糖心原创

School of Computer Science
 

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Christian Wagner

Professor of Computer Science, Faculty of Science

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Biography

Christian Wagner completed his BSc in Computer Science and MSc in Robotics and Embedded Systems at the University of Essex, UK in 2004 and 2005 respectively, before being awarded his PhD in Computer Science in 2009.

He has been a visiting professor at the Institute of Computing and Cybersystems at Michigan Tech, and the Department of Social and Decision Sciences, Carnegie Mellon University, USA.

Christian is currently a Professor of Computer Science at the 糖心原创, UK, co-lead of the Intelligent Modelling and Analysis (IMA) group, and founding director of the Lab for Uncertainty in Data and Decision Making (LUCID). His research focuses on modelling & handling of uncertain data arising from heterogeneous data sources including domain experts and other stakeholders, with a particular emphasis on designing interpretable and interactive AI based decision support systems.

In 2017, he was recognised as a RISE (Recognising Inspirational Scientists and Engineers) Connector by the UK Engineering and Physical Sciences Research Council. Much of his work straddles disciplines from social science to Psychology, with applications of his work ranging from decision support in cyber security and environmental management to product design and control in manufacturing. Together with his team, he has developed multiple open source software frameworks, making research accessible both to peer researchers as well as to different research communities beyond computer science.

Christian is an Associate Editor of the IEEE Transactions on Artificial Intelligence, elected member-at-large of the IEEE Computational Intelligence Society (CIS)'s board of directors (AdCom), Vice President for Technical Activities of IEEE CIS 2024-2025, and IEEE CIS climate lead. He was General Co-Chair of the international Fuzz-IEEE 2021 conference in Luxembourg (held virtually due to COVID) and has previously served as Vice-Chair of the IEEE CIS Task Forces on Cyber Security and Affective Computing; as chair in a variety of conferences and conference program committees including WCCI, IJCAI, and AAAI.

Recent Publications

  • FU C, SARABAKHA A, KAYACAN E, WAGNER C, JOHN R and GARIBALDI J, 2018. IEEE/ASME Transactions on Mechatronics. (In Press.)
  • FU, CHANGHONG, SARABAKHA, ANDRIY, KAYACAN, ERDAL, WAGNER, CHRISTIAN, JOHN, ROBERT and GARIBALDI, JONATHAN M, 2017. Similarity-based non-singleton fuzzy logic control for improved performance in UAVs In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • HAVENS, TIMOTHY C, WAGNER, CHRISTIAN and ANDERSON, DEREK T, 2017. Efficient modeling and representation of agreement in interval-valued data In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • MADI, ELISSA NADIA, GARIBALDI, JONATHAN M and WAGNER, CHRISTIAN, 2017. Exploring the use of type-2 fuzzy sets in multi-criteria decision making based on TOPSIS In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • FU C, SARABAKHA A, KAYACAN E, WAGNER C, JOHN R and GARIBALDI J, 2018. IEEE/ASME Transactions on Mechatronics. (In Press.)
  • FU, CHANGHONG, SARABAKHA, ANDRIY, KAYACAN, ERDAL, WAGNER, CHRISTIAN, JOHN, ROBERT and GARIBALDI, JONATHAN M, 2017. Similarity-based non-singleton fuzzy logic control for improved performance in UAVs In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • HAVENS, TIMOTHY C, WAGNER, CHRISTIAN and ANDERSON, DEREK T, 2017. Efficient modeling and representation of agreement in interval-valued data In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • MADI, ELISSA NADIA, GARIBALDI, JONATHAN M and WAGNER, CHRISTIAN, 2017. Exploring the use of type-2 fuzzy sets in multi-criteria decision making based on TOPSIS In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • WAGNER, CHRISTIAN, HAVENS, TIMOTHY C and ANDERSON, DEREK T, 2017. The arithmetic recursive average as an instance of the recursive weighted power mean In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on.
  • ISAEV, SVETLIN, JREISSAT, MOHANNAD, MAKATSORIS, CHARALAMPOS, BACHOUR, KHALED, MCCULLOCH, JOSIE and WAGNER, CHRISTIAN, 2017. In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on. 1-6
  • FU, CHANGHONG, SARABAKHA, ANDRIY, KAYACAN, ERDAL, WAGNER, CHRISTIAN, JOHN, ROBERT and GARIBALDI, JONATHAN M, 2017. Novel, similarity-based non-singleton fuzzy logic control for improved uncertainty handling in quadrotor UAVs In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on.
  • RAZAK, TR, GARIBALDI, JONATHAN M, WAGNER, CHRISTIAN, POURABDOLLAH, AMIR and SORIA, DANIELE, 2017. In: Fuzzy Systems (FUZZ-IEEE), 2017 IEEE International Conference on.
  • A. POURABDOLLAH, C. WAGNER, J. ALADI and J. GARIBALDI, 2016. IEEE Transactions on Fuzzy Systems. 24(6), 1513-1524
  • JAVIER NAVARRO, CHRISTIAN WAGNER, UWE AICKELIN, L GREEN L and R ASHFORD, 2016. In: 2016 IEEE Symposium Series on Computational Intelligence (SSCI). 1-8
  • WAGNER, CHRISTIAN, POURABDOLLAH, AMIR, MCCULLOCH, JOSIE, JOHN, ROBERT and GARIBALDI, JONATHAN M, 2016. In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 316-323
  • MCCULLOCH, JOSIE and WAGNER, CHRISTIAN, 2016. In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 461-468
  • MILLER, SIMON, WAGNER, CHRISTIAN and GARIBALDI, JONATHAN, 2016. Applications of Computational Intelligence to Decision-Making: Modeling Human Reasoning/Agreement. In: HANDBOOK ON COMPUTATIONAL INTELLIGENCE: Volume 2: Evolutionary Computation, Hybrid Systems, and Applications 775-800
  • WALLACE, KEN J, WAGNER, CHRISTIAN and SMITH, MICHAEL J, 2016. Journal of environmental management. 170, 160-168
  • BILGIN, AYSENUR, HAGRAS, HANI and WAGNER, CHRISTIAN, 2016. Novel Approaches to Artefact Adaptation in Ambient Intelligent Environments. In: Next Generation Intelligent Environments Springer International Publishing. 165-219
  • AGRAWAL, UTKARSH, SORIA, DANIELE and WAGNER, CHRISTIAN, 2016. Cancer subtype identification pipeline: A classifusion approach In: Evolutionary Computation (CEC), 2016 IEEE Congress on. 2858-2865
  • MADI, ELISSA NADIA, GARIBALDI, JONATHAN M and WAGNER, CHRISTIAN, 2016. An exploration of issues and limitations in current methods of TOPSIS and fuzzy TOPSIS In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 2098-2105
  • ISAEV, SVETLIN, MAKATSORIS, CHRALAMPOS, JRESSIAT, MOHANNAD and WAGNER, CHRISTIAN, 2016. Linking human and machine-towards consumer-driven automated manufacturing In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 1789-1796
  • ALADI, JABRAN HUSSAIN, WAGNER, CHRISTIAN, POURABDOLLAH, AMIR and GARIBALDI, JONATHAN M, 2016. Contrasting singleton type-1 and interval type-2 non-singleton type-1 fuzzy logic systems In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 2043-2050
  • MARCHAL, P CANO, WAGNER, CHRISTIAN, GARCIA, J GAMEZ and ORTEGA, J GOMEZ, 2016. Modelling uncertainty in production processes using non-singleton fuzzification and fuzzy cognitive maps-a virgin olive oil case study In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 1173-1180
  • NAVARRO, JAVIER, WAGNER, CHRISTIAN, AICKELIN, UWE, GREEN, LYNSEY and ASHFORD, ROBERT, 2016. Measuring agreement on linguistic expressions in medical treatment scenarios In: Computational Intelligence (SSCI), 2016 IEEE Symposium Series on. 1-8
  • HIBSHI, HANAN, BREAUX, TRAVIS D and WAGNER, CHRISTIAN, 2016. Improving security requirements adequacy In: Computational Intelligence (SSCI), 2016 IEEE Symposium Series on. 1-8
  • FU, CHANGHONG, SARABAKHA, ANDRIY, KAYACAN, ERDAL, WAGNER, CHRISTIAN, JOHN, ROBERT and GARIBALDI, JONATHAN M, 2016. A comparative study on the control of quadcopter UAVs by using singleton and non-singleton fuzzy logic controllers In: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on. 1023-1030
  • T. C. HAVENS, D. T. ANDERSON and C. WAGNER, 2015. IEEE Transactions on Fuzzy Systems. 23(5), 1861-1875
  • C. WAGNER, S. MILLER, J. M. GARIBALDI, D. T. ANDERSON and T. C. HAVENS, 2015. IEEE Transactions on Fuzzy Systems. 23(2), 248-269
  • PRICE, STANTON R, ANDERSON, DEREK T, WAGNER, CHRISTIAN, HAVENS, TIMOTHY C and KELLER, JAMES M, 2014. Indices for Introspection on the Choquet Integral. In: Advance Trends in Soft Computing Springer International Publishing. 261-271
  • POURABDOLLAH, AMIR, WAGNER, CHRISTIAN, MILLER, SIMON, SMITH, MICHAEL and WALLACE, KEN, 2014. Towards data-driven environmental planning and policy design-leveraging fuzzy logic to operationalize a planning framework In: Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on. 2230-2237
  • MILLER, SIMON, WAGNER, CHRISTIAN and GARIBALDI, JONATHAN M, 2014. Exploring statistical attributes obtained from fuzzy agreement models In: Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on. 792-799
  • WAGNER, CHRISTIAN, PIERFITT, MATHIEU and MCCULLOCH, JOSIE, 2014. In: Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on. 2321-2328
  • GARIBALDI, JONATHAN M and WAGNER, CHRISTIAN, 2014. L-fuzzy inference In: Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on. 583-590
  • THEMISTOCLEOUS, CHRISTOS, SMITH, ANDREW and WAGNER, CHRISTIAN, 2014. The ethical dilemma of implicit vs explicit data collection: Examining the factors that influence the voluntary disclosure of information by consumers to commercial organizations In: Ethics in Science, Technology and Engineering, 2014 IEEE International Symposium on. 1-6
  • ALADI, JABRAN HUSSAIN, WAGNER, CHRISTIAN and GARIBALDI, JONATHAN M, 2014. Type-1 or interval type-2 fuzzy logic systems鈥擮n the relationship of the amount of uncertainty and FOU size In: Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on. 2360-2367
  • D. T. ANDERSON, T. C. HAVENS, C. WAGNER, J. M. KELLER, M. F. ANDERSON and D. J. WESCOTT, 2014. IEEE Transactions on Fuzzy Systems. 22(6), 1625-1639
  • JOSIE MCCULLOCH, CHRISTIAN WAGNER and UWE AICKELIN, 2013. In: UKCI 2013, the 13th Annual Workshop on Computational Intelligence, Surrey University.
  • CARA, ANA BEL脡N, WAGNER, CHRISTIAN, HAGRAS, HANI, POMARES, H脡CTOR and ROJAS, IGNACIO, 2013. Multiobjective Optimization and Comparison of Nonsingleton Type-1 and Singleton Interval Type-2 Fuzzy Logic Systems Fuzzy Systems, IEEE Transactions on. 21(3), 459-476
  • WU, DONGRUI and WAGNER, CHRISTIAN, 2013. Computational Intelligence Magazine, IEEE. 8(2), 17-19
  • WAGNER, CHRISTIAN, ANDERSON, DEREK T and HAVENS, TIMOTHY C, 2013. Generalization of the Fuzzy Integral for discontinuous interval-and non-convex interval fuzzy set-valued inputs In: Fuzzy Systems (FUZZ), 2013 IEEE International Conference on. 1-8
  • HAVENS, TIMOTHY C, ANDERSON, DEREK T, WAGNER, CHRISTIAN, DEILAMSALEHY, HANIEH and WONNACOTT, DERECK, 2013. Fuzzy integrals of crowd-sourced intervals using a measure of generalized accord In: Fuzzy Systems (FUZZ), 2013 IEEE International Conference on. 1-8
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2013. zSlices Based General Type-2 Fuzzy Sets and Systems. In: Advances in Type-2 Fuzzy Sets and Systems Springer New York. 65-80
  • WAGNER, CHRISTIAN, 2013. Juzzy-A Java based toolkit for Type-2 Fuzzy Logic In: Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), 2013 IEEE Symposium on. 45-52
  • WAGNER, CHRISTIAN, MILLER, SIMON and GARIBALDI, JONATHAN M, 2013. Similarity based applications for data-driven concept and word models based on type-1 and type-2 fuzzy sets In: Fuzzy Systems (FUZZ), 2013 IEEE International Conference on. 1-9
  • MCCULLOCH, JOSIE, WAGNER, CHRISTIAN and AICKELIN, UWE, 2013. Measuring the directional distance between fuzzy sets In: Computational Intelligence (UKCI), 2013 13th UK Workshop on. 38-45
  • VU, TUONG MANH, SIEBERS, PEER-OLAF and WAGNER, CHRISTIAN, 2013. Comparison of crisp systems and fuzzy systems in agent-based simulation: A case study of soccer penalties In: Computational Intelligence (UKCI), 2013 13th UK Workshop on. 54-61
  • H HAGRAS, C WAGNER, A KAMEAS, C GOUMOPOULOS, A MELIONES, L SEREMETI, Y BELLIK, G PROVUST, T HEINROTH and W MINKER, 2012. International Journal of Next-Generation Computing.
  • C WAGNER, C GOUMOPOULOS and H HAGRAS, 2012. Journal of Pervasive and Mobile Computing.
  • ANDERSON, D., HAVENS, T., WAGNER, C., KELLER, J., ANDERSON, M. and WESCOTT, D., 2012. In: 2012 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). 1-8
  • HAGRAS, HANI and WAGNER, CHRISTIAN, 2012. Computational Intelligence Magazine, IEEE. 7(3), 14-24
  • MILLER, SIMON, WAGNER, CHRISTIAN, GARIBALDI, JONATHAN M and APPLEBY, SUSAN, 2012. Constructing general type-2 fuzzy sets from interval-valued data In: Fuzzy Systems (FUZZ-IEEE), 2012 IEEE International Conference on. 1-8
  • WAGNER, CHRISTIAN and ANDERSON, DEREK T, 2012. Extracting meta-measures from data for fuzzy aggregation of crowd sourced information In: Fuzzy Systems (FUZZ-IEEE), 2012 IEEE International Conference on. 1-8
  • BILGIN, AYSENUR, DOOLEY, JAMES, WHITTINGTON, LUKE, HAGRAS, HANI, HENSON, MARTIN, WAGNER, CHRISTIAN, MALIBARI, AREEJ, AL-GHAMDI, A, ALHADDAD, MOHAMMED J and ALGHAZZAWI, DANIYAL, 2012. Dynamic profile-selection for zslices based type-2 fuzzy agents controlling multi-user ambient intelligent environments In: Fuzzy Systems (FUZZ-IEEE), 2012 IEEE International Conference on. 1-8
  • C. WAGNER and H. HAGRAS, 2011. Employing zSlices based general type-2 fuzzy sets to model multi level agreement. In: Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), 2011 IEEE Symposium on 50-57
  • IAN DENT, CHRISTIAN WAGNER, UWE AICKELIN and TOM RODDEN, 2011. In: Digital Engagement 11, Newcastle, November 2011.
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2011. Employing zSlices based general type-2 fuzzy sets to model multi level agreement In: Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), 2011 IEEE Symposium on. 50-57
  • VAN HELVERT, J and WAGNER, C, 2011. From scenarios to 鈥渇ree-play鈥�: Evaluating the user鈥檚 experience of ambient technologies in the home Next Generation Intelligent Environments: Ambient Adaptive Systems. 253
  • CARA, ANA BELEN, ROJAS, IGNACIO, POMARES, HECTOR, WAGNER, CHRISTIAN and HAGRAS, HANI, 2011. On comparing non-singleton type-1 and singleton type-2 fuzzy controllers for a nonlinear servo system In: Advances in Type-2 Fuzzy Logic Systems (T2FUZZ), 2011 IEEE Symposium on. 126-133
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2011. Interpreting fuzzy set operations and Multi Level Agreement in a Computing with Words context In: Fuzzy Systems (FUZZ), 2011 IEEE International Conference on. 2139-2146
  • WAGNER, CHRISTIAN, MILLER, SIMON and GARIBALDI, JONATHAN M, 2011. A fuzzy toolbox for the R programming language In: Fuzzy Systems (FUZZ), 2011 IEEE International Conference on. 1185-1192
  • DOOLEY, JAMES, WAGNER, CHRISTIAN, HAGRAS, HANI and PRUVOST, GAETAN, 2011. FollowMe: The Persistent GUI In: Parallel Computing in Electrical Engineering (PARELEC), 2011 6th International Symposium on. 123-126
  • HAGRAS, H and WAGNER, C, 2011. Artefact Adaptation in Ambient Intelligent Environments. In: Next Generation Intelligent Environments Springer New York. 127-151
  • WAGNER, C. and HAGRAS, H., 2010. IEEE Transactions On Fuzzy Systems. 18(4), 637-660
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2010. An approach for the generation and adaptation of zSlices based general type-2 fuzzy sets from interval type-2 fuzzy sets to model agreement with application to Intelligent Environments In: Fuzzy Systems (FUZZ), 2010 IEEE International Conference on. 1-8
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2010. A collection operator for type-2 fuzzy logic systems In: Computational Intelligence (UKCI), 2010 UK Workshop on. 1-6
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2010. Uncertainty and type-2 fuzzy sets and systems In: Computational Intelligence (UKCI), 2010 UK Workshop on. 1-5
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2010. Fuzzy composite concepts based on human reasoning In: Information Reuse and Integration (IRI), 2010 IEEE International Conference on. 308-313
  • JAMMEH, E.A., FLEURY, M., WAGNER, C., HAGRAS, H. and GHANBARI, M., 2009. IEEE Transactions On Fuzzy Systems. 17(5), 1123-1142
  • WAGNER, C. and HAGRAS, H., 2009. In: Proceedings of the 2009 IEEE International Conference on Fuzzy Systems, Jeju Island, Korea. 718-725
  • HAGRAS, CHRISTIAN WAGNER HANI, 2009. Novel methods for the design of general type-2 fuzzy sets based on device characteristics and linguistic labels surveys
  • HEINROTH, TOBIAS, KAMEAS, ACHILLES, WAGNER, CHRISTIAN and BELLIK, YACINE, 2009. A proposal for realizing adaptive ambient ecologies through an ontology-based multi-agent system In: Intelligent Agents, 2009. IA'09. IEEE Symposium on. 47-54
  • HAGRAS, HANI and WAGNER, CHRISTIAN, 2009. Introduction to interval type-2 fuzzy logic controllers-towards better uncertainty handling in real world applications IEEE Systems, Man and Cybernetics eNewsletterIssue. 27,
  • WAGNER, C. and HAGRAS, H., 2008. In: Proceedings of the IEEE International Conference of Fuzzy Systems, Hong Kong, China, June 2008. 489-497
  • CHRISTIAN WAGNER and HANI HAGRAS, 2008. In: Proceedings of the IEEE International Conference of Fuzzy Systems, Hong Kong, China, June 2008. 489-497
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2008. Employing interpolation to enable higher order fuzzy logic controllers on resource constrained embedded devices UKCI.
  • JAMMEH, E, FLEURY, M, WAGNER, C, HAGRAS, H and GHANBARI, M, 2008. Interval type-2 fuzzy logic congestion control of video streaming In: Intelligent Environments, 2008 IET 4th International Conference on. 1-8
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2007. A genetic algorithm based architecture for evolving type-2 fuzzy logic controllers for real world autonomous mobile robots In: Fuzzy Systems Conference, 2007. FUZZ-IEEE 2007. IEEE International. 1-6
  • WAGNER, CHRISTIAN and HAGRAS, HANI, 2007. Analysis and Design of Intelligent Systems using Soft Computing Techniques. 16-25
  • zSlices 鈥� Towards bridging the gap between Interval and General Type-2 Fuzzy Logic. In: Proceedings of the IEEE International Conference of Fuzzy Systems, Hong Kong, China, June 2008 489-497
  • C WAGNER, C GOUMOPOULOS and H HAGRAS, Pervasive and Mobile Computing.
  • DENT, IAN, WAGNER, CHRISTIAN, AICKELIN, UWE and RODDEN, TOM, Creating Personalised Energy Plans: From Groups to Individuals using Fuzzy C Means Clustering

School of Computer Science

糖心原创
Jubilee Campus
Wollaton Road
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