Dr Ilia Nouretdinov

  1. 2021
  2. Published

    Conformal Changepoint Detection in Continuous Model Situations

    Nouretdinov, I., Vovk, V. & Gammerman, A., 10 Sep 2021, 1 p. COPA 2021 : 10th Symposium on Conformal and Probabilistic Prediction with Applications.

    Research output: Other contribution

  3. Published

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

    Vovk, V., Petej, I., Nouretdinov, I., Ahlberg, E., Carlsson, L. & Gammerman, A., 2021, Proceedings of Machine Learning Research. Carlsson, L., Luo, Z., Cherubin, G. & Nguyen, K. (eds.). Vol. 152. 19 p.

    Research output: Chapter in Book/Report/Conference proceedingChapter

  4. 2020
  5. Published

    Evaluation and Extension of Inductive Venn-Abers Predictive Distribution

    Nouretdinov, I., Gammerman, J. & Rehal, D., 11 Sep 2020, 1 p. Proceedings of the Ninth Symposium on Conformal and Probabilistic Prediction and Applications.

    Research output: Other contribution

  6. Published

    Conformal anomaly detection for visual reconstruction using gestalt principles

    Nouretdinov, I., Balinsky, A. & Gammerman, A., 21 Aug 2020, Proceedings of the Ninth Symposium on Conformal and Probabilistic Prediction and Applications. Vol. 128. p. 151-170 20 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  7. Published

    Computationally efficient versions of conformal predictive distributions

    Vovk, V., Petej, I., Nouretdinov, I., Manokhin, V. & Gammerman, A., 15 Jul 2020, In: Neurocomputing. 397, p. 292-308 17 p.

    Research output: Contribution to journalArticlepeer-review

  8. 2019
  9. E-pub ahead of print

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

    Nouretdinov, I., Gammerman, J., Fontana, M. & Rehal, D., 28 Nov 2019, (E-pub ahead of print) In: Neurocomputing. p. 1-13 13 p.

    Research output: Contribution to journalArticlepeer-review

  10. Published

    Conformal Anomaly Detection based on Association Rules

    Nouretdinov, I., Gammerman, J. & Rehal, D., 10 Sep 2019, 1 p. COPA 2019 : 8th Symposium on Conformal and Probabilistic Prediction with Applications.

    Research output: Other contribution

  11. Published

    Conformal clustering for functional variables, With application to electricity consumption curves

    Nouretdinov, I., Fontana, M., Gammerman, J., Shemilt, L. & Rehal, D., 10 Sep 2019, 1 p. COPA 2019 : 8th Symposium on Conformal and Probabilistic Prediction with Applications.

    Research output: Other contribution

  12. E-pub ahead of print

    Modelling the Privacy Impact of External Knowledge for Sensor Data in the Industrial Internet of Things

    Darwish, S., Nouretdinov, I. & Wolthusen, S., 14 May 2019, (E-pub ahead of print) Security and Privacy Trends in the Industrial Internet of Things. p. 223-243 21 p.

    Research output: Chapter in Book/Report/Conference proceedingChapter

  13. 2018
  14. E-pub ahead of print

    Conformal Predictive Distributions with Kernels

    Vovk, V., Nouretdinov, I., Manokhin, V. & Gammerman, A., 23 Aug 2018, (E-pub ahead of print) Braverman Readings in Machine Learning. Key Ideas from Inception to Current State - International Conference Commemorating the 40th Anniversary of Emmanuil Braverman’s Decease, Invited Talks. Springer-Verlag, Vol. 11100 . p. 103-121 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11100 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  15. Published

    Conformal clustering for predictive maintenance: A case study at a commercial gas terminal

    Nouretdinov, I., Gammerman, J. & Rehal, D., 12 Jun 2018, 1 p. 7th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2018).

    Research output: Other contribution

  16. Published

    Cross-conformal predictive distributions

    Vovk, V., Nouretdinov, I., Manokhin, V. & Gammerman, A., Jun 2018, Proceedings of Machine Learning Research. Gammerman, A., Vovk, V., Luo, Z., Smirnov, E. & Peeters, R. (eds.). Vol. 91. p. 37-51 15 p.

    Research output: Chapter in Book/Report/Conference proceedingChapter

  17. Published

    Inductive Venn-Abers Predictive Distribution

    Nouretdinov, I., Volkhonskiy, D., Lim, P., Toccaceli, P. & Gammerman, A., Jun 2018, 7th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2018). Vol. 91. p. 15-36 22 p. (Proceedings of Machine Learning Research).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  18. Published

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

    Darwish, S., Nouretdinov, I. & Wolthusen, S., 2018, 16th International Conference On Smart homes and health Telematics (ICOST'2018). Springer, p. 146-157 12 p. (Lecture Notes in Computer Science).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  19. Published

    Detection of Untrustworthy IoT Measurements Using Expert Knowledge of Their Joint Distribution

    Nouretdinov, I., Darwish, S. & Wolthusen, S., 2018, 16th International Conference On Smart homes and health Telematics (ICOST'2018). Springer, p. 310-316 7 p. (Lecture Notes in Computer Science; vol. 10898).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  20. 2017
  21. Published

    Conformal prediction of biological activity of chemical compounds

    Toccaceli, P., Nouretdinov, I. & Gammerman, A., Oct 2017, In: Annals of Mathematics and Artificial Intelligence. 81, p. 105–123 19 p.

    Research output: Contribution to journalArticlepeer-review

  22. Published

    Criteria of efficiency for set-valued classification

    Vovk, V., Nouretdinov, I., Fedorova, V., Petej, I. & Gammerman, A., Oct 2017, In: Annals of Mathematics and Artificial Intelligence. 81, p. 21-46 26 p.

    Research output: Contribution to journalArticlepeer-review

  23. Forthcoming

    Sequential binning privacy model for data with prior knowledge of feature dependencies

    Nouretdinov, I., Darwish, S. & Wolthusen, S., Sep 2017, (Accepted/In press) 1 p. Data Science for Cyber-Security workshop, Sep 25-27 2017

    Research output: Other contribution

  24. Published

    Transcend: Detecting Concept Drift in Malware Classification Models

    Jordaney, R., Sharad, K., Dash, S., Wang, Z., Papini, D., Nouretdinov, I. & Cavallaro, L., 16 Aug 2017, Proceedings of the 26th USENIX Security Symposium. USENIX, p. 625-642 18 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  25. Published

    Improving Reliable Probabilistic Prediction by Using Additional Knowledge

    Nouretdinov, I., Jun 2017, 6th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2017). Vol. 60. p. 193-200 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  26. Published

    Reverse Conformal Approach for On-line Experimental Design

    Nouretdinov, I., Jun 2017, 6th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2017). Vol. 60. p. 185-192 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  27. Published

    Valid Probabilistic Prediction of Life Status after Percutaneous Coronary Intervention procedure

    Volkhonskiy, D., Nouretdinov, I., Gammerman, A. & Lim, P., Jun 2017, 6th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2017).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  28. E-pub ahead of print

    Distributed Conformal Anomaly Detection

    Nouretdinov, I., 2 Feb 2017, (E-pub ahead of print) Machine Learning and Applications (ICMLA), 2016 15th IEEE International Conference on. IEEE Computer Society, p. 1-6 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  29. Published

    Inductive Conformal Martingales for Change-Point Detection

    Volkhonskiy, D., Burnaev, E., Nouretdinov, I., Gammerman, A. & Vovk, V., 2017, 6th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2017). p. 1-22 22 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  30. Published

    Towards Composable Threat Assessment for Medical IoT (MIoT)

    Darwish, S., Nouretdinov, I. & Wolthusen, S., 2017, The fourth International Workshop on Privacy and Security in HealthCare 2017 (PSCare17).. Procedia Computer Sciences, Vol. 113. p. 627-632 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  31. Published

    Validity and efficiency of conformal anomaly detection on big distributed data

    Nouretdinov, I., 2017, In: Advances in Science, Technology and Engineering Systems Journal. 2, 3, p. 254-267 14 p.

    Research output: Contribution to journalArticlepeer-review

  32. 2016
  33. Published

    Conformal Predictors for Compound Activity Prediction

    Toccaceli, P., Nouretdinov, I. & Gammerman, A., 17 Apr 2016, Conformal and Probabilistic Prediction with Applications: 5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings. Springer, Vol. 9653. p. 51-66 16 p. (Lecture Notes in Computer Science; vol. 9653).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  34. Published

    Criteria of Efficiency for Conformal Prediction

    Vovk, V., Fedorova, V., Nouretdinov, I. & Gammerman, A., 17 Apr 2016, Conformal and Probabilistic Prediction with Applications: 5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings. Springer, Vol. 9653. p. 23-39 17 p. (Lecture Notes in Computer Science; vol. 9653).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  35. Published

    Hidden Markov Models with Confidence

    Cherubin, G. & Nouretdinov, I., 17 Apr 2016, Conformal and Probabilistic Prediction with Applications: 5th International Symposium, COPA 2016 Madrid, Spain, April 20–22, 2016 Proceedings. Springer, Vol. 9653. p. 128-144 17 p. (Lecture Notes in Computer Science; vol. 9653).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  36. Published
  37. 2015
  38. Published

    Hypergraphical Conformal Predictors

    Fedorova, V., Gammerman, A., Nouretdinov, I. & Vovk, V., 21 Dec 2015, In: International Journal on Artificial Intelligence Tools. 24, 6, 1560003.

    Research output: Contribution to journalArticlepeer-review

  39. Published

    Multiprobabilistic prediction in early medical diagnoses

    Nouretdinov, I., Devetyarov, D., Vovk, V., Burford, B., Camuzeaux, S., Gentry-Maharaj, A., Tiss, A., Smith, C., Luo, Z., Chervonenkis, A., Hallett, R., Waterfield, M., Cramer, R., Timms, J. F., Jacobs, I. & Gammerman, A., Jun 2015, In: Annals of Mathematics and Artificial Intelligence. 74, 1-2, p. 203-222 20 p.

    Research output: Contribution to journalArticlepeer-review

  40. Published

    A Comparison of Three Implementations of Multi-Label Conformal Prediction

    Wang, H., Liu, X., Nouretdinov, I. & Luo, Z., 3 Apr 2015, Statistical Learning and Data Sciences: Third International Symposium, SLDS 2015, Egham, UK, April 20-23, 2015, Proceedings. Gammerman, A., Vovk, V. & Papadopoulos, H. (eds.). Springer, p. 241-250 10 p. (Lecture Notes in Computer Science; vol. 9047).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  41. Published

    Conformal Anomaly Detection of Trajectories with a Multi-class Hierarchy

    Smith, J., Nouretdinov, I., Craddock, R., Offer, C. & Gammerman, A., 3 Apr 2015, Statistical Learning and Data Sciences: Third International Symposium, SLDS 2015, Egham, UK, April 20-23, 2015, Proceedings. Gammerman, A., Vovk, V. & Papadopoulos, H. (eds.). Springer, p. 281-290 10 p. (Lecture Notes in Computer Science; vol. 9047).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  42. Published

    Conformal Clustering and Its Application to Botnet Traffic

    Cherubin, G., Nouretdinov, I., Gammerman, A., Jordaney, R., Wang, Z., Papini, D. & Cavallaro, L., 3 Apr 2015, Statistical Learning and Data Sciences: Third International Symposium, SLDS 2015, Egham, UK, April 20-23, 2015, Proceedings. Gammerman, A., Vovk, V. & Papadopoulos, H. (eds.). Springer, p. 313-322 10 p. (Lecture Notes in Computer Science; vol. 9047).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  43. 2014
  44. Published

    Anomaly Detection of Trajectories with Kernel Density Estimation by Conformal Prediction

    Smith, J., Nouretdinov, I., Craddock, R., Offer, C. & Gammerman, A., 19 Sep 2014, Artificial Intelligence Applications and Innovations: AIAI2014 Workshops. Rhodes, Greece: Springer, p. 271-280 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  45. Published

    Conformal Prediction under Probabilistic Input

    Nouretdinov, I., 19 Sep 2014, Artificial Intelligence Applications and Innovations: AIAI2014 Workshops. Rhodes, Greece, p. 291-300 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  46. Published

    Inductive Venn Prediction

    Lambrou, A., Nouretdinov, I. & Papadopoulos, H., 24 Jun 2014, In: Annals of Mathematics and Artificial Intelligence.

    Research output: Contribution to journalArticlepeer-review

  47. Published

    Biomedical Applications: Diagnostic and Prognostic

    Nouretdinov, I., Bellotti, T. & Gammerman, A., 2014, Conformal Prediction for Reliable Machine Learning: Theory, Adaptations and Applications. Balasubramanian, V., Ho, S-S. & Vovk, V. (eds.). Elsevier, p. 217-230 14 p. 11

    Research output: Chapter in Book/Report/Conference proceedingChapter

  48. Published

    Criteria of efficiency for conformal prediction

    Vovk, V., Fedorova, V., Nouretdinov, I. & Gammerman, A., 2014, On-line Compression Modelling Project (New Series), 19 p.

    Research output: Working paper

  49. Published

    Feature Selection

    Bellotti, T., Nouretdinov, I., Yang, M. & Gammerman, A., 2014, Conformal Prediction for Reliable Machine Learning: Theory, Adaptations and Applications. Balasubramanian, V., Ho, S-S. & Vovk, V. (eds.). Elsevier, p. 115-130 16 p. 6

    Research output: Chapter in Book/Report/Conference proceedingChapter

  50. Published

    SVM Venn Machine with k-Means Clustering

    Zhou, C., Nouretdinov, I., Luo, Z. & Gammerman, A., 2014, Artificial Intelligence Applications and Innovations: AIAI2014 Workshops. Rhodes, Greece, p. 251-260 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  51. 2013
  52. Published

    Conformal prediction under hypergraphical models

    Fedorova, V., Gammerman, A., Nouretdinov, I. & Vovk, V., Oct 2013, The 9th Artificial Intelligence Applications and Innovations Conference (AIAI): 2nd Workshop on Conformal Prediction and its Applications. p. 371-383 13 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  53. Published

    Defensive Forecast for Conformal Bounded Regression

    Nouretdinov, I. & Lebedev, A., Oct 2013, The 9th Artificial Intelligence Applications and Innovations Conference (AIAI): 2nd Workshop on Conformal Prediction and its Applications. p. 384-393 10 p. (IFIP Advances in Information and Communication Technology; vol. 412).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  54. Published

    Learning by Conformal Predictors with Additional Information

    Yang, M., Nouretdinov, I. & Luo, Z., Oct 2013, The 9th Artificial Intelligence Applications and Innovations Conference (AIAI): 2nd Workshop on Conformal Prediction and its Applications. p. 394-400 7 p. (IFIP Advances in Information and Communication Technology; vol. 412).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  55. 2012
  56. Published

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

    Lambrou, A., Papadopoulos, H., Nouretdinov, I. & Gammerman, A., Sep 2012, Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB, Proceedings.. Halkidiki, Greece, Vol. II. p. 182-191 10 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  57. Published

    Valid predictions with confidence estimation in an air pollution problem.

    Ivina, O., Nouretdinov, I. & Gammerman, A., 17 Jun 2012, In: Progress in Artificial Intelligence. 1, p. 235-243 9 p.

    Research output: Contribution to journalArticlepeer-review

  58. Published

    Testing and Clustering with Gauss Linear Assumption for a Household Data

    Fedorova, V., Ivin, E., Nouretdinov, I. & Gammerman, A., 7 May 2012, 11 p. SLDS 2012: Symposium on Learning and Data Science.

    Research output: Other contribution

  59. Published

    Conformal predictors in early diagnostics of ovarian and breast cancers

    Devetyarov, D., Nouretdinov, I., Burford, B., Camuzeaux, S., Gentry-Maharaj, A., Tiss, A., Smith, C., Luo, Z., Chervonenkis, A., Hallett, R., Vovk, V., Waterfield, M., Cramer, R., Timms, J. F., Sinclair, J., Menon, U., Jacobs, I. & Gammerman, A., 2012, In: Progress in Artificial Intelligence. 1, p. 245 - 257 13 p.

    Research output: Contribution to journalArticlepeer-review

  60. Forthcoming

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

    Nouretdinov, I., Gammerman, A., Qi, Y. & Klein-Seetharaman, J., 2012, (Accepted/In press) Pacific Symposium on Biocomputing. Vol. 17. p. 311-322 12 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  61. Published

    Multiprobabilistic Venn Predictors with Logistic Regression

    Nouretdinov, I., Devetyarov, D., Burford, B., Camuzeaux, S., Gentry-Maharaj, A., Tiss, A., Smith, C., Luo, Z., Chervonenkis, A., Hallett, R., Vovk, V., Waterfield, M., Cramer, R., Timms, J. F., Jacobs, I., Menon, U. & Gammerman, A., 2012, Artificial Intelligence Applications and Innovations - AIAI 2012 International Workshops: AIAB, AIeIA, CISE, COPA, IIVC, ISQL, MHDW, and WADTMB, Halkidiki, Greece, September 27-30, 2012, Proceedings, Part II. Iliadis, L., Maglogiannis, I., Papadopoulos, H., Karatzas, K. & Sioutas, S. (eds.). Springer, Vol. 382. (IFIP Advances in Information and Communication Technology).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  62. Published

    Plug-in martingales for testing exchangeability on-line

    Fedorova, V., Gammerman, A., Nouretdinov, I. & Vovk, V., 2012, Proceedings of the 29th International Conference on Machine Learning (ICML-12). Langford, J. & Pineau, J. (eds.). Omnipress, p. 1639-1646 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  63. Published

    Testing the Gauss linear assumption for on-line predictions

    Fedorova, V., Nouretdinov, I. & Gammerman, A., 2012, In: Progress in Artificial Intelligence. 1, 3, p. 205-213 9 p.

    Research output: Contribution to journalArticlepeer-review

  64. 2011
  65. Published

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

    Timms, J. F., Menon, U., Devetyarov, D., Tiss, A., Camuzeaux, S., McCurrie, K., Nouretdinov, I., Burford, B., Smith, C., Gentry-Maharaj, A., Hallett, R., Ford, J., Luo, Z., Vovk, V., Gammerman, A., Cramer, R. & Jacobs, I., Nov 2011, In: Cancer Genomics and Proteomics. 8, 6, p. 289-305

    Research output: Contribution to journalArticlepeer-review

  66. Published

    Conformal prediction and testing exchangeability assumption

    Fedorova, V., Nouretdinov, I. & Gammerman, A., Jul 2011, p. 35. 1 p.

    Research output: Contribution to conferenceAbstract

  67. Published

    Non-conformity measures in multi-class prediction

    Nouretdinov, I., Santos, M. & Gammerman, A., Jul 2011, p. 57. 1 p.

    Research output: Contribution to conferenceAbstract

  68. Published

    Valid prediction with confidence estimation in air pollution problem

    Ivina, O., Nouretdinov, I. & Gammerman, A., Jul 2011, p. 45. 1 p.

    Research output: Contribution to conferenceAbstract

  69. Published

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

    Nouretdinov, I., Costafreda, S. G., Gammerman, A., Chervonenkis, A., Vovk, V., Vapnik, V. & Fu, C. H. Y., 15 May 2011, In: NeuroImage. 56, 2, p. 809-813 5 p.

    Research output: Contribution to journalArticlepeer-review

  70. Published

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

    Zhou, C., Nouretdinov, I., Luo, Z., Adamskiy, M., Coldham, N. & Gammerman, A., 2011, 12th INNS EANN-SIG International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, Artificial Intelligence Applications and Innovations 2011, Corfu, Greece, September 15-18, 2011, Proceedings , Part II. . p. 483-

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  71. Published

    Applying Conformal Prediction to the Bovine TB Diagnosing

    Adamskiy, M., Nouretdinov, I., Mitchell, A., Coldham, N. & Gammerman, A., 2011, 12th INNS EANN-SIG International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, Artificial Intelligence Applications and Innovations 2011, Corfu, Greece, September 15--18, 2011, Proceedings , Part II. . p. 449-

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  72. Forthcoming

    Conformal prediction in semi-supervised case

    Adamskiy, M., Nouretdinov, I. & Gammerman, A., 2011, (Accepted/In press) Post-Symposium book 'Statistical learning and Data Science'. Paris: Chapman and Hall

    Research output: Chapter in Book/Report/Conference proceedingChapter

  73. Forthcoming

    Conformal predictions for electronic nose system: an application to tea classification

    Nouretdinov, I., Li, G., Gammerman, A. & Luo, Z., 2011, (Accepted/In press) In: International Journal of Engineering Intelligent Systems for Electrical Engineering and Communications. 10 p.

    Research output: Contribution to journalArticlepeer-review

  74. Published

    Feature Selection by Conformal Predictor

    Yang, M., Nouretdinov, I., Luo, Z. & Gammerman, A., 2011, 12th INNS EANN-SIG International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, Artificial Intelligence Applications and Innovations 2011, Corfu, Greece, September 15-18, 2011, Proceedings, Part II. . p. 449-

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  75. 2010
  76. Published

    Application of conformal predictors to tea classification based on electronic nose

    Nouretdinov, I., Li, G., Gammerman, A. & Luo, Z., 2010, Artificial Intelligence Applications and Innovations. Springer, p. 303-310

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  77. Published

    Highly accurate detection of ovarian cancer using CA125 but limited improvement with serum MALDI-TOF MS profiling

    Tiss, A., Timms, J. F., Smith, C., Devetyarov, D., Gentry-Maharaj, A., Camuzeaux, S., Burford, B., Nouretdinov, I., Ford, J., Luo, Z., Jacobs, I., Menon, U., Gammerman, A. & Cramer, R., 2010, In: International Journal of Gynecological Cancer. 20, 9, p. 1518-1524

    Research output: Contribution to journalArticlepeer-review

  78. Published

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

    Timms, J. F., Cramer, R., Camuzeaux, S., Tiss, A., Smith, C., Burford, B., Nouretdinov, I., Devetyarov, D., Gentry-Maharaj, A., Ford, J., Luo, Z., Gammerman, A., Menon, U. & Jacobs, I., 2010, In: Clinical Chemistry. 56, p. 262-271

    Research output: Contribution to journalArticlepeer-review

  79. Published

    Prediction with Confidence Based on a Random Forest Classifier

    Devetyarov, D. & Nouretdinov, I., 2010, Aritificial Intelligence and Innovations: Proceedings od 6th IFIP WG 12.5 International Conference. p. 37-44 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  80. 2009
  81. Published

    On-line predictive linear regression

    Vovk, V., Nouretdinov, I. & Gammerman, A., Jun 2009, In: The Annals of Statistics. 37, 3, p. 1566-1590 25 p.

    Research output: Contribution to journalArticlepeer-review

  82. Published

    Serum Proteomic Abnormality Predating Screen Detection of Ovarian Cancer

    Gammerman, A., Vovk, V., Burford, B., Nouretdinov, I., Luo, Z., Chervonenkis, A., Waterfield, M., Cramer, R., Tempst, P., Villanueva, J., Kabir, M., Camuzeaux, S., Timms, J., Menon, U. & Jacobs, I., May 2009, In: The Computer Journal. 52, 3, p. 326-333 8 p.

    Research output: Contribution to journalArticlepeer-review

  83. Published
  84. Published

    Application of Inductive Confidence Machine to ICMLA competition data

    Nouretdinov, I., Burford, B. & Gammerman, A., 2009, Proceedings of The Eighth International Conference on Machine Learning and Applications. p. 435-438 4 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  85. Published

    Conditional prediction intervals for linear regression

    McCullagh, P., Vovk, V., Nouretdinov, I., Devetyarov, D. & Gammerman, A., 2009, Proceedings of the International Conference on Machine Learning and Applications. p. 131-138 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  86. Published

    Confidence Machine and its application to medical diagnosis

    Devetyarov, D., Nouretdinov, I. & Gammerman, A., 2009, International Conference on Bioinformatics and Computational Biology. p. 448-454 7 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  87. Published

    Online Prediction of Ovarian Cancer

    Zhdanov, F., Vovk, V., Burford, B., Devetyarov, D., Nouretdinov, I. & Gammerman, A., 2009, Proceedings of the 12th Conference on Artificial Intelligence in Medicine. p. 375-379 5 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  88. 2008
  89. Published

    Clinical mass spectrometry proteomic diagnosis by conformal predictors

    Gammerman, A., Nouretdinov, I., Burford, B., Chervonenkis, A., Vovk, V. & Luo, Z., Jul 2008, In: Statistical Applications in Genetics and Molecular Biology. 7, 2, 13.

    Research output: Contribution to journalArticlepeer-review

  90. Published

    R package PredictiveRegression

    Vovk, V. & Nouretdinov, I., Jun 2008

    Research output: Non-textual formSoftware

  91. Published

    Off-line Nearest Neighbour Transductive Confidence Machine

    Nouretdinov, I., 2008, 8th Industrial Conference on Data Mining 2008 Poster and Workshop Proceedings. p. 16-24 9 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  92. 2007
  93. Published

    Subsets More Representative Than Random Ones

    Nouretdinov, I., 2007, 7th Industrial Conference on Data Mining 2007 Proceedings. p. 15-20 6 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  94. Published

    Validation of a Seven Serum Biomarker Panel in Ovarian Cancer

    Timms, J. F., Arslan-Low, E., Cubizolles, M., Lomas, L., Yip, C., Meng, X-Y., Hogdall, E., Gentry-Maharaj, A., Ford, J., Burford, B., Nouretdinov, I., Vovk, V., Luo, Z., Menon, U., Gammerman, A., Fung, E. T. & Jacobs, I., 2007, Proceedings of the 15th International Meeting of the European Society of Gynaecological Oncology.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  95. 2006
  96. Published

    Criterion of calibration for transductive confidence machine with limited feedback

    Nouretdinov, I. & Vovk, V., 2 Nov 2006, In: Theoretical Computer Science. 364, 1, p. 39 7 p.

    Research output: Contribution to journalArticlepeer-review

  97. 2005
  98. Published

    On-line predictive linear regression

    Vovk, V., Nouretdinov, I. & Gammerman, A., 21 Nov 2005.

    Research output: Working paper

  99. Published

    Defensive forecasting for linear protocols

    Vovk, V., Nouretdinov, I., Takemura, A. & Shafer, G., 2 Jun 2005.

    Research output: Working paper

  100. Published

    Defensive forecasting for linear protocols

    Vovk, V., Nouretdinov, I., Takemura, A. & Shafer, G., 2005, Proceedings of the Sixteenth International Conference on Algorithmic Learning Theory. Jain, S., Simon, H. & Tomita, E. (eds.). Berlin: Springer, Vol. 3734. p. 459-473 15 p. (Lecture Notes in Computer Science; vol. 3734).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  101. 2004
  102. Published

    Self-calibrating probability forecasting

    Vovk, V., Shafer, G. & Nouretdinov, I., 2004, Advances in Neural Information Processing Systems. Thrun, S., Saul, L. & Schoelkopf, B. (eds.). Cambridge, MA: MIT Press, Vol. 16. p. 1133-1140 8 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  103. 2003
  104. Published

    Criterion of calibration for Transductive Confidence Machine with limited feedback

    Nouretdinov, I. & Vovk, V., Apr 2003, (On-line Compression Modelling project, http://vovk.net/kp).

    Research output: Working paper

  105. Published

    Mondrian Condence Machine

    Vovk, V., Lindsay, D., Nouretdinov, I. & Gammerman, A., Mar 2003, (On-line Compression Modelling project).

    Research output: Working paper

  106. Published

    Mondrian Confidence Machine

    Vovk, V., Lindsay, D., Nouretdinov, I. & Gammerman, A., Mar 2003, (On-line Compression Modelling project).

    Research output: Working paper

  107. Published

    Testing Exchangeability On-line

    Vovk, V., Nouretdinov, I. & Gammerman, A., Feb 2003, (On-line Compression Modelling project).

    Research output: Working paper

  108. Published

    Criterion of calibration for transductive confidence machine with limited feedback

    Nouretdinov, I. & Vovk, V., 2003, Lecture Notes in Articial Intelligence. Vol. 2842. p. 259-267 9 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  109. Published

    Testing exchangeability on-line

    Vovk, V., Nouretdinov, I. & Gammerman, A., 2003, Proceedings of the Twentieth International Conference on Machine Learning. Fawcett, T. & Mishra, N. (eds.). Menlo Park, CA: AAAI Press, p. 768-775

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  110. Published

    Transductive Confidence Machine is universal

    Nouretdinov, I., Vyugin, V. & Gammerman, A., 2003, Lecture Notes in Artificial Intelligence. Springer, Vol. 2842. p. 283-297 16 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  111. 2002
  112. Published

    Transductive confidence machines for pattern recognition

    Proedrou, K., Nouretdinov, I., Vovk, V. & Gammerman, A., 2002, Proceedings of the Thirteenth European Conference on Machine Learning. Elomaa, T., Mannila, H. & Toivonen, H. (eds.). London: Springer, p. 381-390 10 p. (Lecture Notes in Computer Science; vol. 2430).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  113. 2001
  114. Published

    Comparing the Bayes and typicalness frameworks

    Melluish, T., Saunders, C., Nouretdinov, I. & Vovk, V., 2001, Lecture Notes in Articial Intelligence. Vol. 2167. p. 360-371

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  115. Published

    Pattern recognition and density estimation under the general i.i.d assumption

    Nouretdinov, I., Vovk, V., Vyugin, M. & Gammerman, A., 2001, Proceedings of the Fourteenth Annual Conference on Computational Learning Theory and Fifth European Conference on Computational Learning Theory. Helmbold, D. & Williamson, B. (eds.). London: Springer, p. 337-353 17 p. (Lecture Notes in Artificial Intelligence; vol. 2111).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  116. Published

    Ridge Regression Confidence Machine

    Nouretdinov, I., Melluish, T. & Vovk, V., 2001, Proceedings of the Eighteenth International Conference on Machine Learning. p. 385-392

    Research output: Chapter in Book/Report/Conference proceedingConference contribution