Concepedia

A machine learning risk model based on preoperative computed tomography scan to predict postoperative outcomes after pancreatoduodenectomy

Giovanni Capretti, Cristiana Bonifacio, Martina Nebbia, Caterina Giannitto, Pierandrea Cancian, Maria Elena Laino, Luca Balzarini, Nickolas Papanikolaou, Victor Savevski, Alessandro Zerbi

Updates in Surgery · 2021 · 27 citations · 36 references

Concepts

MedicineRadiologySurgeryMachine LearningPredictive AnalyticsRisk AssessmentPancreatic CancerPancreatic SurgeryPreoperative AssessmentPreoperative EvaluationPreoperative Risk AssessmentRisk PredictionMachine Learning Model RiskMachine Learning Risk ModelsOperative Risk PredictionPerioperative Risk Prediction ModelsPostoperative Risk PredictionPredictive Outcome ModelingSurgical Risk Prediction

References

36

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

Classification of Surgical Complications

Daniel Dindo, Nicolas Demartines, Pierre-Alain Clavien · Annals of Surgery · 2004 · 30.9K citations · Full text

Medicine, Surgery, General Surgery +13

Textural Features for Image Classification

Robert M. Haralick, I. Dinstein · IEEE Transactions on Systems Man and Cybernetics · 1973 · 22.5K citations

Computing, Earth Sciences, Computer Vision +16

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

Natural Sciences, Computer Science, Algorithms +8