The problexity is an open-source python library containing the implementation of measures describing the complexity of the classification and regression problems.
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Apr 18, 2025 - Python
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data-complexity
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The data complexity library, DCoL, is a machine learning software that implements all metrics to characterize the apparent complexity of classification problems. The code is implemented in C++ and can be run on multiple platforms.
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Feb 28, 2020 - HTML
The Python Class Overlap Libray (pycol) assembles a comprehensive set of complexity measures associated with the characterization of the Class Overlap problem.
machine-learning class-imbalance imbalanced-data data-complexity meta-learning complexity-measures meta-features machinelearning-python classification-complexity class-overlap data-intrinsic-characteristics
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Feb 7, 2022 - Python
Alignment-free simulation, computation, and visualization of Low-compexity regions in biological data
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Jul 9, 2024 - C
MfeatExtractor is an automated code for meta-feature extraction, useful for meta-learning projects.
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Oct 18, 2017 - R
A generator of multi-dimensional and multi-class imbalanced data, designed to create artificial datasets for the study of data difficulty factors in imbalanced learning.
supervised-learning imbalanced-data data-complexity imbalanced-learning artificial-data data-intrinsic-characteristics difficulty-factors artificial-datasets
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Jan 3, 2022 - Java
Meta learning framework based on rough set measures
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Feb 10, 2020 - Java
Rough set class library for machine learning
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Apr 25, 2019 - Java
A multi-view panorama of Data-Centric AI: Techniques, Tools, and Applications (ECAI Tutorial 2024)
machine-learning missing-data fairness imbalanced-data data-complexity xai bias-detection imbalance-learning missing-data-imputation data-centric-ai data-centric-machine-learning ai-bias-testing
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Oct 19, 2024
Geometric concept data generator for testing classification algorithms
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Apr 17, 2019 - Java
A large dataset for studying the early readmission of diabetic patients problem
variable-importance classification diabetes data-complexity biomedicine early-readmission statistical-relationships
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Nov 14, 2019 - R
Implementation of data typology for imbalanced datasets.
data-science machine-learning matlab data-quality imbalanced-data data-complexity imbalanced-learning meta-learning data-centric-ai data-centric-machine-learning
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Jun 4, 2023 - MATLAB
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