Complexity streams

Little info.

Scripts and directories

config.py - common stream configuration used in all experimental scripts.
stream-generator.py - base stream generator; stores files in streams/, which due to the size, are ignored by repository.
complexity-calculator.py - calculator of all complexities for all generated streams; stores files in complexities/, which are stored in repository.
example-stream.py - exemplary stream loader.
example-complexity.py - exemplary complexity signal loader.

Filename convention:

(?drift_type)_f(?dimensionality)_c(?clusters)_r(?replication)

Dimensionality (dimensionality):
- 8 features (8),
- 16 features (16),
- 32 features (32).
Clusters (clusters):
- 2 clusters (2),
- 3 clusters (3),
- 4 clusters (4).
Concept drifts (drift_type):
- balanced streams:
  - sudden (bal_sudden),
  - gradual (bal_gradual),
  - incremental (bal_incremental).
- streams imbalanced dynamically synchronously.
  - sudden (imb_sudden),
  - gradual (imb_gradual),
  - incremental (imb_incremental).
Other configuration (not in filename):
- 10 replications,
- fully informative,
- 2000 chunks,
- 500 samples in chunk,
- 7 drifts.

Name		Name	Last commit message	Last commit date
Latest commit History 66 Commits
complexities		complexities
detectors		detectors
figures		figures
real_figures		real_figures
real_streams		real_streams
real_streams_res		real_streams_res
results		results
scores		scores
streams		streams
tables		tables
vapor		vapor
.gitignore		.gitignore
README.md		README.md
analyze_0.py		analyze_0.py
analyze_0_color.py		analyze_0_color.py
analyze_0_color_mini.py		analyze_0_color_mini.py
analyze_0b.py		analyze_0b.py
analyze_1.py		analyze_1.py
analyze_1_eddm.py		analyze_1_eddm.py
analyze_1_single.py		analyze_1_single.py
analyze_1_tab.py		analyze_1_tab.py
analyze_1_tab_eddm.py		analyze_1_tab_eddm.py
analyze_real.py		analyze_real.py
analyze_real_cdde.py		analyze_real_cdde.py
complexity-calculator.py		complexity-calculator.py
complexity-plot.py		complexity-plot.py
config.py		config.py
copy_complexity.sh		copy_complexity.sh
example-complexity.py		example-complexity.py
example-stream.py		example-stream.py
experiment_0.py		experiment_0.py
experiment_1.py		experiment_1.py
experiment_1_eddm.py		experiment_1_eddm.py
experiment_real.py		experiment_real.py
experiment_real_cdde.py		experiment_real_cdde.py
gather_0.py		gather_0.py
gather_1.py		gather_1.py
methods.py		methods.py
minimal-example.py		minimal-example.py
process.py		process.py
real-characterize.py		real-characterize.py
strategy-pca.py		strategy-pca.py
stream-generator.py		stream-generator.py
visual-experiments.py		visual-experiments.py
visualize.py		visualize.py