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CompbioLabUnist / Helixco_Premature

Predicting preterm birth using machine learning techniques in oral microbiome
https://doi.org/10.1038/s41598-023-48466-x
MIT License
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Machine Learning #16

Open Fumire opened 2 years ago

Fumire commented 2 years ago

Add machine learning results

Fumire commented 2 years ago

Two suggestions

Fumire commented 2 years ago

Objective: Balanced Accuracy > 0.8

Fumire commented 2 years ago

Add other classification algorithms

Fumire commented 2 years ago
Fumire commented 2 years ago

How about using candidate taxa?

Fumire commented 2 years ago

Add bagging algorithm

Fumire commented 2 years ago

Separate by antibiotic usages

Fumire commented 2 years ago

Improved by over-sampling

Fumire commented 2 years ago

Over-sampling vs. Under-sampling

Fumire commented 2 years ago
  1. Drop under-sampling
  2. Use SMOTE over-sampling, rather than naive over-sampling
Fumire commented 2 years ago

Classification starts with DATs

Fumire commented 1 year ago