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We find simple, interpretable formulas for all three of these quantities.
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To investigate machine learning methods, ranging from simpler interpretable techniques to complex (non-linear) "black-box" approaches, for automated diagnosis of Age-related Macular Degeneration (AMD).
A hypothesis is a simple and interpretable knowledge unit.
For that purpose we introduce the concept of hypothesis: a simple and interpretable knowledge unit.
Logistic regression due to its simple and interpretable structure have been used in this field.
A hypothesis represents a simple and interpretable unit of knowledge which may describe any relevant aspect of a chemical compound in the context of an endpoint.
As this study aims for simple and interpretable predictive models, the DT approach was employed for classifying FPs as being either monomeric or oligomeric.
Current machine learning methods that are being used to construct predictive models for predicting the protein oligomeric state ranges from simple and interpretable approach (e.g. DT) to more sophisticated (e.g. NN, SVM, etc).
The proposed method produces a class of estimators for f(0) which are as simple and interpretable as the usual reflection kernel estimator, while holding theoretical and practical advantages.
Each hypothesis contributing to the prediction provides information to support the actual prediction (the supporting examples) and interpret the outcome of this prediction (the path from the root to the hypothesis); having simple and interpretable hypotheses in the first place will contribute to the transparency of the model.
We used the GAMs to identify simple and interpretable forms of candidate variables that described the distribution of fire-prone parts of the world.
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