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Dr Terry Windeatt

Lecturer

Email:
Phone: Work: 01483 68 9286
Room no: 27 AB 05

Further information

Publications

Highlights

  • Windeatt T, Zor C. (2011) 'Minimising added classification error using walsh coefficients'. IEEE IEEE Transactions on Neural Networks, 22 (8), pp. 1334-1339.
    doi: 10.1109/TNN.2011.2159513
    Full text is available at: http://epubs.surrey.ac.uk/37251/
  • Windeatt T, Duangsoithong R, Smith R. (2011) 'Embedded feature ranking for ensemble MLP classifiers'. IEEE IEEE Transactions on Neural Networks, 22 (6), pp. 988-994.
    doi: 10.1109/TNN.2011.2138158
    Full text is available at: http://epubs.surrey.ac.uk/6484/
  • Smith RS, Windeatt T. (2010) 'Facial Expression Detection using Filtered Local Binary Pattern Features with ECOC Classifiers and Platt Scaling.'. Microtome Publishing Journal of Machine Learning Research, Track 11, pp. 111-118.
    Full text is available at: http://epubs.surrey.ac.uk/7128/
  • Windeatt T. (2008) 'Ensemble MLP classifier design'. Studies in Computational Intelligence, 137, pp. 133-147.
    doi: 10.1007/978-3-540-79474-5_6

Journal articles

  • Zor C, Windeatt T, Yanikoglu B. (2011) 'Bias-variance analysis of ECOC and bagging using neural nets'. Springer Studies in Computational Intelligence, 373/2011, pp. 59-73.
    doi: 10.1007/978-3-642-22910-7_4
    Full text is available at: http://epubs.surrey.ac.uk/37252/
  • Windeatt T, Duangsoithong R, Smith R. (2011) 'Embedded feature ranking for ensemble MLP classifiers'. IEEE IEEE Transactions on Neural Networks, 22 (6), pp. 988-994.
    doi: 10.1109/TNN.2011.2138158
    Full text is available at: http://epubs.surrey.ac.uk/6484/
  • Duangsoithong R, Windeatt T. (2011) 'Hybrid correlation and causal feature selection for ensemble classifiers'. Springer Studies in Computational Intelligence, 373, pp. 97-115.
    doi: 10.1007/978-3-642-22910-7_6
    Full text is available at: http://epubs.surrey.ac.uk/37256/
  • Smith RS, Windeatt T. (2011) 'Facial Action Unit Recognition using Filtered Local Binary Pattern Features with Bootstrapped and Weighted ECOC Classifiers'. Springer Studies in Computational Intelligence, 373/2011, pp. 1-20.
    doi: 10.1007/978-3-642-22910-7_1
    Full text is available at: http://epubs.surrey.ac.uk/37255/
  • Windeatt T, Zor C. (2011) 'Minimising added classification error using walsh coefficients'. IEEE IEEE Transactions on Neural Networks, 22 (8), pp. 1334-1339.
    doi: 10.1109/TNN.2011.2159513
    Full text is available at: http://epubs.surrey.ac.uk/37251/
  • Smith RS, Windeatt T. (2010) 'Facial Expression Detection using Filtered Local Binary Pattern Features with ECOC Classifiers and Platt Scaling.'. Microtome Publishing Journal of Machine Learning Research, Track 11, pp. 111-118.
    Full text is available at: http://epubs.surrey.ac.uk/7128/
  • Duangsoithong R, Windeatt T. (2010) 'Bootstrap feature selection for ensemble classifiers'. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 6171 LNAI, pp. 28-41.
    doi: 10.1007/978-3-642-14400-4_3
  • Windeatt T. (2009) 'Weighted decoding ECOC for facial action unit classification'. Springer Studies in Computational Intelligence, 245, pp. 59-77.
    doi: 10.1007/978-3-642-03999-7_4
    Full text is available at: http://epubs.surrey.ac.uk/7129/
  • Windeatt T. (2008) 'Ensemble MLP classifier design'. Studies in Computational Intelligence, 137, pp. 133-147.
    doi: 10.1007/978-3-540-79474-5_6
  • Windeatt T. (2006) 'Accuracy/diversity and ensemble MLP classifier design.'. IEEE Trans Neural Netw, United States: 17 (5), pp. 1194-1211.
    doi: 10.1109/TNN.2006.875979
    Full text is available at: http://epubs.surrey.ac.uk/37277/

Conference papers

  • Smith RS, Bober M, Windeatt T. (2011) 'A comparison of random forest with ECOC-based classifiers'. Springer Lecture Notes in Computer Science: Multiple Classifier Systems, Naples, Italy: 10th International Workshop, MCS 2011 6713, pp. 207-216.
    doi: 10.1007/978-3-642-21557-5_23
    Full text is available at: http://epubs.surrey.ac.uk/37250/
  • Zor C, Yanikoglu B, Windeatt T, Alpaydin E. (2010) 'FLIP-ECOC: A greedy optimization of the ECOC matrix'. Springer Lecture Notes in Electrical Engineering: Computer and Information Sciences, London, UK: 25th International Symposium on Computer and Information Sciences 62 (5), pp. 149-154.
    doi: 10.1007/978-90-481-9794-1_30
  • Zor C, Windeatt T, Yanikoglu, B. (2010) 'Bias-Variance Analysis of ECOC and Bagging Using Neural Nets'. Proceedings of the the Third Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications, European Conference on Machine Learning, Barcelona, Spain: ECML - SUEMA 2010, pp. 109-118.
    Full text is available at: http://epubs.surrey.ac.uk/37303/
  • Smith RS, Windeatt T. (2010) 'Facial Action Unit Recognition using Filtered Local Binary Pattern Features with Bootstrapped and Weighted ECOC Classifiers'. Barcelona, Spain: Supervised and Unsupervised Ensemble Methods and their Applications, ECML
    Full text is available at: http://epubs.surrey.ac.uk/7132/
  • Duangsoithong D, Windeatt T. (2010) 'Hybrid Correlation and Causal Feature Selection for Ensemble Classifiers'. Proceedings of the the Third Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications, European Conference on Machine Learning, Barcelona, Spain: ECML - SUEMA 2010, pp. 23-32.
    Full text is available at: http://epubs.surrey.ac.uk/37315/
  • Smith RS, Windeatt T. (2010) 'A Bias-Variance Analysis of Bootstrapped Class-Separability Weighting for Error-Correcting Output Code Ensembles'. Istanbul, Turkey: 22nd International Conference on Pattern Recognition (ICPR)
    [ Status: Accepted ]
    Full text is available at: http://epubs.surrey.ac.uk/7130/
  • Smith RS, Windeatt T. (2010) 'Class-Separability Weighting and Bootstrapping in Error Correcting Output Code Ensembles'. SPRINGER-VERLAG BERLIN MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, Cairo, EGYPT: 9th International Workshop on Multiple Classifier Systems 5997, pp. 185-194.
    Full text is available at: http://epubs.surrey.ac.uk/7131/
  • Duangsoithong R, Windeatt T. (2010) 'Correlation-Based and Causal Feature Selection Analysis for Ensemble Classifiers'. SPRINGER-VERLAG BERLIN ARTIFICIAL NEURAL NETWORKS IN PATTERN RECOGNITION, PROCEEDINGS, Cairo, EGYPT: 4th Workshop on Artificial Neural Networks in Pattern Recognition 5998, pp. 25-36.
  • Hancock E, Wilson R, Windeatt T, Ulusoy I, Escolano F. (2010) 'Preface: Lecture Notes in Computer Science: Structural, Syntactic and Statistical Pattern Recognition'. Springer Lecture Notes in Computer Science: Structural, Syntactic and Statistical Pattern Recognition, Izmir, Turkey: Joint IAPR International Workshop, SSPR&SPR 2010 6218, pp. v-vi.
    doi: 10.1007/978-3-642-14980-1
  • Duangsoithong R, Windeatt T. (2009) 'Relevance and Redundancy Analysis for Ensemble Classifiers'. SPRINGER-VERLAG BERLIN MACHINE LEARNING AND DATA MINING IN PATTERN RECOGNITION, Leipzig, GERMANY: 6th International Conference on Machine Learning and Data Mining in Pattern Recognition 5632, pp. 206-220.
  • Duangsoithong R, Windeatt T. (2009) 'Relevant and Redundant Feature Analysis with Ensemble Classification'. IEEE COMPUTER SOC ICAPR 2009: SEVENTH INTERNATIONAL CONFERENCE ON ADVANCES IN PATTERN RECOGNITION, PROCEEDINGS, Indian Statist Inst, Kolkata, INDIA: 7th International Conference on Advances in Pattern Recognition, pp. 247-250.
  • Prior M, Windeatt T. (2009) 'Improved Uniformity Enforcement in Stochastic Discrimination'. SPRINGER-VERLAG BERLIN MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, Univ Iceland, Reykjavik, ICELAND: 8th International Workshop on Multiple Classifier Systems 5519, pp. 335-343.
    Full text is available at: http://epubs.surrey.ac.uk/135503/
  • Zor C, Windeatt T. (2009) 'Upper Facial Action Unit Recognition'. SPRINGER-VERLAG BERLIN ADVANCES IN BIOMETRICS, Comp Vis Lab, Alghero, ITALY: 3rd IAPR/IEEE International Conference on Advances in Biometrics 5558, pp. 239-248.
    Full text is available at: http://epubs.surrey.ac.uk/135505/
  • Smith RS, Windeatt T. (2009) 'The Bias Variance Trade-Off in Bootstrapped Error Correcting Output Code Ensembles'. SPRINGER-VERLAG BERLIN MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, Univ Iceland, Reykjavik, ICELAND: 8th International Workshop on Multiple Classifier Systems 5519, pp. 1-10.
    doi: 10.1007/978-3-642-02326-2_1
    Full text is available at: http://epubs.surrey.ac.uk/7133/
  • Windeatt T, Smith RS, Dias K. (2008) 'Weighted Decoding ECOC for Facial Action Unit Classification'. Applications of Supervised and Unsupervised Ensemble Methods, Patras Greece: ECAI - Workshop Supervised and Unsupervised Ensemble Methods
    Full text is available at: http://epubs.surrey.ac.uk/7134/
  • Windeatt T, Dias K. (2008) 'Feature ranking ensembles for facial action unit classification'. SPRINGER-VERLAG BERLIN ARTIFICIAL NEURAL NETWORKS IN PATTERN RECOGNITION, PROCEEDINGS, Pierre & Marid Curie Univ, Paris, FRANCE: 3rd IAPR Workshop on Artificial Neural Networks in Pattern Recognition 5064, pp. 267-279.
  • Windeatt T, Dias K. (2008) 'Ensemble Approaches to Facial Action Unit Classification'. SPRINGER-VERLAG BERLIN PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, PROCEEDINGS, Havana, CUBA: 13th Iberoamerican Congress on Progress in Pattern Recognition, Image Analysis and Applications 5197, pp. 551-559.
    Full text is available at: http://epubs.surrey.ac.uk/135501/
  • Prior M, Windeatt T. (2007) 'An ensemble dependence measure'. SPRINGER-VERLAG BERLIN Artificial Neural Networks - ICANN 2007, Pt 1, Proceedings, Oporto, PORTUGAL: 17th International Conference on Artificial Neural Networks (ICANN 2007) 4668, pp. 329-338.
  • Windeatt T, Prior M. (2007) 'Stopping criteria for ensemble-based feature selection'. SPRINGER-VERLAG BERLIN Multiple Classifier Systems, Proceedings, Prague, CZECH REPUBLIC: 7th International Workshop on Multiple Classifier Systems 4472, pp. 271-281.
  • Prior M, Windeatt T. (2006) 'Parameter mining using the out-of-bootstrap generalisation error estimate for Stochastic Discrimination and Random Forests'. IEEE COMPUTER SOC 18th International Conference on Pattern Recognition, Vol 2, Proceedings, Hong Kong, PEOPLES R CHINA: 18th International Conference on Pattern Recognition (ICPR 2006), pp. 498-501.
  • Kittler J, Ghaderi R, Windeatt T, Matas J. (2001) 'Face identification and verification via ECOC'. SPRINGER-VERLAG BERLIN AUDIO- AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, Halmstad, SWEDEN: 3rd International Conference on Audio- and Video- Based Biometric Person Authentication 2091, pp. 1-13.