I. Nouretdinov

发表

A. Gammerman, V. Vovk, I. Nouretdinov, 2005, math/0511522.

Statistical Applications in Genetics and Molecular Biology

A. Gammerman, V. Vovk, A. Chervonenkis, 2011 .

Transcend: Detecting Concept Drift in Malware Classification Models

Ilia Nouretdinov, Lorenzo Cavallaro, Zhi Wang, 2017, USENIX Security Symposium.

Technical Report 2016-1 — Royal Holloway , University of London Misleading Metrics : On Evaluating Machine Learning for Malware with Confidence

I. Nouretdinov, Roberto Jordaney, 2016 .

Retrain or not retrain: Conformal test martingales for change-point detection pdf

Alexander Gammerman, Lars Carlsson, Vladimir Vovk, 2021, COPA.

Mondrian Confidence Machine

Vladimir Vovk, Ilia Nouretdinov, V. Vovk, 2003 .

Misleading Metrics : On Evaluating ML for Malware with Confidence

Ilia Nouretdinov, Kumar Sharad, Davide Papini, 2016 .

Annals of Mathematics and Artificial Intelligence Criteria of efficiency for set-valued classification

A. Gammerman, V. Vovk, I. Nouretdinov, 2017 .

Excape WP 1 . Conformal Predictors

A. Gammerman, V. Vovk, Zhiyuan Luo, 2015 .

The typicalness framework : acomparison with the Bayesian approachThomas

C. Saunders, I. Nouretdinov, Melluish, 2001 .

Chapter 6 – Feature Selection

A. Gammerman, I. Nouretdinov, T. Bellotti, 2014 .

On-line predictive linear regression

A. Gammerman, V. Vovk, I. Nouretdinov, 2005, math/0511522.

Ridge Regression Confidence Machine

Vladimir Vovk, Ilia Nouretdinov, Thomas Melluish, 2001, International Conference on Machine Learning.

Algorithmic theory of randomness and its applications

Ilia Nouretdinov, I. Nouretdinov, 2003 .

Defensive Forecast for Conformal Bounded Regression

Ilia Nouretdinov, Alexander Lebedev, I. Nouretdinov, 2013, AIAI.

Conformal Prediction under Hypergraphical Models

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2013, AIAI.

Early detection of ovarian cancer in samples pre-diagnosis using CA125 and MALDI-MS peaks.

Ilia Nouretdinov, Zhiyuan Luo, Brian Burford, 2011, Cancer genomics & proteomics.

Peptides generated ex vivo from serum proteins by tumor-specific exopeptidases are not useful biomarkers in ovarian cancer.

Ilia Nouretdinov, Zhiyuan Luo, Brian Burford, 2010, Clinical chemistry.

Ridge Regression Con dence

Ilia Nouretdinov, V. Vovk, I. Nouretdinov, 2001 .

Machine learning classification with confidence: Application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2011, NeuroImage.

Inductive Venn Prediction

Harris Papadopoulos, Ilia Nouretdinov, Antonis Lambrou, 2015, Annals of Mathematics and Artificial Intelligence.

Reliable Probability Estimates Based on Support Vector Machines for Large Multiclass Datasets

Harris Papadopoulos, Alexander Gammerman, Ilia Nouretdinov, 2012, AIAI.

Criteria of Efficiency for Conformal Prediction pdf

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2016, COPA.

Computationally efficient versions of conformal predictive distributions pdf

Vladimir Vovk, Ilia Nouretdinov, Ivan Petej, 2019, Neurocomputing.

Inductive Conformal Martingales for Change-Point Detection

Alexander Gammerman, Vladimir Vovk, Evgeny Burnaev, 2017, COPA.

Highly Accurate Detection of Ovarian Cancer Using CA125 but Limited Improvement With Serum Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry Profiling

Ilia Nouretdinov, Zhiyuan Luo, Brian Burford, 2010, International Journal of Gynecologic Cancer.

Serum Proteomic Abnormality Predating Screen Detection of Ovarian Cancer

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2009, Comput. J..

Valid predictions with confidence estimation in an air pollution problem

Alexander Gammerman, Ilia Nouretdinov, Olga Ivina, 2012, Progress in Artificial Intelligence.

Plug-in martingales for testing exchangeability on-line pdf

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2012, ICML.

Cross-conformal predictive distributions

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2018, COPA.

Conformal predictive distributions with kernels pdf

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2017, Braverman Readings in Machine Learning.

Conformal prediction of biological activity of chemical compounds

Alexander Gammerman, Ilia Nouretdinov, Paolo Toccaceli, 2017, Annals of Mathematics and Artificial Intelligence.

Conformal Predictors for Compound Activity Prediction pdf

Alexander Gammerman, Ilia Nouretdinov, Paolo Toccaceli, 2016, COPA.

Learning by Conformal Predictors with Additional Information

Ilia Nouretdinov, Meng Yang, Zhiyuan Luo, 2013, AIAI.

Conformal Anomaly Detection of Trajectories with a Multi-class Hierarchy

Alexander Gammerman, James Smith, Ilia Nouretdinov, 2015, SLDS.

Anomaly Detection of Trajectories with Kernel Density Estimation by Conformal Prediction

Alexander Gammerman, James Smith, Ilia Nouretdinov, 2014, AIAI Workshops.

Pattern Recognition and Density Estimation under the General i.i.d. Assumption

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2001, COLT/EuroCOLT.

CLRC—TR—08—02 Analysis of serial UKCTOCS-OC data: discriminating abilities of proteomics peaks

Alexander Gammerman, Ilia Nouretdinov, Alexey Ya. Chervonenkis, 2008 .

A Comparison of Three Implementations of Multi-Label Conformal Prediction

Xin Liu, Ilia Nouretdinov, Zhiyuan Luo, 2015, SLDS.

Subsets More Representative Than Random Ones

Ilia Nouretdinov, I. Nouretdinov, 2007, ICDM.

Criterion of calibration for transductive confidence machine with limited feedback

Vladimir Vovk, Ilia Nouretdinov, V. Vovk, 2006, Theor. Comput. Sci..

Transductive Confidence Machines for Pattern Recognition

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2002, ECML.

Comparing the Bayes and Typicalness Frameworks

Vladimir Vovk, Ilia Nouretdinov, Craig Saunders, 2001, ECML.

The typicalness framework: a comparison with the Bayesian approach

Vladimir Vovk, Ilia Nouretdinov, Craig Saunders, 2004 .

Criteria of efficiency for set-valued classification

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2017, Annals of Mathematics and Artificial Intelligence.

Hypergraphical Conformal Predictors

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2015, Int. J. Artif. Intell. Tools.

Conditional Prediction Intervals for Linear Regression

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2009, 2009 International Conference on Machine Learning and Applications.

Conformal testing: binary case with Markov alternatives pdf

Vladimir Vovk, Ilia Nouretdinov, Alex Gammerman, 2021, ArXiv.

Testing Exchangeability On-Line

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2003, ICML.

Towards Composable Threat Assessment for Medical IoT (MIoT)

Stephen D. Wolthusen, Ilia Nouretdinov, Salaheddin Darwish, 2017, EUSPN/ICTH.

A Comparison of Venn Machine with Platt's Method in Probabilistic Outputs

Alexander Gammerman, Ilia Nouretdinov, Chenzhe Zhou, 2011, EANN/AIAI.

Conformal Clustering and Its Application to Botnet Traffic

Alexander Gammerman, Ilia Nouretdinov, Lorenzo Cavallaro, 2015, SLDS.

A Dynamic Distributed Architecture for Preserving Privacy of Medical IoT Monitoring Measurements

Stephen D. Wolthusen, Ilia Nouretdinov, Salaheddin Darwish, 2018, ICOST.

Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection

Ilia Nouretdinov, James Gammerman, Matteo Fontana, 2019, Neurocomputing.

Prediction with Confidence Based on a Random Forest Classifier

Ilia Nouretdinov, Dmitry Devetyarov, I. Nouretdinov, 2010, AIAI.

Online Prediction of Ovarian Cancer pdf

Alexander Gammerman, Vladimir Vovk, Ilia Nouretdinov, 2009, AIME.

Feature Selection by Conformal Predictor

Alexander Gammerman, Ilia Nouretdinov, Meng Yang, 2011, EANN/AIAI.

Machine learning classification with confidence: Application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression

A. Gammerman, V. Vapnik, V. Vovk, 2011, NeuroImage.

Determining Confidence of Predicted Interactions Between HIV-1 and Human Proteins Using Conformal Method

Yanjun Qi, Judith Klein-Seetharaman, Alexander Gammerman, 2011, Pacific Symposium on Biocomputing.

Transductive Confidence Machine Is Universal

Ilia Nouretdinov, Vladimir V. V'yugin, Alexander Gammerman, 2003, ALT.

Self-calibrating Probability Forecasting

Vladimir Vovk, Glenn Shafer, Ilia Nouretdinov, 2003, NIPS.