Concepedia

A-SOiD, an active-learning platform for expert-guided, data-efficient discovery of behavior

Jens F. Tillmann, Alexander Hsu, Martin K. Schwarz, Eric A. Yttri

Nature Methods · 2024 · 56 citations · 44 references

Concepts

ComputingComputer ScienceData ScienceArtificial IntelligenceKnowledge RepresentationMachine LearningAction RecognitionActive LearningBehaviorData-efficient Robot LearningExpert SystemsLearner Behavior AnalysisActive Data Collection For Model LearningActive Learning DesignActive Learning In Drug DiscoveryAutomated Behavior DetectionData-driven Discovery

References

44

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

Array programming with NumPy

Nature · 2020 · 22.3K citations · Full text

Natural Sciences, Astronomy, Computer Science +10

From local explanations to global understanding with explainable AI for trees

Scott Lundberg, Gabriel Erion, Hugh Chen et al. · Nature Machine Intelligence · 2020 · 8.9K citations · Full text

Computing, Computer Science, Data Science +16

UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Leland McInnes, John J. Healy · arXiv (Cornell University) · 2018 · 7.5K citations · Full text

Computing, Computer Science, Computational Geometry +11

Dimensionality reduction for visualizing single-cell data using UMAP

Étienne Becht, Leland McInnes, John Healy et al. · Nature Biotechnology · 2018 · 5.8K citations

Computing, Cell Biology, Visualization +12