Concepedia

An uncertainty quantification and accuracy enhancement method for deep regression prediction scenarios

Teng Zhang, Fangyu Peng, Rong Yan, Xiaowei Tang, Jiangmiao Yuan, Runpeng Deng

Mechanical Systems and Signal Processing · 2025 · 16 citations · 57 references

Concepts

ComputingComputational EngineeringComputer ScienceMachine LearningStatistical ModelingUncertainty QuantificationDeep LearningParameter Estimation Under UncertaintyPropagation Of UncertaintyUncertainty AnalysisUncertainty EstimationUncertainty RepresentationAccuracyBayesian Deep LearningMethod Accuracy AssessmentPrediction Uncertainty QuantificationProbabilistic Deep LearningSurrogate Model Uncertainty QuantificationUncertainty Quantification In Surrogates

References

57

ANFIS: adaptive-network-based fuzzy inference system

Jyh‐Shing Roger Jang · IEEE Transactions on Systems Man and Cybernetics · 1993 · 16.2K citations

Computing, Computer Science, Systems Engineering +17

Proceedings of the 21st International Conference on Neural Information Processing Systems

Daphne Koller, Dale Schuurmans, Yoshua Bengio et al. · 2008 · 4.5K citations

Computing, Computer Science, Neuroscience +14

Variational Inference: A Review for Statisticians

Journal of the American Statistical Association · 2017 · 3.7K citations · Full text

Natural Sciences, Mathematics, Machine Learning +16

Proceedings of the 13th International Conference on Neural Information Processing Systems

Todd K. Leen, Thomas G. Dietterich, Volker Tresp · 2000 · 2.2K citations

Computing, Computer Science, Neuroscience +14

Lower Upper Bound Estimation Method for Construction of Neural Network-Based Prediction Intervals

Abbas Khosravi, Saeid Nahavandi, Doug Creighton et al. · IEEE Transactions on Neural Networks · 2010 · 746 citations

Computing, Data Science, Forecasting +16