Dr. Zhiyuan Luo's Recent Publications

Journal Publications

H. Wang, F. Yang and Z. Luo, "An experimental study of the intrinsic stability of random forest variable importance measures", BMC Bioinformatics, doi: 10.1186/s12859-016-0900-5, 2016.
J. Miao, Z. Luo, Y. Wang and G. Li, "Comparison and data fusion of electronic nose and near-infrared reflectance spectroscopy for the discrimination of ginsengs", doi: 10.1039/C5AY03270A, Anal. Methods, 2016, Advance Article.
K. A. Nguyen and Z. Luo, "Reliable indoor location prediction using conformal prediction", Annals of Mathematics and Artificial Intelligence, doi: 10.1007/s10472-013-9384-4, Volume 74, Issue 1, pp 133-153 June 2015.
R. Hu, Y. Wang, M. Yang, X. Li, Z. Luo and G. Li, "Improved analysis of inorganic coal properties based on near-infrared reflectance spectroscopy", doi: 10.1039/C5AY01197C, Anal. Methods, 7, pp. 5282-5288, 2015.
Y. Wang, M. Yang, G. Wei, R. Hu, Z. Luo, G. Li, "Improved PLS regression based on SVM classification for rapid analysis of coal properties by near-infrared reflectance spectroscopy", Original Research Article, doi:10.1016/j.snb.2013.12.028, Sensors and Actuators B: Chemical Volume 193, pp 723-729, 2014.
I. Nouretdinov, D. Devetyarov, V. Vovk, B. Burford, Z. Luo, A. Chervonenkis, A. Gammerman, S. Camuzeaux, A. Gentry-Maharaj, R. Hallett, M. Waterfield, J.F. Timms, I. Jacobs, U. Menon, A. Tiss, C. Smith, R. Cramer. "Multiprobabilistic prediction in early medical diagnoses". Annals of Mathematics and Artificial Intelligence, 20 pages. doi:10.1007/s10472-013-9367-5, Volume 74, Issue 1-2, pp 203-222, 2015.
P. Vlamos, K. Lefkimmiatis, C. Cocianu, L. State, Z. Luo: "Artificial Intelligence Applications in Biomedicine". Adv. Artificial Intelligence, Vol 2013, Article ID 219137, 2 pages, doi:10.1155/2013/219137, 2013.
M. Dashevskiy and Z. Luo. "Two methods for reliable classification of network traffic". Progress in Artificial Intelligence, Vol. 1, No. 3, pp. 223-234, doi:10.1007/s13748-012-0019-5, 2012.
D. Devetyarov, I. Nouretdinov, B. Burford, S. Camuzeaux, A. Gentry-Maharaj, A. Tiss, C. Smith, Z. Luo, A. Chervonenkis, R. Hallett, V. Vovk, M. Waterfield, R. Cramer, J.F. Timms, J. Sinclair, U. Menon, I. Jacobs, A. Gammerman, "Conformal predictors in early diagnostics of ovarian and breast cancers". Progress in Artificial Intelligence, Vol. 1, pp. 245-257, doi: 10.1007/s13748-012-0021-y, 2012.
J.F. Timms, U. Menon, D. Devetyarov, A. Tiss, S. Camuzeaux, K. McCurrie, I. Nouretdinov, B. Burford, C. Smith, A. Gentry-Maharaj, R. Hallett, J. Ford, Z. Luo , V. Vovk, A. Gammerman, R. Cramer, I. Jacobs. "Early Detection of Ovarian Cancer in Samples Pre-Diagnosis Using CA125 and MALDI-MS Peaks". Cancer Genomics and Proteomics, 8(6), pp. 289-305, November-December, 2011.
Nouretdinov, Ilia Li, Guang, Alex Gammerman, Zhiyuan Luo, "Conformal predictions for electronic nose system: an application to tea classification". ENGINEERING INTELLIGENT SYSTEMS, 18(3-4): CRL Publishing, 2010.
Mikhail Dashevskiy and Zhiyuan Luo, "Time series prediction with performance guarantee", IET Communications, Vol. 8, No. 5, pp.1044-1051, May 2011, doi:10.1049/iet-com.2010.0121.
A. Tiss , J.F. Timms, C. Smith, D. Devetyarov, A. Gentry-Maharaj, S. Camuzeaux, B. Burford, I. Nouretdinov, J. Ford, Z. Luo, I. Jacobs, U. Menon, A. Gammerman and R. Cramer, "Highly accurate detection of ovarian cancer using CA125 but limited improvement with serum MALDI-TOF MS profiling". Int J Gynecological Cancer, Vol 20, Issue 9, pp 1518-1524, 2010, doi: 10.1111/IGC.0b013e3181fc1990.
Mikhail Dashevskiy and Zhiyuan Luo, Reliable Probabilistic Classification of Internet Traffic, International Journal of Information Acquisition, Vol. 6, No. 2, pp. 133-146, 2009.
S.J. Ramus, K. Elmasry, Z. Luo, A. Gammerman, K. Lu, A. Ayhan, N. Singh W.G. McCluggage, I.J. Jacobs, J.C. Whittaker and S.A. Gayther, Predicting clinical outcome in patients diagnosed with synchronous ovarian and endometrial cancer, Clinical cancer research : an official journal of the American Association for Cancer Research 14(18):5840-8 2008 Sep 15.
A. Gammerman, I. Nouretdinov, B. Burford, A. Chervonenkis, V. Vovk and Z. Luo, Clinical mass spectrometry proteomic diagnosis by conformal predictors. Statistical applications in genetics and molecular biology 7(2):Article13 2008.
Alex Gammerman; Volodya Vovk; Brian Burford; Ilia Nouretdinov; Zhiyuan Luo; Alexey Chervonenkis; Mike Waterfield; Rainer Cramer; Paul Tempst; Josep Villanueva; Musarat Kabir; Stephane Camuzeaux; John Timms; Usha Menon; and Ian Jacobs, Serum Proteomic Abnormality Predating Screen Detection of Ovarian Cancer, The Computer Journal 2008; doi: 10.1093/comjnl/bxn021.
Zhiyuan Luo and Tony Bellotti, Discussion on Hedging Predictions in Machine Learning by A. Gammerman and V. Vovk, The Computer Journal 2007, doi:10.1093/comjnl/bxl066.
John F. Timms, Elif Arslan-Low, Aleksandra Gentry-Maharaj, Zhiyuan Luo, Davy TJampens, Vladimir N. Podust, Jeremy Ford, Eric T. Fung, Alex Gammerman, Ian Jacobs and Usha Menon, Preanalytic Influence of Sample Handling on SELDI-TOF Serum Protein Profiles , Clinical Chemistry 53: 645-656, 2007. First published February 15, 2007; 10.1373/clinchem.2006.080101.
T. Bellotti, Z. Luo, A. Gammerman, F.W. van Delft, V. Saha, Qualified Predictions for Microarray and Proteomics Pattern Diagnostics with Confidence Machines, International Journal of Neural Systems, Special Issue on Bioinformatics 2005, Vol.15, No. 4, pp.247-258.
F.W. van Delft, T. Bellotti, Z. Luo, L.K. Jones, N. Patel, O. Yiannikouris, A.S. Hill, M. Hubank, H. Kempski, D. Fletcher, T. Chaplin, N. Foot, B.D. Young, I.M. Hann, A. Gammerman, V. Saha, Prospective gene expression analysis accurately subtypes acute leukaemia in children and establishes a commonality between hyperdiploidy and t(12;21) in acute lymphoblastic leukaemia, British Journal of Haematology 2005, pp.26-35.

Book Chapters

K. Nguyen, Z. Luo and C. Watkins, "On the Feasibility of Using Two Mobile Phones and WLAS Signal to Detect Co-Location of Two Users for Epidemic Prediction", In G. Gartner and H. Huang (eds.), Progress in Location-based Services 2014, Lecture Notes in Geoinformation and Cartography, pp. 63-78, Springer Berlin Heidelberg, 2015. doi: 10.1007/978-3-319-11879-6_5, ISBN: 978-3-319-11879-6.
M. Dashevskiy and Z. Luo, "Reliable Network Traffic Classification and Demand Prediction", In V. N. Balasubramanian, S-S. Ho and V. Vovk (eds), Conformal Predictions for Reliable Machine Learning: Theory, Adaptations and Applications, Chapter 13, 29 pages, Insights Series, Morgan Kaufmann Publ. (Elsevier), 334 pages, ISBN: 9780123985378, 2014.
K. Nguyen and Z. Luo, "Evaluation of Bluetooth Properties for Indoor Localisation". In Jukka M. Krisp (ed), Location-based Services (LBS) 2012: Progress in Location-Based Services. Munich, Germany: Springer, ISBN: 978-3-642-34202-8, 2012.
Z. Luo, "Internet Traffic Classification using Machine Learning with Performance Guarantees", Advances in Communications and Media Research. Volume 8, Chapter 10, pp. 231-250, ISBN: 978-1-61324-794-5, 2012.
J. Bigham, L. G. Cuthbert, A. L. G. Hayzelden and Z. Luo. "Implementation of agents for connection admission control on an ATM testbed", In T. Magedanz, A. Mullery, S. Rao and P. Rodier (eds), On The Way to Information Society: Five Years of European ACTS Research on Intelligence in Services and Networks, pp.413-426, IOS Press, ISBN:1-58603-007-8, 2000.
J. Bigham, L. G. Cuthbert, A. L. G. Hayzelden, and Z. Luo. "Flexible decentralised control of connection admission". In A. L. G. Hayzelden and R. A. Bourne (editors), Agent Technology for Communications Infrastructure, pp.144-155. J. Wiley, ISBN: 9780471498155, 2000.
J. Bigham, L.G. Cuthbert, A. L. G. Hayzelden and Z. Luo. "Flexible decentralised control of connection admission communications networks and the IMPACT of software agents", In Proceedings of IMPACT'99 (edited by A. L. G. Hayzelden) Nov. 1999, ISBN: 0904188647, USA.
Z. Luo, J. Bigham, L. G. Cuthbert and A. L. G. Hayzelden. "Traffic control and resource management using a multi-agent system". In D. H. K. Tsang and P. J. Kuhn (editors), Broadband Communications: Convergence of Network Technologies, pp. 595-606. Kluwer Academic Publishers, USA, ISBN: 978-0-7923-8677-3, 1999.
L. G. Hayzelden, J. Bigham, and Z. Luo. "Multi-agent interactions for an ATM management system (TeleMACS approach)". In A. L. G. Hayzelden and J. Bigham (editors) Software Agents for Future Communications Systems. Chapter 6, pp. 160-182, Springer-Verlag, 1999, ISBN: 3-540-65578-6.
A. Gammerman, Z. Luo, C.G.G. Aitken, and M. Brewer. "Exact and approximate algorithms and their implementations in mixed graphical models". In A. Gammerman (editor) Probabilistic Reasoning and Bayesian Belief Networks, pp. 33-53. Alfred Waller, Henley-on-Thames, 1995

Conference Papers

H. Wang, X. Liu, I. Nouretdinov and Z. Luo, "A Comparison of Three Implementations of Multi-Label Conformal Predictor", 3rd International Symposium on Statistical Learning and Data Science (SLDS2015), UK, April 20-23, 2015. (Winner of the Best Paper Award).
K. Nguyen and Z. Luo, "Selective mixture of Gaussians clustering for location fingerprinting", 11th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MOBIQUITOUS 2014). London, UK, December 2-5, 2014.
C. Zhou, I. Nouretdinov, Z. Luo and A. Gammerman, "SVM Venn Machine with k-Means Clustering", 10th International Conference on Artificial Intelligence Applications and Innovations and The 3rd Workshop on Conformal Prediction and its Applications (COPA 2014), Greece, September 19-21, 2014.
K. Nguyen and Z. Luo, "Enhanced Conformal Predictors for Indoor Localisation Based on Fingerprinting Method". 9th International Conference on Artificial Intelligence Applications and Innovations and 2nd Workshop on Conformal Prediction and its Applications, Springer, pp.411-420, Paphos, Cyprus, September 30-October 2, 2013.
M. Yang, I. Nouretdinov and Z. Luo, "Learning by Conformal Predictors with Additional Information", 9th International Conference on Artificial Intelligence Applications and Innovations Conference and 2nd Workshop on Conformal Prediction and its Applications, Springer, pp. 394-400, Paphos, Cyprus, September 30-October 2, 2013.
K. Nguyen and Z. Luo, "Conformal Prediction for Indoor Localisation with Fingerprinting Method". 8th International Conference on Artificial Intelligence Applications and Innovations and First Conformal Prediction and Its Applications Workshop. pp. 214-223, Halkidiki, Greece, September 27-30, 2012.
I. Nouretdinov, D. Devetyarov, B. Burford, S. Camuzeaux, A. Gentry-Maharaj, A. Tiss, C. Smith, Z. Luo, A. Chervonenkis, R. Hallett, V. Vovk, M. Waterfield, R. Cramer, J.F. Timms, I. Jacobs, U. Menon, A. Gammerman, "Multiprobabilistic Venn Predictors with Logistic Regression". 8th International Conference on Artificial Intelligence Applications and Innovations, September, Proceedings, Part II. ed. L. Iliadis ; I. Maglogiannis ; H. Papadopoulos ; K. Karatzas ; S. Sioutas. Vol. 382 Springer, Halkidiki, Greece, September 27-30, 2012.
M. Yang, I. Nouretdinov, Z. Luo, A. Gammerman, "Feature Selection by Conformal Predictor". In L.S. Iliadis, I. Maglogiannis and H. Papadopoulos (eds) Artificial Intelligence Applications and Innovations - 12th INNS EANN-SIG International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, AIAI 2011, Proceedings, Part II, pp.439-448, Corfu, Greece, September 15-18, 2011.
C. Zhou, I. Nouretdinov, Z. Luo, D. Adamskiy, L. Randell, N. Coldham and A. Gammerman: "A Comparison of Venn Machine with Platt's Method in Probabilistic Outputs", In L.S. Iliadis, I. Maglogiannis and H. Papadopoulos (eds) Artificial Intelligence Applications and Innovations - 12th INNS EANN-SIG International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, AIAI 2011, Proceedings, Part II, pp.483-490, Corfu, Greece, September 15-18, 2011.
I. Nouretdinov, G. Li, A. Gammerman and Z. Luo. "Application of conformal predictors to tea classification based on electronic nose". 6th International Conference on Artificial Intelligence Applications and Innovations, pages 303-310. Springer, Larnaca, Cyprus, October 6-7, 2010.
Y. Wang, Y. Zheng, Z. Luo and G. Li, "Electroantennogram Obtained from Honeybee Antennae for Odor Detection", 7th International Symposium on Neural Networks, Also in LNCS 6063 (edited by L. Zhang, J. Kwok, and B.-L. Lu), pp. 63-66, Shanghai, China, June 6-9, 2010.
Ali Hassan, Chris Phillips, Zhiyuan Luo, Swarm Intelligence Based Dynamic Routing and Wavelength Assignment for Wavelength Constrained All-Optical Networks, 9th IEEE International Symposium on Communication and Information Technology (ISCIT 2009), Korea, September 2009.
Mikhail Dashevskiy and Zhiyuan Luo, Prediction of Long-Range Dependent Time Series Data with Performance Guarantee, Fifth Symposium on Stochastic Algorithms, Foundations and Applications (SAGA 2009), October 26-28, 2009, Sapporo, Japan.
Mikhail Dashevskiy and Zhiyuan Luo, Predictions with Confidence in Applications, LNCS 5632, International Conference on Machine Learning and Data Mining (MLDM 2009), July 23-25, 2009, Leipzig, Germany.
Mikhail Dashevskiy and Zhiyuan Luo, Network Traffic Demand Prediction with Confidence, IEEE GLOBECOM 2008, 30 Nov-4 Dec. 2008, New Orleans, USA.
Mikhail Dashevskiy and Zhiyuan Luo, Reliable Probabilistic Classification and Its Application to Internet Traffic. LNCS 5226, ICIC (1) 2008: 380-388.
Mikhail Dashevskiy and Zhiyuan Luo, Guaranteed Network Traffic Demand Prediction Using FARIMA Models. LNCS 5236, IDEAL 2008: 274-281. (Winner of the Best Paper Award).
Jin Zhang, Guang Li, Meng Hu, Jiaojie Li and Zhiyuan Luo, Recognition of hypoxia EEG with a preset confidence level based on EEG analysis. IJCNN 2008: 3005-3008.
T. Bellotti, Z. Luo and A. Gammerman, Strangeness Minimisation Feature Selection with Confidence Machines, IDEAL 2006, Lecture Notes in Computer Science 4224, pp. 978-985, 2006.
T. Bellotti, Z. Luo and A. Gammerman, Reliable Classification of Acute Leukaemia from Gene Expression Data using Confidence Machines, IEEE International Conference on Granular Computing, pp. 148-153, 10-12 May 2006. (Winner of the Best Paper Award).
Zhiyuan Luo and Alex Gammerman, Qualified Probabilistic Predictions Using Graphical Models, 8th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU) 2005, LNCS 3571, pp. 111-122.
Zhiyuan Luo, Tony Bellotti, Alex Gammerman, Qualified Predictions for Proteomics Pattern Diagnostics with Confidence Machines, Intelligent Data Engineering and Automated Learning IDEAL 2004, LNCS 3177, pp.46-51 (ed. Yang, Everson, Yin).