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classifiers

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Formed trajectories of sets of points.Experimented on finding similarities between trajectories based on DTW (Dynamic Time Warping) and LCSS (Longest Common SubSequence) algorithms.Modeled trajectories as strings based on a Grid representation.Benchmarked KNN, Random Forest, Logistic Regression classification algorithms to classify efficiently t…

  • Updated Feb 1, 2024
  • Python

Machine Learning classifier comparison GUI application. Choose 21 classifiers, evaluation data (optional for evaluation of synthetic data), hyperparameters, cross-validation splits, and rng seed; tabulates, and visualizes in Parallel Coordinates: best, worst, average, and standard deviation of Accuracy/F1/Recall.

  • Updated Aug 12, 2025
  • Python

Research testbed pairing allotment (maximin stratified sortition, Flanigan et al. Nature 2021) with ntqr algebraic logic for ground-truth-free evaluation of noisy binary classifiers — a 96-seed grid over 3/6/9/12-judge panels and 300-item corpora, validated against live gemma3:4b reviewers via Ollama.

  • Updated Sep 22, 2026
  • Python

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