Pattern Recognition and Density Estimation under the General i.i.d. Assumption. - Ilia Nouretdinov; Volodya Vovk; Michael V. Vyugin; Alex Gammerman (COLT/EuroCOLT, 2001)

Comparing the Bayes and Typicalness Frameworks. - Thomas Melluish; Craig Saunders; Ilia Nouretdinov; Volodya Vovk (ECML, 2001)

Ridge Regression Confidence Machine. - Ilia Nouretdinov; Thomas Melluish; Volodya Vovk (ICML, 2001)

Transductive Confidence Machines for Pattern Recognition. - Kostas Proedrou; Ilia Nouretdinov; Volodya Vovk; Alex Gammerman (ECML, 2002)

Transductive Confidence Machine Is Universal. - Ilia Nouretdinov; Vladimir V. V'yugin; Alex Gammerman (ALT, 2003)

Testing Exchangeability On-Line. - Vladimir Vovk; Ilia Nouretdinov; Alex Gammerman (ICML, 2003)

Self-calibrating Probability Forecasting. - Vladimir Vovk; Glenn Shafer; Ilia Nouretdinov (NIPS, 2003)

Algorithmic theory of randomness and its applications. - Ilia Nouretdinov (2003)

Defensive Forecasting for Linear Protocols. - Vladimir Vovk; Ilia Nouretdinov; Akimichi Takemura; Glenn Shafer (ALT, 2005)

Criterion of calibration for transductive confidence machine with limited feedback. - Ilia Nouretdinov; Vladimir Vovk (Theor. Comput. Sci., 2006)

Subsets More Representative Than Random Ones. - Ilia Nouretdinov (ICDM, 2007)

Offline Nearest Neighbour Transductive Confidence Machine. - Ilia Nouretdinov (ICDM (Posters and Workshops), 2008)

Online Prediction of Ovarian Cancer. - Fedor Zhdanov; Vladimir Vovk; Brian Burford; Dmitry Devetyarov; Ilia Nouretdinov; Alex Gammerman (AIME, 2009)

Confidence Machine and Its Application to Medical Diagnosis. - Dmitry Devetyarov; Ilia Nouretdinov; Alex Gammerman (BIOCOMP, 2009)

Conditional Prediction Intervals for Linear Regression. - Peter McCullagh; Vladimir Vovk; Ilia Nouretdinov; Dmitry Devetyarov; Alex Gammerman (ICMLA, 2009)

Application of Inductive Confidence Machine to ICMLA Competition Data. - Ilia Nouretdinov; Brian Burford; Alex Gammerman (ICMLA, 2009)

Serum Proteomic Abnormality Predating Screen Detection of Ovarian Cancer. - Alex Gammerman; Volodya Vovk; Brian Burford; Ilia Nouretdinov; Zhiyuan Luo 001; Alexey Ya. Chervonenkis; Mike Waterfield; Rainer Cramer; Paul Tempst; Josep Villanueva; Musarat Kabir; Stephane Camuzeaux; et al. (Comput. J., 2009)

Prediction with Confidence Based on a Random Forest Classifier. - Dmitry Devetyarov; Ilia Nouretdinov (AIAI, 2010)

Application of Conformal Predictors to Tea Classification Based on Electronic Nose. - Ilia Nouretdinov; Guang Li 001; Alexander Gammerman; Zhiyuan Luo 001 (AIAI, 2010)

Applying Conformal Prediction to the Bovine TB Diagnosing. - Dmitry Adamskiy; Ilia Nouretdinov; Andy Mitchell; Nick Coldham; Alex Gammerman (AIAI, 2011)

Feature Selection by Conformal Predictor. - Meng Yang 014; Ilia Nouretdinov; Zhiyuan Luo 001; Alex Gammerman (AIAI, 2011)

A Comparison of Venn Machine with Platt's Method in Probabilistic Outputs. - Chenzhe Zhou; Ilia Nouretdinov; Zhiyuan Luo 001; Dmitry Adamskiy; Luke Randell; Nicholas Coldham; Alex Gammerman (AIAI, 2011)

Machine learning classification with confidence: Application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression. - Ilia Nouretdinov; Sergi G. Costafreda; Alexander Gammerman; Alexey Ya. Chervonenkis; Vladimir Vovk; Vladimir Vapnik; Cynthia H. Y. Fu (NeuroImage, 2011)

Plug-in martingales for testing exchangeability on-line. - Valentina Fedorova; Alex Gammerman; Ilia Nouretdinov; Volodya Vovk (ICML, 2012)

Reliable Probability Estimates Based on Support Vector Machines for Large Multiclass Datasets. - Antonis Lambrou; Harris Papadopoulos; Ilia Nouretdinov; Alexander Gammerman (AIAI (2), 2012)

Multiprobabilistic Venn Predictors with Logistic Regression. - Ilia Nouretdinov; Dmitry Devetyarov; Brian Burford; Stephane Camuzeaux; Aleksandra Gentry-Maharaj; Ali Tiss; Celia J. Smith; Zhiyuan Luo 001; Alexey Ya. Chervonenkis; Rachel Hallett; Volodya Vovk; Mike Waterfield; et al. (AIAI (2), 2012)

Determining Confidence of Predicted Interactions Between HIV-1 and Human Proteins Using Conformal Method. - Ilia Nouretdinov; Alex Gammerman; Yanjun Qi; Judith Klein-Seetharaman (Pacific Symposium on Biocomputing, 2012)

Conformal predictors in early diagnostics of ovarian and breast cancers. - Dmitry Devetyarov; Ilia Nouretdinov; Brian Burford; Stephane Camuzeaux; Aleksandra Gentry-Maharaj; Ali Tiss; Celia J. Smith; Zhiyuan Luo 001; Alexey Ya. Chervonenkis; Rachel Hallett; Volodya Vovk; Mike Waterfield; et al. (Prog. Artif. Intell., 2012)

Testing the Gauss linear assumption for on-line predictions. - Valentina Fedorova; Ilia Nouretdinov; Alex Gammerman (Prog. Artif. Intell., 2012)

Valid predictions with confidence estimation in an air pollution problem. - Olga Ivina; Ilia Nouretdinov; Alex Gammerman (Prog. Artif. Intell., 2012)

Conformal Prediction under Hypergraphical Models. - Valentina Fedorova; Alex Gammerman; Ilia Nouretdinov; Vladimir Vovk (ICCSW, 2013)

Defensive Forecast for Conformal Bounded Regression. - Ilia Nouretdinov; Alexander Lebedev (AIAI, 2013)

Learning by Conformal Predictors with Additional Information. - Meng Yang 014; Ilia Nouretdinov; Zhiyuan Luo 001 (AIAI, 2013)

Conformal Prediction under Probabilistic Input. - Ilia Nouretdinov (AIAI (Workshops), 2014)

Anomaly Detection of Trajectories with Kernel Density Estimation by Conformal Prediction. - James Smith 004; Ilia Nouretdinov; Rachel Craddock; Charles Offer; Alexander Gammerman (AIAI (Workshops), 2014)

SVM Venn Machine with k-Means Clustering. - Chenzhe Zhou; Ilia Nouretdinov; Zhiyuan Luo 001; Alex Gammerman (AIAI (Workshops), 2014)

Conformal Clustering and Its Application to Botnet Traffic. - Giovanni Cherubin; Ilia Nouretdinov; Alexander Gammerman; Roberto Jordaney; Zhi Wang; Davide Papini; Lorenzo Cavallaro (SLDS, 2015)

Conformal Anomaly Detection of Trajectories with a Multi-class Hierarchy. - James Smith 004; Ilia Nouretdinov; Rachel Craddock; Charles Offer; Alexander Gammerman (SLDS, 2015)

A Comparison of Three Implementations of Multi-Label Conformal Prediction. - Hua-zhen Wang; Xin Liu 011; Ilia Nouretdinov; Zhiyuan Luo 001 (SLDS, 2015)

Inductive Venn Prediction. - Antonis Lambrou; Ilia Nouretdinov; Harris Papadopoulos (Ann. Math. Artif. Intell., 2015)

Multiprobabilistic prediction in early medical diagnoses. - Ilia Nouretdinov; Dmitry Devetyarov; Volodya Vovk; Brian Burford; Stephane Camuzeaux; Aleksandra Gentry-Maharaj; Ali Tiss; Celia J. Smith; Zhiyuan Luo 001; Alexey Ya. Chervonenkis; Rachel Hallett; Mike Waterfield; et al. (Ann. Math. Artif. Intell., 2015)

Hypergraphical Conformal Predictors. - Valentina Fedorova; Alex Gammerman; Ilia Nouretdinov; Vladimir Vovk (Int. J. Artif. Intell. Tools, 2015)

Hidden Markov Models with Confidence. - Giovanni Cherubin; Ilia Nouretdinov (COPA, 2016)

Conformal Predictors for Compound Activity Prediction. - Paolo Toccaceli; Ilia Nouretdinov; Alexander Gammerman (COPA, 2016)

Criteria of Efficiency for Conformal Prediction. - Vladimir Vovk; Valentina Fedorova; Ilia Nouretdinov; Alexander Gammerman (COPA, 2016)

Distributed Conformal Anomaly Detection. - Ilia Nouretdinov (ICMLA, 2016)

Conformal Predictive Distributions with Kernels. - Vladimir Vovk; Ilia Nouretdinov; Valery Manokhin; Alex Gammerman (Braverman Readings in Machine Learning, 2017)

Reverse Conformal Approach for On-line Experimental Design. - Ilia Nouretdinov (COPA, 2017)

Improving Reliable Probabilistic Prediction by Using Additional Knowledge. - Ilia Nouretdinov (COPA, 2017)

Inductive Conformal Martingales for Change-Point Detection. - Denis Volkhonskiy; Evgeny Burnaev; Ilia Nouretdinov; Alexander Gammerman; Vladimir Vovk (COPA, 2017)

Towards Composable Threat Assessment for Medical IoT (MIoT). - Salaheddin Darwish; Ilia Nouretdinov; Stephen D. Wolthusen (EUSPN/ICTH, 2017)

Transcend: Detecting Concept Drift in Malware Classification Models. - Roberto Jordaney; Kumar Sharad; Santanu Kumar Dash 001; Zhi Wang; Davide Papini; Ilia Nouretdinov; Lorenzo Cavallaro (USENIX Security Symposium, 2017)

Conformal prediction of biological activity of chemical compounds. - Paolo Toccaceli; Ilia Nouretdinov; Alexander Gammerman (Ann. Math. Artif. Intell., 2017)

Criteria of efficiency for set-valued classification. - Vladimir Vovk; Ilia Nouretdinov; Valentina Fedorova; Ivan Petej; Alex Gammerman (Ann. Math. Artif. Intell., 2017)

Inductive Venn-Abers predictive distribution. - Ilia Nouretdinov; Denis Volkhonskiy; Pitt Lim; Paolo Toccaceli; Alexander Gammerman (COPA, 2018)

Cross-conformal predictive distributions. - Vladimir Vovk; Ilia Nouretdinov; Valery Manokhin; Alexander Gammerman (COPA, 2018)

A Dynamic Distributed Architecture for Preserving Privacy of Medical IoT Monitoring Measurements. - Salaheddin Darwish; Ilia Nouretdinov; Stephen D. Wolthusen (ICOST, 2018)

Detection of Untrustworthy IoT Measurements Using Expert Knowledge of Their Joint Distribution. - Ilia Nouretdinov; Salaheddin Darwish; Stephen D. Wolthusen (ICOST, 2018)

Modelling the Privacy Impact of External Knowledge for Sensor Data in the Industrial Internet of Things. - Salaheddin Darwish; Ilia Nouretdinov; Stephen D. Wolthusen (Security and Privacy Trends in the Industrial Internet of Thing, 2019)

Conformal anomaly detection for visual reconstruction using gestalt principles. - Ilia Nouretdinov; Alexander Balinsky; Alexander Gammerman (COPA, 2020)

Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection. - Ilia Nouretdinov; James Gammerman; Matteo Fontana; Daljit Rehal (Neurocomputing, 2020)

Computationally efficient versions of conformal predictive distributions. - Vladimir Vovk; Ivan Petej; Ilia Nouretdinov; Valery Manokhin; Alexander Gammerman (Neurocomputing, 2020)

Conformal changepoint detection in continuous model situations. - Ilia Nouretdinov; Vladimir Vovk; Alex Gammerman (COPA, 2021)

Retrain or not retrain: conformal test martingales for change-point detection. - Vladimir Vovk; Ivan Petej; Ilia Nouretdinov; Ernst Ahlberg; Lars Carlsson; Alex Gammerman (COPA, 2021)

On efficiency of Learning Under Privileged Information. - Ilia Nouretdinov (COPA, 2022)

Prediction of Energy Consumption with Inductive Venn-Abers Predictive Distribution. - Ilia Nouretdinov; James Gammerman (COPA, 2022)

Conformal testing: binary case with Markov alternatives. - Vladimir Vovk; Ilia Nouretdinov; Alex Gammerman (COPA, 2022)

Conformal Association Rule Mining (CARM): A novel technique for data error detection and probabilistic correction. - Ilia Nouretdinov; James Gammerman (COPA, 2023)

The Venn-ABERS Testing for Change-Point Detection. - Ilia Nouretdinov; Alex Gammerman (COPA, 2023)

Inductive Venn-Abers Predictive Distributions: New Applications & Evaluation. - Ilia Nouretdinov; James Gammerman (COPA, 2024)

DUEn: An Ensemble Framework Enhanced by Distribution-Free Uncertainty for Regression. - Songlin Du; Ling Luo 002; Ilia Nouretdinov; Uwe Aickelin (COPA, 2025)

Venn-Abers Testing of Exchangeability. - Ilia Nouretdinov (COPA, 2025)

Validity and efficiency of the conformal CUSUM procedure. - Vladimir Vovk; Ilia Nouretdinov; Alexander Gammerman (COPA, 2025)

Conformal e-testing. - Vladimir Vovk; Ilia Nouretdinov; Alex Gammerman (Pattern Recognit., 2025)