Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods

A Probabilistic Active Learning Algorithm Based on Fisher Information Ratio

(2018) Jamshid Sourati et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

The Costs of Indeterminacy: How to Determine Them?

(2017) Gen Yang et al.   IEEE Transactions on Cybernetics

Cautious classification with nested dichotomies and imprecise probabilities

(2016) Gen Yang et al.   SOFT COMPUTING

Bayes-Optimal Hierarchical Multilabel Classification

(2015) Wei Bi et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Probability estimation with machine learning methods for dichotomous and multicategory outcome: Theory

(2014) Jochen Kruppa et al.   BIOMETRICAL JOURNAL

One-class classification: taxonomy of study and review of techniques

(2014) Shehroz S. Khan et al.   KNOWLEDGE ENGINEERING REVIEW

Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty

(2013) Robin Senge et al.   INFORMATION SCIENCES

Likelihood-based belief function: Justification and some extensions to low-quality data

(2013) Thierry Denœux   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Evaluating credal classifiers by utility-discounted predictive accuracy

(2012) Marco Zaffalon et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Reliable Confidence Measures for Medical Diagnosis With Evolutionary Algorithms

(2010) A Lambrou et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

ACID: annotation of cassette and integron data

(2009) Michael J Joss et al.   BMC BIOINFORMATICS

Axiomatic Characterizations of Information Measures

(2008) Imre Csiszár   Entropy

Learning valued preference structures for solving classification problems

(2008) Eyke Hüllermeier et al.   FUZZY SETS AND SYSTEMS

FR3: A Fuzzy Rule Learner for Inducing Reliable Classifiers

(2008) J.C. Huhn et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Unifying practical uncertainty representations – I: Generalized p-boxes

(2008) S. Destercke et al.   INTERNATIONAL JOURNAL OF APPROXIMATE REASONING

Aleatory or epistemic? Does it matter?

(2008) Armen Der Kiureghian et al.   STRUCTURAL SAFETY