prototype-selection
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A Winner-Take-All Hashing-Based Unsupervised Model for Entity Resolution Problems. [B. Sc. Thesis]
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Aug 22, 2022 - Jupyter Notebook
A new fast instance selection method for machine learning.
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Jul 11, 2021 - MATLAB
A library gathering diverse algorithms for clustering, similarity search, prototype selection, and data encoding based on k-cluster algorithms.
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Mar 26, 2025 - Julia
The code for Principal Sample Analysis (PSA) for prototype selection and instance ranking
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Jan 1, 2024 - Python
This is a course project to select a subset of data to build an efficient nearest neighbor classifier. Choosing a representative subset of "prototypes" from the training set is crucial for accelerating nearest neighbor classifiers. This project proposes projecting the data into a latent space using a pretrained embedder.
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Feb 21, 2024 - Jupyter Notebook
The code for prototype selection and instance ranking using matrix decomposition and subspace learning
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Dec 29, 2020 - Python
Fast instance selection method
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Sep 14, 2020 - MATLAB
The code for Curvature Anomaly Detection (CAD), kernel CAD, inverse CAD (iCAD), and kernel iCAD for anomaly detection and prototype selection. It uses the theory of Polyhedron Curvature or angular defect of polyhedron.
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Jun 12, 2020 - Python
Unsupervised instance selection via conjectural hyperrectangles
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Feb 26, 2024 - MATLAB
Border Instances Reduction using Classes Handily (BIRCH)
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Oct 15, 2022 - MATLAB
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