Stream-based AL Strategies#

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Split

Split

Periodic Sampling

Periodic Sampling

Stream Random Sampling

Stream Random Sampling

Variable-Uncertainty

Variable-Uncertainty

Density Based Active Learning for Data Streams

Density Based Active Learning for Data Streams

Fixed-Uncertainty

Fixed-Uncertainty

Randomized-Variable-Uncertainty

Randomized-Variable-Uncertainty

Cognitive Dual-Query Strategy with Random Sampling

Cognitive Dual-Query Strategy with Random Sampling

Cognitive Dual-Query Strategy with Variable-Uncertainty

Cognitive Dual-Query Strategy with Variable-Uncertainty

Cognitive Dual-Query Strategy with Randomized-Variable-Uncertainty

Cognitive Dual-Query Strategy with Randomized-Variable-Uncertainty

Cognitive Dual-Query Strategy with Fixed-Uncertainty

Cognitive Dual-Query Strategy with Fixed-Uncertainty

Probabilistic Active Learning in Datastreams

Probabilistic Active Learning in Datastreams