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mutual-information

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The code for my project in a biomedical engineering course. It involves decoding motor responses of rats to tilting events using neural spike activity. Key components include organizing spike time data, creating perievent rasters and histograms, and developing a PSTH classifier enhanced with PCA.

  • Updated Jun 8, 2024
  • Jupyter Notebook

This UROP project focuses on tumor disease detection using feature selection techniques like Mutual Information and Chi-Square Test. We implemented various machine learning algorithms, including Decision Trees, Random Forests, Logistic Regression, Naive Bayes, SVM, and KNN, to analyze their performance and improve detection accuracy.

  • Updated Jul 21, 2024
  • Jupyter Notebook

This project explores the relationships between a perfume's fragrance notes and the subjective experience of their emergent accords using a variety of statistical methods including mutual information, principal component analysis, and multilabel classification.

  • Updated Jan 23, 2022

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