Annals of Statistics (1979): 697-717.
Given multivariate sample X of length m and sample Y of length n, test the null hypothesis:
@vmonaco
vmonaco / segment_motion.py
Created Dec 7, 2015
Segment motion using a 2-state Gaussian HMM
View segment_motion.py
"""
Segment an acceleration or gyroscopic CSV file into motion/non-motion segments
using a 2-state HMM and Savitzky–Golay filter as preprocessing
"""
import sys
import pandas as pd
import matplotlib.pyplot as plt
from hmmlearn.hmm import GaussianHMM
from scipy.signal import savgol_filter
@vmonaco
vmonaco / cmu_powerlaw.py
Last active Apr 19, 2017
CMU keystroke power law
View cmu_powerlaw.py
'''
Created on May 26, 2015
@author: vinnie, vincent@vmonaco.com
Power-law results from:
"DATA FORENSIC TECHNIQUES USING BENFORD’S LAW AND ZIPF’S LAW FOR KEYSTROKE
DYNAMICS", Aamo Iorliam, Anthony T.S. Ho, Norman Poh, Santosh Tirunagari,
and Patrick Bours. IWBF 2015.