/time-series-classification-of-human-activities

Classification of human activities like bending, cycling, walking etc.

Primary LanguageJupyter Notebook

Time Series Classification of human activities like bending, cycling, walking etc.

  • Data set obtained from a Wireless Sensor Network and description can be found here:
  • The processed data set used for this task is uploaded

Summary of techniques and algorithms used:

  • Feature Extraction using measures of central tendency
  • Bootstrap to calculate standard deviation estimate for the population parameters
  • Logistic Regression
  • L1 penalized Logistic Regression
  • Naive Bayes Classifier - Gaussian and Multinomial