Journal article

Instance spaces for machine learning classification

Mario A Munoz, Laura Villanova, Davaatseren Baatar, Kate Smith-Miles

Machine Learning | SPRINGER | Published : 2018

DOI: 10.1007/s10994-017-5629-5

Related Projects (1)

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Stress-Testing Algorithms: Generating New Test Instances To Elicit Insights

This project aims to develop a new paradigm in algorithm testing, creating novel test instances and tools to elicit insights into algorithm ..

Grants

Awarded by Australian Research Council

Funding Acknowledgements

This work is funded by the Australian Research Council through Australian Laureate Fellowship FL140100012. We gratefully acknowledge the support of NVIDIA Corporation with the donation of the Tesla K40 GPU used for this research.

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Keywords

Rules
Classification
Instance Space
Science & Technology
Meta-Learning
Computer Science
Technology
Performance Evaluation
Computer Science, Artificial Intelligence
Test Data
Instance Difficulty
Performance
Datasets
Test Instance Generation
Algorithm Footprints
Algorithm Selection
System