Dr Christian Wagner

Associate Professor

christianwagner

My research interests include the capture, modelling, interpretation and processing/aggregation of uncertain data. I focus on the development of novel techniques in Computational Intelligence and their application/evaluation in often multi-disciplinary contexts.

Room B37
Telephone 0115 74 84023
Fax 0115 95 14254
Email Christian.Wagner@nottingham.ac.uk

 

Research

NEWS: Digital Catapult Researcher in Residence Programme is now LIVE – apply here.

 

My main research interests are centered around approximate reasoning. Humans excel at reasoning in the face of uncertain (incomplete, vague,…) information and it is the capturing of this ability in artificial systems that holds great promise for a variety of applications from robotics to (the interpretation of) crowd-sourcing and affective computing. I am particularly interested in Computational Intelligence, specifically in the theory and application of (general type-2) fuzzy sets & systems as well as monotone measure & integral theory and applications.

In terms of applications, I am interested in the modelling, aggregation, representation, and reasoning with heterogeneous sources of uncertain information in the contexts of crowd-sourcing, robotics, ambient intelligent environments (smart homes), affective computing and more generally – applications where both reasoning over qualitative information (e.g. sourced from people) and quantitive (measured) information is required.

Software:
Juzzy: Java library for the devlelopment of type-1, interval type-2 and general type-2 Fuzzy Logic Systems, available here.
JuzzyOnline: Juzzy Online is a browser-based interface for the design, execution, and analysis of type-1, interval type-2 and general type-2 Fuzzy Logic Systems, it is useful both for beginners and advanced users of Fuzzy Logic systems, available here.
JuzzyOnline V2: >>NEW<< As above, but with advanced features including sensitivity analyses, visualisation of uncertainty and non-singleton fuzzification! Available here.

Teaching & Supervision

Current student projects available:
See here
PhD Students: (* first supervsior)

Jabran Hussain Aladi *

Javier Navarro Barrón*

Peter Craigon

Polla Fattah

Diman Siddiq Hassan

Josie McCulloch *

Christos Themistocleous

Tuong Manh Vu

Li Xia

 

Projects (completed project in italics)

  • PI: Digital Catapult Researcher in Residence Programme (see here) (EPSRC) (£500k)
  • PI: From Western Australian Wetlands to the Thames Estuary – deploying and evaluating Data-Driven Environmental Planning in the UK (2013-2014) (sole investigator) (~£20k + partner funding)
  • PI: Towards managing risk from Climate Change through comprehensive, inclusive and resilient UK Infrastructure Planning (2013-2014) (NERC) (sole investigator) (~£50k + partner funding)
  • PI: Towards Data Driven Environmental Policy Design (2013-2014)(EPSRC) (sole investigator) (GoW link) (~£160k + partner funding)
  • CI: Prototyping Open Innovation Models for ICT-Enabled Manufacturing in Food and Packaging (2013-2018) (EPSRC) (GoW link) (~£1.8 million)
  • PI: Affective Computing (2012-2013) (Horizon Digital Economy Research Institute) (~£180k)
  • CI: Becoming Dataware (2012-2013) (Horizon Digital Economy Research Institute) (~£250k)

Esteem

Recent Prizes:

Selected Invited Talks in Academia and Industry:

  • “Handling uncertainty – modelling and fusing interval-valued data sources”, Nanyang Technological University, Singapore, 14th July, 2014
  • “Uncertain Data Capture, Aggregation & Potential for Privacy”, Unilever, Daresbury, UK, 19th June, 2014
  • “Aggregating uncertain multi-source information, from measures to sets”, University of York, UK, 19th May, 2014
  • “Capture, Analysis and Interpretation of Uncertain Data”, Tokio Millennium Re, London, UK, 11th February, 2014
  • “Embracing Uncertainty – Towards Data-Driven Environmental Policy Design”, Sustainable Research Network, University of Nottingham, UK, 27th February, 2014
  • “From Uncertain Data to Knowledge”, Instituto Tecnológico de León, Mexico, 9th December 2013
  • “Computational Intelligence in the Digital Economy”, 2012 Research Collaboration Workshop for Top UK-TW Universities, University of Essex, UK, 23rd April 2012

General:

  • Senior Member of the IEEE
  • Member of the IEEE Computational Intelligence Society (CIS)
  • Member of the IEEE CIS Emergent Technologies Technical Committee
  • Chair of the IEEE CIS Task Force on Affective Computing (2013-2014)
  • Vice-Chair of the IEEE CIS Task Force on Affective Computing (2012-2013)

Conferences and Journals:

  • Associate Editor of IEEE Transactions on Fuzzy Systems
  • Tutorial on Type-2 Fuzzy Logic, World Congress on Computational Intelligence 2012, Brisbane, Australia, June 2012.
  • Special Session Co-Organiser & Chair (Type-2 Fuzzy Logic Theory) at the World Congress on Computational Intelligence 2012, Brisbane, Australia, June 2012.
  • Special Session Co-Organiser & Chair (Computational Intelligence for the Digital Economy) at the World Congress on Computational Intelligence 2012, Brisbane, Australia, June 2012.
  • Special Session Co-Organiser & Chair at the International Conference on Fuzzy Systems 2011, Taipei, Taiwan, June 2011.
  • Publication Chair, UK Workshop on Computational Intelligence 2010, Colchester, UK, September 2010.
  • Special Session Co-Organiser & Chair at the World Congress on Computational Intelligence 2010, Barcelona, Spain, July 2010.
  • Invited “Panelist”, Panel on the Future of Type-2 Fuzzy Logic, London, UK, June 2010
  • Special Session Co-Organiser & Chair at the International Conference on Fuzzy Systems 2009, Jeju, Korea, August 2009
  • Participation in the Tutorial on Theoretical and Practical Aspects of Type-2 Fuzzy Systems at the International Conference on Fuzzy Systems 2009, Jeju, Korea, August 2009.
  • Program Committee Member at a variety of international conferences including (since 2010):
        •    World Congress on Computational Intelligence 2012, Brisbane, Australia, June 2012.
        •    International Conference on Fuzzy Systems 2011, Taipei, Taiwan, June 2011.
        •    International Joint Conference on Computational Intelligence, Conference on Fuzzy Computation 2011, Paris, France, October 2011.
        •    International Conference on Fuzzy Computation 2010, Valencia, Spain, October 2010.
        •    UK Workshop on Computational Intelligence 2010, Colchester, UK, September 2010.
        •    World Congress on Computational Intelligence 2010, Barcelona, Spain, July 2010.
      •    North American Fuzzy Information Processing Society 2010, Toronto, Canada, July 2010.
  • Reviewer for a variety of International Journals, including the International Journal of Robotics and Automation, IEEE Transactions on Fuzzy Systems,…

 

Publications

For an up-to-date list of my publications, please see Google Scholar

56 entries « 1 of 2 »

Journal Articles

Havens, Timothy; Dereck T. Anderson,; Wagner, Christian (2015): Data-Informed Fuzzy Measures for Fuzzy Integration of Intervals and Fuzzy Numbers. In: IEEE Transactions on Fuzzy Systems, 23 (5), pp. 1861-1875, 2015, ISSN: 1063-6706 . (Type: Journal Article | Abstract | Links | BibTeX)
Wagner, Christian; Miller, Simon; Garibaldi, Jonathan; Anderson, Derek; Havens, Timothy (2014): From Interval-Valued Data to General Type-2 Fuzzy Sets. In: IEEE Transactions on Fuzzy Systems, TBC , pp. In Press, 2014. (Type: Journal Article | Links | BibTeX)
Cara, Ana Belén; Wagner, Christian; Hagras, Hani; Pomares, Héctor; Ruiz, Ignacio Rojas (2012): Multiobjective Optimization and Comparison of Nonsingleton Type-1 and Singleton Interval Type-2 Fuzzy Logic Systems. In: IEEE Transactions on Fuzzy Systems, Vol. 21, Issue 3 , pp. 459-476, 2012. (Type: Journal Article | BibTeX)
Hagras, Hani; Wagner, Christian; Kameas, Achilles; Goumopoulos, Christos; Meliones, Apostolos; Seremeti,; Bellik, Yacine; Provust, Gaetan; Heinroth, Tobias; Minker, Wolfgang (2012): Symbiotic Ecologies in Next Generation Ambient Intelligent Environments. In: International Journal of Next-Generation Computing, 3, No.1 , 2012. (Type: Journal Article | Links | BibTeX)
Hagras, Hani; Wagner, Christian (2012): Towards the Wide Spread Use of Type-2 Fuzzy Logic Systems in Real World Applications. In: IEEE Computational Intelligence Magazine, Volume 7, Issue 3 , pp. 14-24, 2012. (Type: Journal Article | BibTeX)
Wagner, Christian; Goumopoulos, Christos; Hagras, Hani (2011): Emerging and Adaptive Fuzzy Logic based Behaviours in Activity Sphere centred Ambient Ecologies. In: Journal of Pervasive and Mobile Computing for publication in the Special Issue on Ambient Intelligence, 8 , pp. 500-521, 2011. (Type: Journal Article | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2010): Towards general Type-2 Fuzzy Logic Systems based on zSlices. In: IEEE Transactions on Fuzzy Systems, 18 (4) , pp. 637-660, 2010. (Type: Journal Article | Links | BibTeX)
Jammeh, Emmanuel; Fleury, Martin; Wagner, Christian; Hagras, Hani; Ghanbari, Mohammed (2009): Interval Type-2 Fuzzy Logic Congestion Control for Video Streaming Across IP Networks. In: IEEE Transactions on Fuzzy Systems, 17 (5) , pp. 1123-1142, 2009. (Type: Journal Article | Links | BibTeX)

Book Chapters

Wagner, Christian; Hagras, Hani (2013): zSlices Based General Type-2 Fuzzy Sets and Systems. In: pp. 65-80, Advances in Type-2 Fuzzy Sets and Systems - Theory and Applications, 2013. (Type: Book Chapter | Links | BibTeX)
Hagras, Hani; Wagner, Christian (2011): Adaptation and Learning. In: pp. 127-150, Next Generation Intelligent Environments: Ambient Adaptive Systems, 2011. (Type: Book Chapter | BibTeX)
van Helvert, Joy; Wagner, Christian (2011): Social Evaluation. In: pp. 253-271, Next Generation Intelligent Environments: Ambient Adaptive Systems, 2011. (Type: Book Chapter | BibTeX)

Inproceedings

Navarro, Javier; Wagner, Christian; Aickelin, Uwe (2015): Applying Interval Type-2 Fuzzy Rule Based Classifiers Through a Cluster-Based Class Representation. In: 2015 IEEE Symposium Series on Computational Intelligence, pp. 1816-1823, IEEE, 2015, ISBN: 978-1-4799-7560-0. (Type: Inproceeding | Abstract | Links | BibTeX)
Wagner, Christiian; Smith, Michael; Wallace, Ken; Pourabdollah, AMIR (2015): Generating Uncertain Fuzzy Logic Rules from Surveys - Capturing Subjective Relationships between Variables from Human Experts. In: 2015 IEEE International Conference on Systems, Man and, Cybernetics (SMC2015), 2015. (Type: Inproceeding | Abstract | Links | BibTeX)
Figueredo, Grazziela; Wagner, Christian; Garibaldi, Jonathan; Aickelin, Uwe (2015): Adaptive Data Communication Interface: A User-Centric Visual Data Interpretation Framework. In: The 9th IEEE International Conference on Big Data Science and Engineering (IEEE BigDataSE-15), pp. tbc, 2015. (Type: Inproceeding | Links | BibTeX)
McCulloch, Josie; Wagner, Christian; Bachour, Khaled; Rodden, Tom (2015): "Give me what I want'' - Enabling Complex Queries on Rich Multi-Attribute Data. In: International Conference on Fuzzy Systems 2015 (Fuzz-IEEE 2015), pp. TBC, 2015. (Type: Inproceeding | Links | BibTeX)
Jabran Hussain Aladi Christian Wagner, Jonathan Garibaldi; Pourabdollah, Amir (2015): On Transitioning From Type-1 to Interval Type-2 Fuzzy Logic Systems. In: International Conference on Fuzzy Systems 2015 (Fuzz-IEEE 2015), pp. TBC, 2015. (Type: Inproceeding | Links | BibTeX)
Amir Pourabdollah, ChristianWagner; Aladi, Jabran (2015): Changes under the Hood - a New Type of Non-Singleton Fuzzy Logic System. In: International Conference on Fuzzy Systems 2015 (Fuzz-IEEE 2015), pp. TBC, 2015. (Type: Inproceeding | Links | BibTeX)
Pourabdollah, Amir; Wagner, Christian; Smith, Michael; Wallace, Ken (2015): Real-world utility of non-singleton fuzzy logic systems: A case of environmental management. In: 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), pp. 1-8, IEEE, 2015. (Type: Inproceeding | Abstract | Links | BibTeX)
Vu, Tuong Manh; Siebers, Peer-Olaf; Wagner, Christian (2014): The Potential of Object-Oriented Analysis and Design for Agent-based Computational Economics. In: ESM'2014, The 2014 European Simulation and Modelling Conference, pp. 143 - 149, 2014. (Type: Inproceeding | Links | BibTeX)
Hassan, Diman; Aickelin, Uwe; Wagner, Christian (2014): Comparison of Distance Metrics for Hierarchical Data in Medical Databases. In: Proceedings of the 2014 World Congress on Computational Intelligence (WCCI 2014), pp. 3636-3643, 2014. (Type: Inproceeding | Links | BibTeX)
Christian Wagner Mathieu Pierfitte, Josie McCulloch (2014): JuzzyOnline: An Online Toolkit for the Design, Implementation, Execution and Sharing of Type-1 and Type-2 Fuzzy Logic Systems. In: IEEE International Conference on Fuzzy Systems 2014, 2014. (Type: Inproceeding | Links | BibTeX)
Jabran Hussain Aladi Christian Wagner, Jonathan Garibaldi (2014): Type-1 or Interval Type-2 Fuzzy Logic Systems - On the Relationship of the Amount of Uncertainty and FOU Size. In: Proceedings of the 2014 World Congress on Computational Intelligence (WCCI 2014), pp. 2360-2367, 2014. (Type: Inproceeding | Links | BibTeX)
Pourabdollah, Amir; Wagner, Christian; Miller, Simon; Smith, Michael; Wallace, Ken (2014): Towards data-driven environmental planning and policy design-leveraging fuzzy logic to operationalize a planning framework. In: 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) , pp. 2230-2237, IEEE, 2014, ISBN: 978-1-4799-2073-0. (Type: Inproceeding | Abstract | Links | BibTeX)
Themistocleous, Christos; Wagner, Christian; Smith, Andrew (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: 2014 IEEE International Symposium on Ethics in Science, Technology and Engineering, pp. 1-6, 2014. (Type: Inproceeding | Links | BibTeX)
Vu, Tuong Manh; Siebers, Peer-Olaf; Wagner, Christian (2013): Comparison of Crisp Systems and Fuzzy Systems in Agent-Based Simulation: A case study of Soccer Penalties. In: UKCI 2013, The 13th Annual Workshop on Computational Intelligence, University of Surrey, UK, pp. 54 - 61, 2013, ISBN: 978-1-4799-1566-8. (Type: Inproceeding | Links | BibTeX)
McCulloch, Josie; Wagner, Christian; Aickelin, Uwe (2013): Extending Similarity Measures of Interval Type-2 Fuzzy Sets to General Type-2 Fuzzy Sets. In: International Conference on Fuzzy Systems 2013 (Fuzz-IEEE 2013), pp. 955-962, 2013. (Type: Inproceeding | Links | BibTeX)
Havens, Timothy; Anderson, Derek; Wagner, Christian; Deilamsalehy, Hanieh; Wonnacott, Dereck (2013): Fuzzy Integrals of Crowd-Sourced Intervals Using A Measure of Generalized Accord. In: International Conference on Fuzzy Systems 2013 (Fuzz-IEEE 2013), 2013. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Anderson, Derek; Havens, Timothy (2013): Generalization of the Fuzzy Integral for Discontinuous Interval- and Non-Convex Interval Fuzzy Set-Valued Inputs. In: International Conference on Fuzzy Systems 2013 (Fuzz-IEEE 2013), 2013. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian (2013): Juzzy – A Java based Toolkit for Type-2 Fuzzy Logic. In: 2013 IEEE Symposium Series on Computational Intelligence, Singapore, 2013. (Type: Inproceeding | Links | BibTeX)
McCulloch, Josie; Wagner, Christian; Aickelin, Uwe (2013): Measuring the Directional Distance Between Fuzzy Sets. In: UKCI 2013, the 13th Annual Workshop on Computational Intelligence, Surrey University, pp. 38-45, 2013. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Miller, Simon; Garibaldi, Jonathan (2013): Similarity based Applications for Data-Driven Concept and Word Models based on Type-1 and Type-2 Fuzzy Sets. In: International Conference on Fuzzy Systems 2013 (Fuzz-IEEE 2013), 2013. (Type: Inproceeding | Links | BibTeX)
Miller, Simon; Wagner, Christian; Garibaldi, Jonathan; Appleby, Susan (2012): Constructing General Type-2 Fuzzy Sets from Interval-valued Data. In: Proceedings of the 2012 IEEE International Conference on Fuzzy Systems, Brisbane, Australia, June 2012, 2012. (Type: Inproceeding | Links | BibTeX)
Bilgin, Aysenur; Dooley, James; Whittington, Luke; Hagras, Hani; Henson, Martin; Wagner, Christian; Malibari, Areej; Al-Ghamdi, Abdullah; haddad, Mohamed Al; Ghazzawi, Danniyal Al (2012): Dynamic Profile-Selection for zSlices Based Type-2 Fuzzy Agents Controlling Multi-User Ambient Intelligent Environments. In: Proceedings of the 2012 IEEE International Conference on Fuzzy Systems, Brisbane, Australia, June 2012, 2012. (Type: Inproceeding | BibTeX)
Wagner, Christian; Anderson, Derek (2012): Extracting Meta-Measures from Data for Fuzzy Aggregation of Crowd Sourced Information. In: Proceedings of the 2012 IEEE International Conference on Fuzzy Systems, Brisbane, Australia, June 2012, 2012. (Type: Inproceeding | BibTeX)
Anderson, Derek; Havens, Tim; Wagner, Christian; Keller, James; Anderson, Melissa; Wescott, Daniel (2012): Sugeno Fuzzy Integral Generalizations for Sub-Normal Fuzzy Set-Valued Inputs. In: Proceedings of the 2012 IEEE International Conference on Fuzzy Systems, Brisbane, Australia, June 2012, 2012. (Type: Inproceeding | BibTeX)
Wagner, Christian; Miller, Simon; Garibaldi, Jonathan (2011): A Fuzzy Toolbox for the R Programming Language. In: 2011 IEEE International Conference on Fuzzy Systems, pp. 1185 - 1192, 2011. (Type: Inproceeding | Links | BibTeX)
Dent, Ian; Wagner, Christian; Aickelin, Uwe; Rodden, Tom (2011): Creating Personalised Energy Plans. From Groups to Individuals using Fuzzy C Means Clustering. In: Digital Engagement 11, Newcastle, November 2011, 2011. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2011): Employing zSlices Based General Type-2 Fuzzy Sets to Multi Level Agreement. In: IEEE Symposium Series on Computational Intelligence, Paris, France, April 2011, pp. 50 - 57, 2011. (Type: Inproceeding | BibTeX)
Dooley, James; Wagner, Christian; Hagras, Hani; Provust, Gaetan (2011): FollowMe : The Persistent GUI. In: The 6th International Symposium on Parallel Computing in Electrical Engineering, Luton, UK, April 2011, pp. 123 - 126, 2011. (Type: Inproceeding | BibTeX)
Cara, Ana Belén; Wagner, Christian; Hagras, Hani; Rojas, Ignacio; Pomares, Hector (2011): On Comparing Non-Singleton Type-1 and Singleton Type-2 Fuzzy Controllers for Nonlinear Servo Systems. In: IEEE Symposium Series on Computational Intelligence, Paris, France, April 2011, pp. 126 - 133, 2011. (Type: Inproceeding | BibTeX)
Wagner, Christian; Hagras, Hani (2010): A collection operator for type-2 fuzzy logic systems. In: Proceedings of the Workshop on Computational Intelligence 2010, Colchester, September 2010, pp. 1-6, 2010. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2010): An Approach for the Generation and Adaptation of zSlices based General Type2 Fuzzy Sets from Interval Type-2 Fuzzy Sets to Model Agreement with Application to Intelligent Environments. In: Proceedings of the International Conference on Fuzzy Systems, within the World Congress on Computational Intelligence 2010, Barcelona, Spain, July 2010, pp. 1 - 8, 2010. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2010): An Approach for the Generation and Adaptation of zSlices based General Type2 Fuzzy Sets from Interval Type-2 Fuzzy Sets to Model Agreement with Application to Intelligent Environments. In: Proceedings of the International Conference on Fuzzy Systems, within the World Congress on Computational Intelligence, Barcelona, Spain, 2010, pp. tbc, 2010. (Type: Inproceeding | BibTeX)
Wagner, Christian; Hagras, Hani (2010): Fuzzy Composite Concepts based on Human Reasoning. In: Proceedings of the 2010 IEEE International Conference on Information Reuse and Integration, Las Vegas, USA, August 2010, pp. 308-313, 2010. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2010): Uncertainty and Type-2 Fuzzy Sets & Systems. In: Proceedings of the Workshop on Computational Intelligence 2010, Colchester, UK, September 2010, pp. 1 - 5, 2010. (Type: Inproceeding | Links | BibTeX)
Heinroth, Tobias; Kameas, Achilles; Wagner, Christian; Bellik, Yacine (2009): A proposal for realizing adaptive ambient ecologies through an ontology-based multi-agent system. In: Proceedings of 2009 IEEE Symposium on Intelligent Agents, Nashville, USA, April 2009, pp. 47-54, 2009. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2009): Novel Methods for the Design of General Type-2 Fuzzy Sets based on Device Characteristics and Linguistic Labels Surveys. In: Proceedings of the 2009 IFSA World Congress, EUSFLAT World Conference, Lisbon, Portugal, July 2009, pp. 537-543, 2009. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2009): zSlices based General Type-2 FLC for the Control of Autonomous Mobile Robots in Real World Environments. In: Proceedings of the 2009 IEEE International Conference on Fuzzy Systems, Jeju Island, Korea, August 2009, pp. 718-725, 2009. (Type: Inproceeding | Links | BibTeX)
Wagner, Christian; Hagras, Hani (2008): Employing Interpolation to Enable Higher Order Fuzzy Logic Controllers on Resource Constrained Embedded Devices. In: The UK Workshop on Computational Intelligence, Leicester, UK, September 2008, 2008. (Type: Inproceeding | Links | BibTeX)
Jammeh, Emmanuel; Fleury, Martin; Wagner, Christian; Hagras, Hani; Ghanbari, Mohammed (2008): Interval Type-2 Fuzzy Logic Congestion Control of Video Streaming. In: Proceedings of the IET International Conference on Intelligent Environments, pp. 1-8, Seattle, USA, July 2008, pp. 1 - 8, 2008. (Type: Inproceeding | Links | BibTeX)
56 entries « 1 of 2 »

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