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Active learning Stacking ensemble/Evidence
Method evidence record

Active learning Stacking ensemble

Active Learning Stacking Ensemble combines an active learning query loop with stacked generalization: a pool of unlabeled data is available, and the model iteratively selects the most informative instances for human labeling, using those labels to train and refine a stacking ensemble of multiple base learners topped by a meta-learner. This approach reduces annotation cost while maximizing the predictive power of the ensemble.

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Source record

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Active Learning with Stacking Ensemble
Taxonomic method record · ml-model / machine-learning
  • Wolpert, D. H. (1992). Stacked generalization. Neural Networks, 5(2), 241–259. · DOI 10.1016/S0893-6080(05)80023-1
  • Settles, B. (2012). Active Learning. Synthesis Lectures on Artificial Intelligence and Machine Learning. Morgan & Claypool Publishers. · DOI 10.2200/S00429ED1V01Y201207AIM018
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Related methods

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Same method familyActive Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketBoostingmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Stacking Ensemblemachine-suggested · Relational suggestion, not evidence.Same method familyStackingmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketVoting Ensemblemachine-suggested · Relational suggestion, not evidence.

Evidence status

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Sources

2 recorded citations, copied from the method source record.

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