ROC and PR–AUC curves of the ABC–LR–RF hybrid model for IVF outcome prediction.

ROC and PR–AUC curves of the ABC–LR–RF hybrid model for IVF outcome prediction.

<p>ROC and PR–AUC curves of the ABC–LR–RF hybrid model for IVF outcome prediction.</p>

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Sonraí bibleagrafaíochta
Príomhchruthaitheoir:	Uğur Ejder (22683228) (author)
Rannpháirtithe:	Pınar Uskaner Hepsağ (22683231) (author)
Foilsithe / Cruthaithe:	2025
Ábhair:	Biotechnology Ecology Cancer Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified small sample size lr &# 8211 evaluated using 5 assisted reproductive technologies artificial bee colony art ), yet address class imbalance support vector machine pharmaceutical supplement use enhance predictive performance abc hybrids outperformed abc hybrid counterparts local interpretable model abc hybrid model model performance supplement variables producing interpretable dietician support vitro fertilization synthetic minority studies rely sampling technique retrospective dataset regression tree random forest observed improvements nearest neighbors limited optimization influential features individual predictions improving prediction implemented alongside future studies four algorithms folic acid fold cross exploratory rather dietary data conventional algorithms concept study clinically directive binary representation baseline models algorithm models agnostic explanations accuracy ). 21 predictors
Clibeanna:	Cuir clib leis Níl clibeanna ann, Bí ar an gcéad duine le clib a chur leis an taifead seo!

Míreanna comhchosúla

Confusion matrix of the ABC–LR–RF hybrid model for IVF outcome prediction.
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Foilsithe / Cruthaithe: (2025)

Calibration curve of the ABC–LR–RF hybrid model for IVF outcome prediction.
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Foilsithe / Cruthaithe: (2025)

Comparison of baseline and hybrid machine learning models in predicting IVF outcomes (%).
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Top-performing model configuration and performance by algorithm type.
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The comparison of the accuracy score of the benchmark and the proposed models.
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The prediction accuracy of simple versus hybrid models.
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The accuracy score change matrix following model development.
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Flow diagram of the proposed model.
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Schematic visualization of the federated learning approaches.
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Raw performance metrics for the MLP model.
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