Stream Based AL Strategies

Legend for classification plots

Split

Split

Periodic Sampling

Periodic Sampling

Stream Random Sampling

Stream Random Sampling

Fixed-Uncertainty

Fixed-Uncertainty

Variable-Uncertainty

Variable-Uncertainty

Density Based Active Learning for Data Streams

Density Based Active Learning for Data Streams

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 Fixed-Uncertainty

Cognitive Dual-Query Strategy with Fixed-Uncertainty

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

Probabilistic Active Learning in Datastreams

Probabilistic Active Learning in Datastreams