Prof Jon Garibaldi

 

 Jon Garibaldi
role Role: Professor
qualifications Qualifications: BSc (Bristol), MSc (Plymouth), PhD (Plymouth)
office Office: B31
telephone Telephone: +44 (0) 115 95 14216
email Email: This e-mail address is being protected from spambots. You need JavaScript enabled to view it
homepage Homepage: http://www.cs.nott.ac.uk/~jmg

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Research

Professor Garibaldi's main research interest is in the development of artificial intelligence techniques for biomedical decision support and in the modelling of human decision making, primarily in the context of medical applications. His work to date has concentrated on utilising fuzzy logic to model the imprecision and uncertainty inherent in medical knowledge representation and decision making. This has been applied in areas such as the assessment of immediate neonatal outcome, the detection of pre-cancerous changes in cells through analysis of FTIR spectra, and the assessment of complex multi-modal datasets in, for example, breast cancer prognosis and early detection of Alzheimer's disease.

A particular interest is in the transfer of medical intelligent systems into clinical use and this has led to the study of methods of evaluating intelligent systems and mechanisms for their implementation. Prof Garibaldi also has an interest in generic machine learning topics of data clustering and classification, particularly when dealing with uncertain and complex data. He has a specific technical interest in non-stationary and other non-standard (such as type-2) fuzzy sets, for the purposes of modelling variability in human decision making.

Jon Garibaldi and IMA recently organised the 2012 EURO Mini Workshop in Computational Biology, Bioinformatics and Medicine.

Teaching & Supervision

I am currently Director of Teaching

Undergraduate Teaching (2012/2013)

Postgraduate Teaching (Current)

Postgraduate Teaching (Past)

Hishammuddin bin Asmuni; Joseph Baxter; Phil Birkin; Linda Fiaschi; Salang Musikasuwan; Cyril Schoreels; Daniele Soria; Xiao Ying Wang; Enrico Glaab, Sven Groenemeyer, Pooja Jain, Robert Oates, Pawel Widera

 

Current Projects

  • FISH: Fast Semantic Nearest Neighbour Search, EPSRC (DaISy), £95,625
  • Centre for Plant Integrative Biology (CPIB), BBSRC / EPSRC, BB/D019613/1, £9,177,261
  • Next Generation Decision Support: Automating the Heuristic Design Process, EPSRC, EP/D061571/1, £2,663,528

Previous Projects

  • Nottingham Prognostic Index Plus (NPI+) Developmental Pathway, MRC DPFS, £617,016
  • Nottingham Prognostic Index Plus (NPI+) Collaboration Fund, EMDA iNet, £100,429
  • Personalised Alpine Sports Enhancer, EPSRC (Bridging the Gaps), £12,250 (PI)
  • Towards a Framework for Modelling Variation in Automated Decision Support, EPSRC, EP/C542207/1, £143,282 (PI)
  • Hyper-heuristics for Scheduling, Rostering and Routing: An International Collaboration, EPSRC, EP/D027039/1, £31,828 (PI)
  • Novel Approaches to Radiotherapy Planning and Scheduling in the NHS, EPSRC, EP/C549511/1, £268,315
  • BIOPTRAIN: Marie Curie Early Stage Training Network in Bioinformatic Optimisation, EU FP6, MEST-CT-2004-007597, €2M (Approx. €800,000 to Nottingham) (PI)
  • Models and Algorithms for Complex Scheduling Problems: A Visiting Fellowship, EPSRC, GR/T23374/01, £21,240
  • PLATFORM: Towards More General Optimisation/Search Systems, EPSRC, GR/S70197/01, £422,908
  • Service Level Agreement Based Scheduling Heuristics, EPSRC, GR/S67661/01, £141,492 (PI)
  • Collaborative Decision Making in Uncertain Environments, Smith Institute, CASE 04303843, £66,275 (PI)
  • BIOPATTERN: eHealth Network of Excellence, EU FP6, IST-2004-508803, €6.4M (Approx. €360,000 to Nottingham) (PI)
  • Automated Grid-Aware, three-tier, Protocol for Protein Structure Comparison, BBSRC, BB/C511764/1, £66,314
  • An Investigation into Non-Deterministic Fuzzy Reasoning, EPSRC, GR/R55085/02, £62,312 (PI)
  • EUNITE: Network of Excellence - IST-2000-29207, EU FP5 IST (FET)

Esteem

  • Journal Editorships
    • Associate Editor of IEEE Transactions on Fuzzy Systems
    • Associate Editor of the International Journal of Computational Bioscience (IJCB), ACTA Press
    • Member of the Editorial Board of BMC Source Code for Biology and Medicine
  • International Keynotes, Plenaries and Invited Contributions
    • July 2011 Invited Member of Panel Session entitled “Computing With Words”, at the IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2011, Taipei, Taiwan
    • April 2011 Invited Chair of Panel Session entitled “Type-2 Challenges”, at the IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems - part of the 2011 IEEE Symposium Series on Computational Intelligence (SSCI 2011), Paris, France
    • December 2010 Invited Tutorial on “Type-2 and Non Stationary Type-1 Fuzzy Logic Systems”, at the 10th International Conference on Intelligent Systems Design and Applications (ISDA ’10), Cairo, Egypt
    • September 2010 Invited Keynote speaker at the 11th International Conference on Parallel Problem Solving from Nature (PPSN XI) Krakow, Poland
    • September 2010 Invited Keynote speaker at the 3rd Developments in eSystems Engineering (DeSE) Conference London, UK. “Fuzzy Reasoning in Clinical Decision Support”
    • September 2010 Invited Tutorial on “Fuzzy Ensemble Reasoning” at the CIHC Workshop, Eindhoven, Holland
    • June 2010 Invited Participant at the “Type-2 Fuzzy Logic: State of the Art and Future Directions”, London, UK
    • June 2010 Invited Keynote speaker at the 24th European Conference on Modelling and Simulation, Kuala Lumpur, Malaysia. “Consensus Clustering and Fuzzy Classification for Breast Cancer”
    • April 2007 Invited seminar at Poznan University of Technology, Poznan, Poland. “Non-Stationary Fuzzy Sets”
    • September 2004 Invited plenary keynote at the 1st Computational Intelligence in Bioinformatics and Biology Conference, Perugia, Italy. “Bioinformatic Optimisation”
  • National Keynote and Plenary Speeches
    • November 2010 Invited seminar at Aberystwyth University “Fuzzy Medical Decision Support”
    • May 2008 Invited seminar at De Montfort Unverisity “Fuzzy Methods for Modelling Variation in Human Decision Making”
    • October 2006 Invited seminar at Essex University “Towards Modelling Variation in Human Decision Making”
  • Honours and Distinctions
      • Visiting Professor in the Engineering and Technology Group at the Katholieke Universiteit Leuven, Belgium, working in collaboration with Prof. Patrick De Causaemacker

     

    • GOLD award at 2010 Human-Competitive awards, No. 8: GECCO 2010
    • Best Paper in the Control Systems, Technologies and Applications Session at the World Multiconference on Systemics, Cybernetics and Informatics (2009)
    • Competition Winner at CEC 2008
    • Competition Winner at FUZZ-IEEE 2007

       

    • Deputy Leader of the Intelligent Modelling & Analysis Research Group
    • General Vice Chair and Chair Elect of the EURO Working Group on Computational Bioinformatics, Biology and Medicine
    • Member of the management board of the Centre for Plant Integrative Biology - CPIB
    • Member of the EPSRC College (2002-Present)
  • Network and Conference Organisation
    • General Chair of the 9th UK Computational Intelligence Workshop (UKCI 2009)
    • Publicity Chair of the 2007 IEEE International Conference of Fuzzy Systems (FUZZ-IEEE 2007)
    • Member of the Steering Committee of the Computational Intelligence Methods for Bioinformatics and Biostatistics Conferences
    • Co-organiser of the Computational Bioinformatics, Biology and Medicine (CBBM) Stream at EURO XXI, XXII, XXIII
  • International Programme Committee Memberships
    • Over eighty, including FUZZ-IEEE, EURO, PPSN, CIBB, ICFC, CIG, CBB, CIRAS, CIS, CSB, UKCI, CIMED, MEDSIP, RASC

My Citations

Google Scholar

Journal Papers
Author(s) Title Publisher Page Year
Alaa T. Alshareeda, Daniele Soria, Jonathan M. Garibaldi, Emad Rakha, Christopher Nolan, Ian O. Ellis, Andrew R. Green Characteristics of basal cytokeratin expression in breast cancer Breast Cancer Research and Treatment 139 23-37 2013
Binafsha M Syed, Andrew R Green, E C Paish, Daniele Soria, Jonathan M Garibaldi, Linda Morgan, D A L Morgan, Ian O Ellis, Kwok L Cheung Biology of primary breast cancer in older women treated by surgery: with correlation with long-term clinical outcome and comparison with their younger counterparts British Journal of Cancer 108 1042-1051 2013
Daniele Soria, Jonathan M. Garibaldi, Andrew R. Green, Desmond G. Powe, Christopher C Nolan, Christophe Lemetre, Graham R. Ball, Ian O. Ellis A quantifier-based fuzzy classification system for breast cancer patients Artificial Intelligence in Medicine tbc tbc 2013
Simon Miller, Susan Appleby, Jonathan M. Garibaldi, Uwe Aickelin Towards a More Systematic Approach to Secure Systems Design and Analysis International Journal of Secure Software Engineering 4(1) 11-30 2013
Binafsha M. Syed, Andrew R. Green, Daniele Soria, E.C. Paish, Jonathan M. Garibaldi, D.A.L. Morgan, Ian O. Ellis, Kwok L. Cheung Novel biological features of early operable primary breast cancer in older women — Based on molecular characterisation using partitional clustering Journal of Geriatric Oncology 3 Supplement 1 S36-S37 2012
Jianyong Sun and Jonathan M. Garibaldi A Comparative Study of Novel Robust Clustering Algorithms Intelligent Data Analysis 16(6) 969-992 2012
Jianyong Sun and Jonathan M. Garibaldi and Natalio Krosnogor and Qingfu Zhang An Intelligent Multi-Restart Memetic Algorithm for Unconstrained Global Optimization Evolutionary Computation Journal tbc tbc 2012
JM Garibaldi, SM Zhou, XY Wang, RI John, IO Ellis Incorporation of expert variability into breast cancer treatment recommendation in designing clinical protocol guided fuzzy rule system models Journal of Biomedical Informatics 45(3) 447–459 2012
Mohamed Mysara, Mahmoud Elhefnawi, Jonathan M. Garibaldi MysiRNA: Improving siRNA efficacy prediction using a machine-learning model combining multi-tools and whole stacking energy Journal of Biomedical Informatics 45(3) 528–534 2012
Simon Miller, Mario Gongora, Jon Garibaldi, Robert John Interval Type-2 Fuzzy Modelling and Stochastic Search for Real-World Inventory Management Soft Computing 16(8) 1447-1459 2012
Daniele Soria, Jonathan M. Garibaldi, Federico Ambrogi, Elia Biganzoli, Ian O. Ellis A ‘Non-Parametric’ Version of the Naive Bayes Classifier Knowledge-Based Systems 24 775-784 2011
Elia Biganzoli, Danila Coradini, Federico Ambrogi, Jonathan M. Garibaldi, Paulo Lisboa, Daniele Soria, Andrew R. Green, Massimo Pedriali, Mauro Piantelli, Patrizia Querzoli, Romano Demicheli, Patrizia Boracchi p53 Status Identifies Two Subgroups of Triple-negative Breast Cancers with Distinct Biological Features Japanese Journal of Clinical Oncology 41 (2) 172-179 2011
Jianyong Sun and Jonathan M. Garibaldi and Charlie Hodgman Parameter Estimation Using Meta-Heuristics in Systems Biology: A Comprehensive Review IEEE Transactions on Computational Biology and Bioinformatics tbc tbc 2011
Jonathan M Garibaldi, Sergio Guadarrama Constrained Type-2 Fuzzy Sets Proceedings of the IEEE Symposium Series on Computational Intelligence: Advances in Type-2 Fuzzy Logic Systems, Paris, France; 2011 2011
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi Real-world Transfer of Evolved Artificial Immune System Behaviours between Small and Large Scale Robotic Platforms Evolutionary Intelligence 3 (3) 123-136 2010
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi Two-Timescale Learning Using Idiotypic Behaviour Mediation For A Navigating Mobile Robot Journal of Applied Soft Computing 10 (3) 876-887 2010
Daniele Soria, Jonathan M. Garibaldi, Federico Ambrogi, Andrew R. Green, Des Powe, Emad Rakha, R. Douglas Macmillan, Roger W. Blamey, Graham Ball, Paulo J.G. Lisboa, Terence A. Etchells, Patrizia Boracchi, Elia Biganzoli, Ian O. Ellis A Methodology to Identify Consensus Classes from Clustering Algorithms Applied to Immunohistochemical Data from Breast Cancer Patients Computers in Biology and Medicine 40 318-330 2010
Enrico Glaab, Jonathan M. Garibaldi, Natalio Krasnogor ArrayMining: A Modular Web-Application for Microarray Analysis Combining Ensemble and Consensus Methods with Cross-Study Normalization BMC Bioinformatics 10 (358) 2010
Ian H. Jarman, Terence A. Etchells, Davide Bacciu, Jonathan M. Garibaldi, Ian O. Ellis, Paulo J. G. Lisboa Clustering of Protein Expression Data: A Benchmark of Statistical and Neural Approaches Soft Computing 15 (8) 1459-1469 2010
Jianyong Sun and Ata Kaban and Jonathan M. Garibaldi Robust Mixture Modeling using Pearson Type VII Distribution Pattern Recognition Letters 31 2447-2454 2010
Pawel Widera, Jonathan M. Garibaldi, Natalio Krasnogor GP Challenge: Evolving The Energy Function For Protein Structure Prediction Genetic Programming and Evolvable Machines 11 (1) 61-88 2010
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi On Aggregating Uncertain Information by Type-2 OWA Operators for Soft Decision Making International Journal of Intelligent Systems 25 (6) 540–558 2010
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi The Use of Probabilistic Systems to Mimic the Behaviour of Idiotypic AIS Robot Controllers Journal of Systemics, Cybernetics and Informatics 7 (6) 72-79 2009
Daniele Soria, Jonathan M. Garibaldi, Federico Ambrogi, Patrizia Boracchi, Elena Raimondi, Elia Biganzoli Cancer profiles by affinity propagation International Journal of Knowledge Engineering and Soft Data Paradigms (IJKESDP) 1 195-215 2009
Hishammudin Asmuni, Edmund K. Burke, Jonathan M. Garibaldi, Barry McCollum, Andrew J. Parkes An Investigation of Fuzzy Multiple Heuristic Orderings in the Construction of University Examination Timetables Computers and Operations Research 36 (4) 981-1001 2009
Joseph L. Baxter, Edmund K. Burke, Jonathan M. Garibaldi, Shared Potential Fields and their place in a Multi-robot Co-ordination Taxonomy Robotics and Autonomous Systems 57 (10) 1048-1055 2009
Lin Li, Jonathan M. Garibaldi, Natalio Krasnogor Automated Self-assembly Programming Paradigm: The Impact of Network Topology International Journal of Intelligent Systems 24 (7) 793-817 2009
Pooja Jaina, Jonathan M. Garibaldib, Jonathan D. Hirst Supervised machine learning algorithms for protein structure classification Computational Biology and Chemistry 33 (3) 216-223 2009
Shang-Ming Zhou, Jonathan M. Garibaldi, Robert I. John, Francisco Chiclana On Constructing Parsimonious Type-2 Fuzzy Logic Systems via Influential Rule Selection IEEE Transactions on Fuzzy Systems 17 (3) 654-667 2009
Somaia E. Elsheikh, Andrew R. Green, Emad A. Rakha, Des G. Powe, Rabab A. Ahmed, Hilary M. Collins, Daniele Soria, Jonathan M. Garibaldi, Claire E. Paish, Amr A. Ammar, Matthew J. Grainge, Graham R. Ball, Magdy K. Abdelghany, Luisa Martinez-Pomares, David M. Heery, Ian O. Ellis Global Histone Modifications in Breast Cancer Correlate with Tumor Phenotypes, Prognostic Factors, and Patient Outcome Cancer Research 69 (9) 3802-3809 2009
Andrew R. Green, Jonathan M. Garibaldi, Daniele Soria, Federico Ambrogi, Desmond G. Powe, Graham Ball, Paulo Lisboa, Patrizia Boracchi, Elia Biganzoli, Ian Ellis Identification of Key Breast Cancer Phenotypes European Journal of Cancer Supplements 6 (7) 183 2008
Andrew R. Green, Jonathan M. Garibaldi, Daniele Soria, Federico Ambrogi, Desmond G. Powe, Graham Ball, Paulo Lisboa, Patrizia Boracchi, Elia Biganzoli, Ian Ellis Identification and Definition of Novel Clinical Phenotypes of Breast Cancer through Concensus Derived from Automated Clustering Methods Breast Cancer Research 10 S36 2008
Andrew R. Green, Jonathan M. Garibaldi, Daniele Soria, Federico Ambrogi, Desmond G. Powe, Graham Ball, Paulo Lisboa, Patrizia Boracchi, Elia Biganzoli, Ian Ellis Identification of Novel Clinical Phenotypes of Breast Cancer by Immunohistochemical Analysis Modern Pathology 21 34a 2008
Jonathan M. Garibaldi, Marcin Jaroszewski, Salang Musikasuwan Nonstationary Fuzzy Sets IEEE Transactions on Fuzzy Systems 16 (4) 1072-1086 2008
Julian Togelius, Simon Lucas, Ho Duc Thang, Jonathan M. Garibaldi, Tomoharu Nakashima, Chin Hiong Tan, Itamar Elhanany, Shay Berant, Philip Hingston, Robert M. MacCallum, Thomas Haferlach, Aravind Gowrisankar, Pete Burrow The 2007 IEEE CEC Simulated Car Racing Competition Genetic Programming and Evolvable Machines 9(4) 295-329 2008
Mark Oakley, Daniel Barthel, Yuri Bykov, Jonathan M. Garibaldi, Edmund Burke, Natalio Krasnogor, Jonathan Hirst Search strategies in structural bioinformatics Current Protein and Peptide Science, Bentham Science Publishers 9 260-274 2008
Robert I. John, Shang-Ming Zhou, Jonathan M. Garibaldi, Francisco Chiclana Automated Group Decision Making Support Systems Under Uncertainty: Trends and Future Research International Journal of Computational Intelligence Research 4 (4) 357-371 2008
Robert Oates, Graham Kendall, Jonathan M. Garibaldi Frequency Analysis for Dendritic Cell Population Tuning Evolutionary Intelligence 1 145-157 2008
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi Type-1 OWA Operators for Aggregating Uncertain Information with UncertainWeights Induced by Type-2 Linguistic Quantifiers Fuzzy Sets and Systems 159 (24) 3281-3296 2008
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi Idiotypic Immune Networks in Mobile Robot Control IEEE Transactions on Systems, Man and Cybernetics, Part B 37 (6) 1581-1598 2007
Andrew R. Green, Jonathan M. Garibaldi, Daniele Soria, Federico Ambrogi, Desmond G. Powe, Graham Ball, Paulo Lisboa, Patrizia Boracchi, Elia Biganzoli, Ian Ellis Identification of Sub-Classes of Breast Cancer Through Consensus Derived From Automated Clustering Methods EJC Supplements 5 (3) 59-59 2007
Jonathan M. Garibaldi, Turhan Ozen Uncertain Fuzzy Reasoning: A Case Study in Modelling Expert Decision Making IEEE Transactions on Fuzzy Systems 15 16-30 2007
Xiao-Ying Wang, Jonathan M. Garibaldi, Benjamin Bird, Mike George A Novel Fuzzy Clustering Algorithm for the Analysis of Axillary LymphNode Applied Intelligence 27 237-248 2007
Mark Oakley, Jonathan M. Garibaldi, Jonathan Hirst Lattice Models of Peptide Aggregation: Evaluation of Conformational Search Algorithms Journal of Computational Chemistry 26 1638-1646 2005
Peter R. Innocent, Robert Ivor John, Jonathan M. Garibaldi Fuzzy Methods for Medical Diagnosis Applied Artificial Intelligence 19 (1) 69-98 2005
Xiao-Ying Wang, Jonathan M. Garibaldi, Benjamin Bird, Mike George Simulated Annealing Fuzzy Clustering in Cancer Diagnosis Informatica 29 61-70 2005
Heiko Hirschmuller, Peter R. Innocent, Jonathan M. Garibaldi Real-Time Correlation-Based Stereo Vision with Reduced Border Errors International Journal of Computer Vision 47 229-246 2002
Peter R. Innocent, Robert I. John, Jonathan M. Garibaldi The Fuzzy Medical Group in the Centre for Computational Intelligence Artificial Intelligence in Medicine 21 163-70 2001
Julian Tilbury, Peter Van-Eetvelt, Jonathan M. Garibaldi, John Curnow, Emmanuel C. Ifeachor Reciever Operator Characteristic Analysis for Intelligent Medical Systems - A New Approach for Finding Confidence Intervals IEEE Transactions on Biomedical Engineering 47 952-963 2000
Jonathan M. Garibaldi, Emmanuel C. Ifeachor Application of Simulated Annealing Fuzzy Model Tuning to Umbilical Cord Acid-Base Interpretation IEEE Transactions on Fuzzy Systems 7 72-84 1999
Jonathan M. Garibaldi, Jennifer A. Westgate, Emmanuel C. Ifeachor The Evaluation of an Expert System for the Analysis of Umbilical Cord Blood Artificial Intelligence in Medicine 17 109-130 1999
Jonathan M. Garibaldi, Jennifer A. Westgate, Emmanuel C. Ifeachor, Keith R. Greene The Development and Implementation of an Expert System for the Analysis of Umbilical Cord Blood Artificial Intelligence in Medicine 10 129-144 1997
Maureen Harris, Sarah Beckley, Jonathan M. Garibaldi, Robert Keith, Keith Greene Umbilical Cord Blood Gas Analysis at the Time of Delivery Midwifery 12 146-150 1996
Robert Keith, Sarah Beckley, Jonathan M. Garibaldi, Jennifer Westgate, Emmanuel Ifeachor, Keith Greene Multicentre Validation of an Intelligent System for Managing Labour Expert Systems with Applications 11 537-541 1996
Robert Keith, Sarah Beckley, Jonathan M. Garibaldi, Jenny Westgate, Emmanuel Ifeachor, Keith Greene A Multicentre Comparative Study of 17 Experts and an Intelligent Computer System for Managing Labour using the Cardiotocogram British Journal of Obstetrics and Gynaecology 102 688-700 1995
Jennifer Westgate, Jonathan M. Garibaldi, Keith Greene Umbilical Cord Blood Gas Analysis at Delivery: A Time for Quality Data British Journal of Obstetrics and Gynaecology 101 1054-1063 1994

Conference Papers
Author(s) Title Publisher Page Year
Daphne Teck Ching Lai, Jonathan M. Garibaldi Improving Semi-supervised Fuzzy C-Means Classification of Breast Cancer Data Using Feature Selection IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Hyderabad, India, July 2013 2013
Hala Helmi, Jonathan M. Garibaldi Improving SVM and TSVM with Multiclass Accordance Sampling for Breast Cancer 14th International Conference on Bioinformatics and Computational Biology - BIOCOMP 2013, Las Vegas, USA,July 2013 2013
Simon Miller, Jonathan M. Garibaldi Evolving OWA Operators for Cyber Security Decision Making Problems 2013 IEEE Symposium on Computational Intelligence in Cyber Security (CICS) 15-22 2013
Alexandros Ladas, Uwe Aickelin, Jon Garibaldi, Eamonn Ferguson Using Clustering to extract Personality Information from socio economic data UKCI 2012, the 12th Annual Workshop on Computational Intelligence, Heriot-Watt University 2012
Daphne Teck Ching Lai and Jonathan M. Garibaldi An investigation on scaling parameter and distance metrics in semi-supervised Fuzzy c-means 12th Annual Workshop on Computational Intelligence (UKCI), Heriot-Watt University, Edinburgh 2012
Daphne Teck Ching Lai, Jonathan M. Garibaldi Breast Cancer Data Classification using Semi-supervised Fuzzy c-means Advances in Medical Signal and Information Processing (MEDSIP), Liverpool, UK, July 2012 - 2012
Daphne Teck Ching Lai, Jonathan M. Garibaldi Investigating Distance Metrics in Semi-supervised Fuzzy c-means for Breast Cancer Classification Computational Intelligence Methods for Bioinformatics and Biostatistics (CIBB), Houston, USA, July 2012 - (LNCS Vol 7845, 2013) 147-157 2012
Hala Helmi, Daphne Teck Ching Lai, Jonathan M. Garibaldi Semi-Supervised Techniques in Breast Cancer Classification: A Comparison between Transductive SVM and Semi-Supervised FCM 12th Annual Workshop on Computational Intelligence (UKCI), Heriot-Watt University, Edinburgh tba 2012
Hala Helmi, Jonathan M. Garibaldi Improving SVM with Accordance Sampling in Breast Cancer Classification International Conference on Bioinformatics and Computational Biology - BIOCOMP BG 2012, Varna, Bulgaria 2012
Hazlina Hamdan, Jonathan M. Garibaldi A Framework for Automatic Modelling of Survival using Fuzzy Inference Proceedings of the 2012 IEEE International Conference on Fuzzy Systems, Brisbane, Australia, June 2012 2012
Jenna Reps, Jonathan M. Garibaldi, Uwe Aickelin, Daniele Soria, Jack E. Gibson, Richard B. Hubbard Comparing Data-mining Algorithms Developed for Longitudinal Observational Databases UKCI 2012, the 12th Annual Workshop on Computational Intelligence, Heriot-Watt University 1-8 2012
Jenna Reps, Jonathan M. Garibaldi, Uwe Aickelin, Daniele Soria, Jack E. Gibson, Richard B. Hubbard Discovering Sequential Patterns in a UK General Practice Database 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics 960-963 2012
Naisan Benatar, Uwe Aickelin, Jonathan M. Garibaldi An investigation into the relationship between type-2 FOU size and environmental uncertainty in robotic control 2012 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) 1-8 2012
Noor Azizah KS Mohamadali and Jonathan M. Garibaldi INCLUDING EXPLICITLY THE QUESTION OF ‘WHICH’ IN EVALUATION STUDIES Proceding of the 2012 International Conference on Health Informatics, Vilamoura, Algarve, Portugal, February 2012 341-344 2012
Noor Azizah KS Mohamadali, Jonathan M. Garibaldi Understanding and Addressing the Fit Between User, Technology and Organization in Evaluating User Acceptance of Healthcare Technology Proceedings of the 2012 International Conference on Health Informatics, Vilamoura, Algarva, Portugal, February 2012 119-124 2012
Simon Miller, Christian Wagner, Jonathan Garibaldi Constructing General Type-2 Fuzzy Sets from Interval-valued Data Proceedings of the 2012 IEEE International Conference on Fuzzy Systems, Brisbane, Australia, June 2012 2012
Binafsha M. Syed, Andrew R. Green, Daniele Soria, Emma C. Paish, Jonathan M. Garibaldi, David A. L. Morgan, Ian O. Ellis, Kwok L. Cheung Molecular characterization of primary breast cancer in older women using partitional clustering and correlation with long-term clinical outcome J Clin Oncol 2011, ASCO Annual Meeting Proceedings I 29 15S:10549 2011
Christian Wagner, Simon Miller, Jonathan M. Garibaldi A Fuzzy Toolbox for the R Programming Language 2011 IEEE International Conference on Fuzzy Systems 1185 - 1192 2011
Daphne Teck Ching Lai, Jonathan M. Garibaldi A Comparison of Distance-based Semi-Supervised Fuzzy c-Means Clustering Algorithms IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Taipei, Taiwan, June 2011 1580 - 1586 2011
Hala Helmi, Jon M. Garibaldi and Uwe Aickelin Examining the Classification Accuracy of TSVMs with Feature Selection in Comparison with the GLAD Algorithm UKCI 2011, the 11th Annual Workshop on Computational Intelligence, Manchester 7-12 2011
Jenna Reps, Jan Feyereisl, Jonathan M. Garibaldi, Uwe Aickelin, Jack E. Gibson, Richard B. Hubbard Investigating the Detection of Adverse Drug Events in a UK General Practice Electronic Health-Care Database UKCI 2011, the 11th Annual Workshop on Computational Intelligence, Manchester 167-173 2011
Naisan Benatar, Uwe Aickelin, Jonathan M. Garibaldi A Comparison of Non-stationary, Type-2 and Dual Surface Fuzzy Control 2011 IEEE International Conference on Fuzzy Systems 1193 - 1200 2011
Noor Azizah KS Mohamadali, Jonathan M. Garibaldi Modelling Students’ Perception on Factors Influence Acceptance of Research Related Software using Multi-criteria Decision Analysis (MCDA) Methods 11th UK Workshop on Computational Intelligence, Manchester 2011
Noor Azizah KS Mohamadali, Jonathan M. Garibaldi Comparing User Acceptance Factors between Research Software and Medical Software using AHP and Fuzzy AHP 11th UK Workshop on Computational Intelligence, Manchester 138-143 2011
Shabbar Naqvi and Jonathan M. Garibaldi The Complexities Involved in the Analysis of Fourier Transform Infrared Spectroscopy of Breast Cancer Data with Clustering Algorithms 3rd Computer Science and Electronic Engineering Conference (CEEC 2011) 80 - 85 2011
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi The Transfer of Evolved Artificial Immune System Behaviours between Small and Large Scale Robotic Platforms Proceedings of the 9th International Conference on Artificial Evolution (EA 09), LNCS 5975, Strasbourg, France 122-133 2010
Daniele Soria, Jonathan M. Garibaldi A Novel Framework to Elucidate Core Classes in a Dataset Proceedings of 2010 IEEE World Congress on Computational Intelligence (WCCI 2010), Spain 533-540 2010
Hazlina Hamdan, Jonathan M. Garibaldi An Investigation of The Effect of Input Representation in ANFIS Modelling of Breast Cancer Survival Proceedings of the International Conference on Fuzzy Computation (ICFC 2010) 99-104 2010
Hazlina Hamdan, Jonathan M. Garibaldi Adaptive Neuro-Fuzzy Inference System (ANFIS) in Modelling Breast Cancer Survival Proceedings of the 2010 IEEE International Conference on Fuzzy System (FUZZ-IEEE) 573-580 2010
Jianyong Sun, Ata Kaban, Jonathan M. Garibaldi Robust Mixture Modelling using the Pearson Type VII Distribution The 2010 IEEE Intenational Joint Conference on Neural Network 2010
Jianyong Sun, Jonathan M. Garibaldi A Novel Memetic Algorithm for Constrained Optimization Proceedings of the 2010 IEEE Congress on Evolutionary Computation tbc 2010
Jonathan M. Garibaldi, Daniele Soria, Khairul A. Rasmani Consensus Clustering and Fuzzy Classification for Breast Cancer Prognosis The 24th European Conference on Modelling and Simulation, June 1st - 4th, 2010 - Kuala Lumpur, Malaysia 2010
Noor Azizah KS Mohamadali, Jonathan M. Garibaldi A Novel Evaluation Model of User Acceptance of Software Technology in Healthcare Sector Proceeding of the 3rd International Joint Conference on Biomedical Engineering Systems and Technologies, Valencia,Spain 392-397 2010
Amanda Whitbrook, Uwe Aickelin, Jonathan Garibaldi Mimicking the Behaviour of Idiotypic AIS Robot Controllers Using Probabilistic Systems Proceedings of the 13th World Multi-Conference on Systemics, Cybernetics and Informatics: WMSCI 2009, Orlando, Florida, USA 272-278 2009
Daniele Soria, Federico Ambrogi, Patrizia Boracchi, Jonathan M. Garibaldi, Elia Biganzoli Application of Affinity Propagation on a large breast cancer data set Proceedings of Conference on Statistical Methods for the analysis of large data-sets, SIS2009, Pescara, Italy 531-534 2009
Hazlina Hamdan, Jonathan M.Garibaldi Modelling Survival Prediction in Medical Data The 9th Annual Workshop on Computational Intelligence (UKCI 2009), Nottingham, UK 2009
Jonathan Garibaldi, Xiao-Ying Wang Fuzzy systems in breast cancer treatment decision making The 23rd European Conference on Operational Research, Bonn, Germany 2009
Jonathan M. Garibaldi Fuzzy Techniques for Modelling Uncertainty in Medical Data and Knowledge Proceedings of Conference of the Italian Statistical Society 63-66 2009
Khairul A. Rasmani, Jonathan M. Garibaldi, Qiang Shen, Ian O. Ellis Linguistic Rulesets Extracted from a Quantifier-based Fuzzy Classification System Proceedings of IEEE International Conference on Fuzzy Systems, Jeju Island, Korea 1204-1209 2009
Linda Fiaschi, Jonathan M. Garibaldi, Natalio Krasnogor A Framework for the Application of Decision Tree to the Analysis of SNPs Data Proceedings of IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, Nashville, TN, USA 106-113 2009
Noor Azizah KS Mohamadali, Jonathan M. Garibaldi A Review of Selected Multi-Criteria Decision Analysis Techniques and Applications The 9th Annual Workshop on Computational Intelligence (UKCI 2009), Nottingham, UK 2009
Noor Azizah KS Mohamadali, Jonathan M. Garibaldi Towards the Development of Novel Evaluation Framework for Information Systems in Healthcare Sector The 2nd International Conference on Health Informatics (HealthInf 2009), Porto, Portugal 2009
Phil Birkin, Jonathan M. Garibaldi A Comparison of Type-1 and Type-2 Fuzzy Controllers in a Micro-Robot Context Proceedings of IEEE International Conference on Fuzzy Systems, Jeju Island, Korea 1857-1862 2009
Pragnesh A. Gajjar, Jonathan M. Garibaldi An Investigation in to the Distribution of Membership Grades for Non-Stationary Fuzzy Sets Proceedings of International Conference on Fuzzy Computation, Valencia, Spain 79-84 2009
Shabbar Naqvi, Jonathan M. Garibaldi An Investigation into the use of Fuzzy C-Means Clustering of Fourier Transform Infrared Microscopic Data for the Automation of Breast Cancer Grading The 9th Annual Workshop on Computational Intelligence (UKCI 2009), Nottingham, UK 2009
Shang-Ming Zhou, Jonathan M. Garibaldi, Francisco Chiclana, Robert I. John Type-1 OWA Operators Base Non-Stationary Fuzzy Decision Support Systems for Breast Cancer Treatment Proceedings of IEEE International Conference on Fuzzy Systems, Jeju Island, Korea 175-180 2009
Thomas Stibor, Robert Oates, Graham Kendall, Jonathan M. Garibaldi Geometrical insights into the dendritic cell algorithm Genetic and Evolutionary Computation Conference, GECCO 2009, Proceedings, Montreal, Quebec, Canada, July 8-12, 2009 1275-1282 2009
Xiao-Ying Wang, Jonathan M. Garibaldi, Shang-Ming Zhou, Robert I. John Methods of Interpretation of a Non-Stationary Fuzzy System for the Treatment of Breast Cancer Proceedings of IEEE International Conference on Fuzzy Systems, Jeju Island, Korea 1187-1192 2009
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi Genetic Algorithm Seeding of Idiotypic Networks for Mobile-Robot Navigation Proceedings of the 5th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2008), Madeira, Portugal 5-13 2008
Amanda Whitbrook, Uwe Aickelin, Jonathan M. Garibaldi An Idiotypic Immune Network as a Short-Term Learning Architecture for Mobile Robots Proceedings of the 7th International Conference on Artificial Immune Systems (ICARIS 2008), LNCS 5132, Phuket, Thailand 266-278 2008
Daniele Soria, Jonathan M. Garibaldi, Elia Biganzoli, Ian O. Ellis A Comparison of Three Different Methods for Classification of Breast Cancer Data Proceedings of the 7th International Conference on Machine Learning and Applications (ICMLA08), San Diego, US 619-624 2008
Daniele Soria, Jonathan M. Garibaldi, Federico Ambrogi, Paulo J.G. Lisboa, Patrizia Boracchi, Elia Biganzoli Clustering Breast Cancer Data by Consensus of Different Validity Indices The 4th International Conference on Advances in Medical, Signal and Information Processing (MEDSIP), Santa Margherita Ligure, Italy 2008
Duc-Thang Ho, Jonathan M. Garibaldi A Novel Fuzzy Inferencing Methodology for Simulated Car Racing Proceedings of IEEE International Conference on Fuzzy Systems 1909-1916 2008
Jonathan M. Garibaldi, Marcin Jaroszewski Generalisations of the Concept of a Non-Stationary Fuzzy Set Proceedings of IEEE International Conference on Fuzzy Systems, HongKong, China 2315-2321 2008
Robert Oates, Graham Kendall, Jonathan M. Garibaldi The Limitations of Frequency Analysis for Dendritic Cell Population Modelling Proceedings of the 7th International Conference on Artificial Immune Systems, Phuket, Thailand 328-339 2008
Shang-Ming Zhou, Jonathan M. Garibaldi, Robert I. John, Francisco Chiclana A Practical Approach To Type-1 OWA Operation For Soft Decision Making 8th International FLINS conference on Computational Intelligence In Decision And Control 507-512 2008
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi On Properties of Type-1 OWA Operators in Aggregating Uncertain Information for Soft Decision Making Proceedings of 12th International Conference of Information Processing and Management of Uncertainty in Knowledge-Based Systems, Malaga, Spain 1368-1375 2008
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi Type-2 OWA Operators - Aggregating Type-2 Fuzzy Sets in Soft Decision Making Proceedings of IEEE International Conference on Fuzzy Systems, HongKong, China 625-530 2008
Shang-Ming Zhou, Robert I. John, Xiao-Ying Wang, Jonathan M. Garibaldi, Ian. O. Ellis Compact Fuzzy Rules Induction and Feature Extraction Using SVM with Particle Swarms for Breast Cancer Treatments Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2008), Hong Kong, China 1469-1475 2008
Carole Fayad, Jonathan M. Garibaldi, Djamila Ouelhadj Fuzzy Grid Scheduling Using Tabu Search Proceedings of IEEE International Conference on Fuzzy Systems 1059-1064 2007
Hishammuddin Asmuni, Edmund Burke, Jonathan M. Garibaldi, Barry McCollum Determining Rules in Fuzzy Multiple Heuristic Orderings for Constructing Proceedings of the 3rd Multidisciplinary International Scheduling 59-66 2007
Jonathan M. Garibaldi, Marcin Jaroszewski, Salang Musikasuwan New Concepts Related to Non-Stationary Fuzzy Sets Proceedings of the 2007 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2007) 1684-1689 2007
Robert Oates, Julie Greensmith, Uwe Aickelin, Jonathan M. Garibaldi, Graham Kendall The Application of a Dendritic Cell Algorithm to a Robotic Classifier Proceedings of the 6th International Conference on Artificial Immune Systems (ICARIS2007), Lecture Notes in Computer Science 4628, Santos, Brazil 204-215 2007
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi Type-1 OWA Operators for Aggregating Fuzzy Sets in Decision Making Proceedings of EUSFLAT International Summer School on Aggregation Operators 107-112 2007
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi New Type-2 Rule Ranking Indices for Designing Parsimonious Interval Type-2 Fuzzy Logic Systems Proceedings of IEEE International Conference on Fuzzy Systems 852-857 2007
Cyril Schoreels, Jonathan M. Garibaldi Comparative study of central decision makers versus groups of evolved agents trading in equity markets The 12th International Conference on Computing in Economics and Finance 2006 (CEF2006), Limassol, Cyprus 2006
Cyril Schoreels, Jonathan M. Garibaldi Genetic algorithm evolved agent-based equity trading using Technical Analysis and the Capital Asset Pricing Model Proceedings of the 6th International Conference on Recent Advances in Soft Computing 2006 (RASC2006), Canterbury, UK 194-199 2006
Hishammuddin Asmuni, Edmund Burke, Jonathan M. Garibaldi, Barry McCollum A Novel Fuzzy Approach to Evaluate the Quality of Examination Timetabling Proceedings of the 6th International Conference on the Practice and Theory of Automated Timetabling (PATAT2006), Brno, Czech Republic 82-102 2006
Joseph Baxter, Edmund Burke, Jonathan M. Garibaldi, Mark Norman The Effect of Potential Field Sharing in Multi-Agent Systems Proceedings of the 3rd International Conference on Autonomous Robots and Agents (ICARA 2006), Palmerston North, New Zealand 33-38 2006
Lin Li, Natalio Krasnogor, Jonathan M. Garibaldi Automated Self-Assembly Programming Paradigm: A Particle Swarm Realization Proceedings of the Workshop on Nature Inspired Cooperative Strategies for Optimization, Granada, Spain 123-134 2006
Lin Li, Natalio Krasnogor, Jonathan M. Garibaldi Automated Self-Assembly Programming Paradigm: Initial Investigations Proceedings of the 3rd IEEE International Workshop on Engineering of Autonomic and Autonomous Systems, Potsdamn, Germany 25-34 2006
Salang Musikasuwan, Jonathan M. Garibaldi On Relationships Between Primary Membership Functions and Output Uncertainties in Interval Type-2 and Non-stationary Fuzzy Sets Proceedings of the (IEEE) International Conference on Fuzzy Systems (FUZZ-IEEE 06), Vancouver, Canada 1433-1440 2006
Cyril Schoreels, Jonathan M. Garibaldi A comparison of adaptive and static agents in equity market trading Proceedings of IEEE/WIC/ACM International Conference on Intelligent Agent Technology 2005, Compiegne, France 393-399 2005
Cyril Schoreels, Jonathan M. Garibaldi The effect of varying parameters on performance for adaptive agents in technical equity market trading Proceedings of the 3rd IEEE International Conference on Computational Cybernetics (ICCC2005), Mauritius 243-248 2005
Djamila Ouelhadj, Jonathan M. Garibaldi, Jon MacLaren, Rizos Sakellariou, Krishnakumar A Multi-agent Infrastructure and a Service Level Agreement Negotiation Protocol for Robust Scheduling in Grid Computing Proceedings of Advances in Grid Computing (ECG 2005), Lecture Notes in Computer Science 3470 651-660 2005
Djamila Ouelhadj, Jonathan M. Garibaldi, Rizos Sakellariou A Service Level Agreement Protocol and Tabu search for Scheduling on Computational Grids Proceedings of 2nd Multidisciplinary International Scheduling Conference: Theory and Applications (MISTA2005) 238-243 2005
Hishammuddin Asmuni, Edmund Burke, Jonathan M. Garibaldi Fuzzy Multiple Heuristic Ordering for Course Timetabling Proceedings of the 5th United Kingdom Workshop on Computational Intelligence (UKCI2005), London, UK 302-309 2005
Hishammuddin Asmuni, Edmund Burke, Jonathan M. Garibaldi, Barry McCollum Fuzzy Multiple Heuristic Orderings for Examination Timetabling Proceedings of 5th Practice and Theory of Automated Timetabling 334-353 2005
Jon Garibaldi, Salang Musikasuwan, Turhan Ozen The Association Between Non-stationary and Interval Type-2 Fuzzy Sets: A Case Study Proceedings of the IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 05), Reno, USA 224-229 2005
Joseph Baxter, Jonathan M. Garibaldi, Edmund Burke, Mark Norman Statistical Analysis in MiroSot The FIRA Roboworld Congress, Singapore 2005
Xiao-Ying Wang, Jonathan M. Garibaldi A Comparison of Fuzzy and Non-Fuzzy Clustering Techiques in Cancer Diagnosis Proceedings of the Second International Conference in Computational Intelligence in Medicine and Healthcare The Biopattern Conference, Costa da Caparica, Lisbon, Portugal 250-256 2005
Xiao-Ying Wang, Jonathan M. Garibaldi, Benjamin Bird, Mike George Fuzzy Clustering in Biochemical Analysis of Cancer Cells Proceedings of the Fourth Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2005) and Eleventh Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2005), Barcelona, Spain 1118-1123 2005
Alain Andrieux, Dave Berry, Jonathan M. Garibaldi, Stephen Jarvis, Jon MacLaren, Djamila Ouelhadj, Dave Snelling Open Issues in Grid Scheduling The Workshop held at the e-Science Institute, October 21-22nd 2003 2004
Cyril Schoreels, Brian Logan, Jonathan M. Garibaldi Agent based genetic algorithm employing financial technical analysis for making trading decisions using historical equity market data Proceedings of the IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT2004), Beijing, China 421-424 2004
Cyril Schoreels, Jonathan M. Garibaldi A preliminary investigation into multi-agent trading simulations using a genetic algorithm Proceedings of UK Computational Intelligence Workshop 2004 (UKCI2004), Loughborough, UK 62-69 2004
Hishammuddin Asmuni, Edmund Burke, Jonathan M. Garibaldi A Comparison of Fuzzy and Non-Fuzzy Ordering Heuristics for Examination Timetabling Proceedings of the 5th International Conference on Recent Advances in Soft Computing (RASC2004), Nottingham, UK 288-293 2004
Hishammuddin Asmuni, Edmund Burke, Jonathan M. Garibaldi Fuzzy Multiple Ordering Criteria for Examination Timetabling Proceedings of the 5th international conference on the Practice and Theory of Automated Timetabling (PATAT, Pittsburgh, USA 51-66 2004
Jon Maclaren Rizos , Jon Maclaren , Rizos Sakellariou , Krish T. Krishnakumar, Jonathan M. Garibaldi, Djamila Ouelhadj Towards Service Level Agreement Based Scheduling on the Grid The Workshop on Planning and Scheduling for Web and Grid Services 2004
Jon MacLaren, Rizos Sakellariou, Krish T. Krishnakumar, Jonathan M. Garibaldi, Djamila Ouelhadj Towards service level agreement based scheduling on the Grid The 2nd European Across Grids Conference, Nicosia, Cyprus 2004
Jonathan M. Garibaldi, Salang Musikasuwan, Robert Ivor John A Case Study to Illustrate the Use of Non-Convex Membership Functions for Linguistic Terms The IEEE International Conference on Fuzzy Systems (FUZZIEEE2004), Budapest, Hungary 2004
Salang Musikasuwan, Turhan Ozen, Jonathan M. Garibaldi An Investigation into the Effect of Number of Model Parameters on Performance in Type-1 and Type-2 Fuzzy Logic Systems Information Processing and Management of Uncertainty in Knowledge Based Systems (IPMU2004), Perugia, Italy 2004
Turhan Ozen, Jonathan M. Garibaldi, Salang Musikasuwan Effect of Type-2 Fuzzy Membership Function Shape on Modelling Variation in Human Decision Making The IEEE International Conference on Fuzzy Systems (FUZZIEEE2004), Budapest, Hungary 2004
Turhan Ozen, Jonathan M. Garibaldi, Salang Musikasuwan Modelling the Variation in Human Decision Making North American Fuzzy Information Processing Society (NAFIPS2004), Banff, Canada 2004
Turhan Ozen, Jonathan M. Garibaldi, Salang Musikasuwan Preliminary Investigations into Modelling the Variation in Human Decision Making Information Processing and Management of Uncertainty in Knowledge Based Systems (IPMU2004), Perugia, Italy 2004
Xiao-Ying Wang, Glenn Whitwell, Jonathan M. Garibaldi The Application of a Simulated Annealing Fuzzy Clustering Algorithm for Cancer Diagnosis Proceedings of the IEEE 4th International Conference on Intelligent System Design and Application, Budapest, Hungary 467-472 2004
Jonathan M. Garibaldi, Robert Ivor John Choosing Membership Functions of Linguistic Terms The IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2003), St Louis, USA 2003
Turhan Ozen, Jonathan M. Garibaldi Investigating Adaptation in Type-2 Fuzzy Logic Systems Applied to Umbilical Acid-Base Assessment The 3rd International Conference of the European Network of Intelligent Technologies (EUNITE2003), Oulu, Finland 2003
Xiao-Ying Wang, Jonathan M. Garibaldi, Turhan Ozen Application of The Fuzzy C-Means Clustering Method on the Analysis Proceedings of the 8th Australian and New Zealand Conference on Intelligent Information Systems, Sydney, Australia 233-238 2003
Heidi King, Jonathan M. Garibaldi, Simon Rogerson Intelligent Medical Systems: Partner or Tool? The 6th ETHICOMP International Conference on the Social and Ethical Impacts of Information and Communication Technologies, Lisbon, Portugal 2002
Heiko Hirschmuller, Peter Innocent, Jonathan M. Garibaldi Fast Unconstrained Camera Motion Estimation from Stereo without Tracking and Robust Statistics Proceedings of the 7th International Conference on Control, Automation, Robotics and Vision, Singapore 1099-1104 2002
Heidi King, Jonathan M. Garibaldi, Simon Rogerson Towards the Identification of Intelligent Systems Currently in Routine Use in Medicine and Dentistry Proceedings of the 2nd International Conference of The European Society or Fuzzy Logic and Technology (EUSFLAT 2001), Leicester, UK 435-438 2001
Jonathan Skinner, Jonathan M. Garibaldi, John Curnow, Emmanuel Ifeachor Intelligent Fetal Heart Rate Analysis Proceedings of MEDSIP 2000, Bristol, UK 14-21 2000
Robert Adama-Acquah, Jonathan M. Garibaldi, Ian Symonds. A Preliminary Fuzzy Model to Identify Abnormal Cervical Smears Using Fourier Transform Infrared Spectroscopy Proceedings of RASC 2000, Leicester, UK 135-142 2000
Jonathan Skinner, Jonathan M. Garibaldi, Emmanuel Ifeachor A Fuzzy System for Fetal Heart Rate Assessment Proceedings of the 6th Fuzzy Days Conference, Dortmund, Germany 20-29 1999
Emmanuel Ifeachor, Jon Garibaldi, Jonathan Skinner Intelligent Decision Support Tools for the Management of Labour: The INFANT and DataCare Expert Systems Proceedings of the IEE Colloquium on Intelligent Decision Support in Clinical Practice, London, UK 1-7 1998
Jonathan M. Garibaldi, Julian Tilbury, Emmanuel Ifeachor The Validation of a Fuzzy Expert System for Umbilical Cord Acid-Base Analysis Proceedings of the 3rd International Conference on Neural Networks and Expert Health Systems in Medicine and Healthcare, Singapore 230-240 1998
Jonathan M. Garibaldi, Katheryn Burn-Thornton A Comparison of Radial-Basis-Function Networks and Other Non-Network Classification Techniques on Medical Data Proceedings of The Recent Advances in Software Computing (RASC 1998), De Montfort University, Leicester 81-92 1998
Kathryn Burn-Thornton, Jonathan M. Garibaldi, Abdulhussain Mahdi Pro-Active Network Management using Data Mining Proceedings of IEEE GLOBECOM 98, Sydney, Australia 1208-1211 1998
Jonathan M. Garibaldi, Emmanuel Ifeachor A Novel Interpretation of Umbilical Acid-Base Balance The 4th International Symposium on Intrapartum Surveillance, Paris, France 1997
Jonathan M. Garibaldi, Emmanuel Ifeachor The Development of a Fuzzy Expert System for Umbilical Acid-Base Analysis The 5th Fuzzy Days Conference, Dortmund, Germany 1997
Jonathan M. Garibaldi, Emmanuel Ifeachor The Comparison of a Crisp and Fuzzy Expert System with Practising and Expert Clinicians Proceedings of the 2nd International Conference on Neural Networks and Expert Systems in Medicine and Healthcare, Plymouth, UK 229-237 1996
Jonathan M. Garibaldi, Jennifer Westgate, Emmanuel Ifeachor, Keith Greene The Development of a Crisp and Fuzzy Expert System for the Analysis of Umbilical Cord Blood at Delivery Proceedings of the 3rd World Congress on Expert Systems, Seoul, Korea 202-209 1996
Jonathan M. Garibaldi, Emmanuel Ifeachor, Keith Greene An Intelligent Computer System for the Analysis and Interpretation of Umbilical Cord Blood Sampling The 27th British Congress of Obstetrics and Gynaecology, Dublin, Ireland 1995
Jonathan M. Garibaldi, Emmanuel Ifeachor, Keith Greene Interrelationships between Validated Umbilical Cord Acid-Base Parameters and Apgar Scores The 3rd International Symposium on Intrapartum Surveillance, Dublin, Ireland 1995
Jonathan M. Garibaldi, Jennifer Westgate, Emmanuel Ifeachor, Keith Greene An Expert System for Umbilical Cord Blood Gas Analysis: The Importance of Quality Data The IEEE Colloquium on Monitoring in Obstetrics and Gynaecology, London, UK 1994
Jonathan M. Garibaldi, Jennifer Westgate, Emmanuel Ifeachor, Keith Greene The Development of an Expert System for the Analysis of Umbilical Cord Blood at Delivery Proceedings of the International Conference on Neural Networks and Expert Systems in Medicine and Healthcare, Plymouth, UK 394-402 1994

Book Chapters
Author(s) Title Publisher Page Year
Shang-Ming Zhou, Francisco Chiclana, Robert I. John, Jonathan M. Garibaldi Fuzzification of the OWA Operators in Aggregating Uncertain Information Recent Development in the Ordered Weighted Averaging Operators: Theory and Practice 91-110 2011
Linda Fiaschi, Jonathan M. Garibaldi, Natalio Krasnogor Multiple-Test Analysis of Sequences of SNPs for Determining Susceptibility to Pre-eclampsia Frontiers in Artificial Intelligence and Applications 196 141-154 2008
Joseph Baxter, Edmund Burke, Jonathan M. Garibaldi, Mark Norman Multi-Robot Search and Rescue: A Potential Field Based Approach Autonomous Robots and Agents 76 9-16 2007
Xiao-Ying Wang, Jonathan M. Garibaldi, Benjamin Bird, Mike George Novel Developments in Fuzzy Clustering for the Classification of Advances in Fuzzy Clustering and its Applications, edited by J. Valente 405-425 2007
Jonathan M. Garibaldi Fuzzy Expert Systems Do Smart Adaptive Systems Exist?: Best Practice for Selection and Combination of Intelligent Methods 105-132 2005
Jonathan M. Garibaldi, Emmanuel C. Ifeachor The Development of a Fuzzy Expert System for the Analysis of Umbilical Blood Fuzzy Systems in Medicine (Eds. Szczepaniak, P., Lisboa, P.J.G. & Kacprzyk, J.), Springer Verlag 652-668 2000

Research Reports
Author(s) Title Publisher Page Year
Jonathan M. Garibaldi Intelligent Techniques for Handling Uncertainty in the Assessment of Neonatal Outcome PhD Thesis, University of Plymouth 1997

 

Intelligent Modelling and Analysis Research Group, School of Computer Science, The University of Nottingham, Jubilee Campus, Nottingham, NG8 1BB, UK.