| Transductive confidence machines for pattern recognition K Proedrou, I Nouretdinov, V Vovk, A Gammerman European Conference on Machine Learning, 381-390, 2002 | 196 | 2002 |
| Machine learning classification with confidence: application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression I Nouretdinov, SG Costafreda, A Gammerman, A Chervonenkis, V Vovk, ... Neuroimage 56 (2), 809-813, 2011 | 159 | 2011 |
| Transcend: Detecting concept drift in malware classification models R Jordaney, K Sharad, SK Dash, Z Wang, D Papini, I Nouretdinov, ... 26th {USENIX} Security Symposium ({USENIX} Security 17), 625-642, 2017 | 111 | 2017 |
| Comparing the Bayes and typicalness frameworks T Melluish, C Saunders, I Nouretdinov, V Vovk European Conference on Machine Learning, 360-371, 2001 | 95 | 2001 |
| Ridge regression confidence machine I Nouretdinov, T Melluish, V Vovk ICML, 385-392, 2001 | 86 | 2001 |
| On-line predictive linear regression V Vovk, I Nouretdinov, A Gammerman The Annals of Statistics 37 (3), 1566-1590, 2009 | 53 | 2009 |
| Testing exchangeability on-line V Vovk, I Nouretdinov, A Gammerman Proceedings of the 20th International Conference on Machine Learning (ICML
, 2003 | 52 | 2003 |
| Criteria of efficiency for conformal prediction V Vovk, V Fedorova, I Nouretdinov, A Gammerman Symposium on conformal and probabilistic prediction with applications, 23-39, 2016 | 46 | 2016 |
| Pattern recognition and density estimation under the general iid assumption I Nouretdinov, V Vovk, M Vyugin, A Gammerman International Conference on Computational Learning Theory, 337-353, 2001 | 45 | 2001 |
| Reliable probability estimates based on support vector machines for large multiclass datasets A Lambrou, H Papadopoulos, I Nouretdinov, A Gammerman IFIP International Conference on Artificial Intelligence Applications and
, 2012 | 42 | 2012 |
| Prediction with confidence based on a random forest classifier D Devetyarov, I Nouretdinov IFIP International Conference on Artificial Intelligence Applications and
, 2010 | 38 | 2010 |
| Peptides generated ex vivo from serum proteins by tumor-specific exopeptidases are not useful biomarkers in ovarian cancer JF Timms, R Cramer, S Camuzeaux, A Tiss, C Smith, B Burford, ... Clinical chemistry 56 (2), 262-271, 2010 | 37 | 2010 |
| Self-calibrating Probability Forecasting. V Vovk, G Shafer, I Nouretdinov NIPS, 1133-1140, 2003 | 34 | 2003 |
| Determining confidence of predicted interactions between HIV-1 and human proteins using conformal method I Nouretdinov, A Gammerman, Y Qi, J Klein-Seetharaman Biocomputing 2012, 311-322, 2012 | 33 | 2012 |
| Clinical mass spectrometry proteomic diagnosis by conformal predictors A Gammerman, I Nouretdinov, B Burford, A Chervonenkis, V Vovk, Z Luo Statistical applications in genetics and molecular biology 7 (2), 2008 | 33 | 2008 |
| Serum proteomic abnormality predating screen detection of ovarian cancer A Gammerman, V Vovk, B Burford, I Nouretdinov, Z Luo, A Chervonenkis, ... The Computer Journal 52 (3), 326-333, 2009 | 31 | 2009 |
| Plug-in martingales for testing exchangeability on-line V Fedorova, A Gammerman, I Nouretdinov, V Vovk arXiv preprint arXiv:1204.3251, 2012 | 28 | 2012 |
| Early detection of ovarian cancer in samples pre-diagnosis using CA125 and MALDI-MS peaks JF Timms, U Menon, D Devetyarov, A Tiss, S Camuzeaux, K McCurrie, ... Cancer Genomics-Proteomics 8 (6), 289-305, 2011 | 27 | 2011 |
| The typicalness framework: a comparison with the Bayesian approach T Melluish, C Saunders, I Nouretdinov, V Vovk University of London, Royal Holloway, 2001 | 27 | 2001 |
| A comparison of venn machine with Platts method in probabilistic outputs C Zhou, I Nouretdinov, Z Luo, D Adamskiy, L Randell, N Coldham, ... Artificial Intelligence Applications and Innovations, 483-490, 2011 | 24 | 2011 |
