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Table 1 Summary of non-supervised learning methods

From: A survey on data‐efficient algorithms in big data era

Non-supervised Learning paradigms

Non-supervised Learning techniques

References

Semi-Supervised Learning

Self-labeled Methods

[76,77,78, 81,82,83]

Graph-based Methods

[85, 88, 90]

Extended supervised

Methods

[90, 92, 93],94,95, 100,101,102]

Unsupervised Representation learning

Transformation-Equivariant Representations

[103,104,105,106]

Self-supervised methods

[108110]

Generative methods

[130, 141]

Reinforcement Learning

Model-based methods

[303, 306, 307]

Policy-based methods

[305, 308]