Embedded Files
Fundamental Statistical Tools for Medical AI
Fundamental Statistical Tools for Medical AI
Hypothesis Testing
Hypothesis Testing
Classification
Type I Error and P-Value [Slides, Codes, Data, Video]
Fisher's Exact Test [Slides, Codes, Data, Video]
Mann-Whitney U Test [Slides, Codes, Data, Video]
DeLong Test [Slides, Codes, Data, Video]
Segmentation
Type I Error and P-Value [Slides, Codes, Data, Video]
Detection
Type I Error and P-Value [Slides, Codes, Data, Video]
Prognoisis
Type I Error and P-Value [Slides, Codes, Data, Video]
Estimation
Estimation
Classification
Confidence Interval [Slides, Codes, Data, Video]
Bootstrap Method [Slides, Codes, Data, Video]
Segmentation
Confidence Interval [Slides, Codes, Data, Video]
Detection
Confidence Interval [Slides, Codes, Data, Video]
Prognosis
Confidence Interval [Slides, Codes, Data, Video]
Evaluation
Evaluation
Classification
Confusion Matrix [Slides, Codes, Data, Video]
ROC curve and AUC [Slides, Codes, Data, Video]
Segmentation
DICE Coefficient [Slides, Codes, Data, Video]
IOU [Slides, Codes, Data, Video]
DICE Loss [Slides, Codes, Data, Video]
Cross Entropy [Slides, Codes, Data, Video]
Detection
Mean Average Precision [Slides, Codes, Data, Video]
Prognosis
Contingency Table [Slides, Codes, Data, Video]
ROC curve and AUC [Slides, Codes, Data, Video]
Descriptive Statistics
Descriptive Statistics
Classification
Median [Slides, Codes, Data, Video]
Interquartile [Slides, Codes, Data, Video]
Segmentation
Exponentially Weighted Average [Slides, Codes, Data, Video]
Intraclass Correlation Coefficient [Slides, Codes, Data, Video]
Detection
Intraclass Correlation Coefficient [Slides, Codes, Data, Video]
Prognosis
Median [Slides, Codes, Data, Video]
Range [Slides, Codes, Data, Video]
Model, Methods and Training
Model, Methods and Training
Classification
Training/Validation/Test [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Segmentation
Training/Validation/Test [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Detection
Training/Validation/Test [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Prognosis
Logistic Regression [Slides, Codes, Data, Video]
LASSO [Slides, Codes, Data, Video]
Kaplan-Meier Method [Slides, Codes, Data, Video]
Cross Validation [Slides, Codes, Data, Video]
Examples from Papers
Examples from Papers
Dr. Hsu XYZ paper
Confusion matrix
2B
2C
Prognosis
2A
2B
2C
Clinical Applications
Clinical Applications
Application 01
Confusion matrix
2B
2C
Application 02
2A
2B
2C
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