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Refact: Separation of anomaly detection from drift detection #1133

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detlefarend opened this issue Feb 11, 2025 · 1 comment · Fixed by #1136, #1142 or #1143 · May be fixed by #1147
Open
10 of 15 tasks

Refact: Separation of anomaly detection from drift detection #1133

detlefarend opened this issue Feb 11, 2025 · 1 comment · Fixed by #1136, #1142 or #1143 · May be fixed by #1147
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@detlefarend @Devindi97
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next release OA Online adaptivitiy quality Quality assurance refactoring Restructuring, renaming, simplification, understandability, ...

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detlefarend commented Feb 11, 2025 •
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Motivation
Anomaly and drift detection address different research topics and should also be separated within MLPro.

Benefit
Clean structures separated by research topics.

Are the proposed changes backward compatible?

  • Yes
  • No

ToDo

  • 1 Review/refactoring of existing package structure and code for anomaly detection
  • 2 New package tree mlpro.oa.streams.tasks.driftdetection
  • 3 New template classes for drift detection
    • Template class Drift
    • Template class CBDrift (parent: Drift)
    • Template class DriftDetector (parent: OAStreamTask)
    • Template class CBDriftDetector (parent: DriftDetector)
  • 4 Relocation and refactoring of existing drift detectors
    • drift_detector.py
  • 5 New RTD menu structure according to the new package tree
    • Section MLPro-OA
    • API
    • Howtos
@detlefarend detlefarend added next release OA Online adaptivitiy quality Quality assurance refactoring Restructuring, renaming, simplification, understandability, ... labels Feb 11, 2025
@detlefarend detlefarend self-assigned this Feb 11, 2025
detlefarend added a commit that referenced this issue Feb 12, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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@detlefarend detlefarend linked a pull request Feb 12, 2025 that will close this issue
Final changes in v2.0.0 (5) #1136
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A bug in the density_change_detector.py file.

detlefarend added a commit that referenced this issue Feb 13, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Feb 13, 2025
@detlefarend
Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Feb 14, 2025
@detlefarend
Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Feb 14, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Feb 18, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Feb 19, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Feb 24, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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@detlefarend detlefarend removed a link to a pull request Feb 24, 2025
Final changes in v2.0.0 (5) #1136
Merged
@detlefarend detlefarend linked a pull request Feb 24, 2025 that will close this issue
Final changes in v2.0.0 (5) #1136
Merged
@detlefarend detlefarend reopened this Feb 25, 2025
detlefarend added a commit that referenced this issue Feb 25, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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@detlefarend detlefarend linked a pull request Feb 25, 2025 that will close this issue
Final changes in v2.0.0 (6) #1142
Merged
@detlefarend detlefarend reopened this Feb 27, 2025
detlefarend added a commit that referenced this issue Feb 28, 2025
@detlefarend
Refact: Separation of anomaly detection from drift detection #1133
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@detlefarend detlefarend linked a pull request Feb 28, 2025 that will close this issue
Final changes in v2.0.0 (7) #1143
Merged
@detlefarend detlefarend reopened this Feb 28, 2025
detlefarend added a commit that referenced this issue Mar 3, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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detlefarend added a commit that referenced this issue Mar 4, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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@detlefarend detlefarend linked a pull request Mar 4, 2025 that will close this issue
Final changes in v2.0.0 (8) #1147
Draft
detlefarend added a commit that referenced this issue Mar 5, 2025
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Refact: Separation of anomaly detection from drift detection #1133
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