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Dr Terry Windeatt


Biography

My teaching

My publications

Publications

Highlights

Journal articles

  • Özöğür-Akyüz S, Özöğür-Akyüz S, Windeatt T, Smith R. (2015) 'Pruning of Error Correcting Output Codes by optimization of accuracy–diversity trade off'. Machine Learning,

    doi: 10.1007/s10994-014-5477-5

    [ Status: Accepted ]

    Repository URL: http://epubs.surrey.ac.uk/807279/

  • Smith RS, Windeatt T. (2015) 'Facial action unit recognition using multi-class classification'. Neurocomputing, 150 (PB), pp. 440-448.

    doi: 10.1016/j.neucom.2014.07.066

  • Dias K, Windeatt T. (2014) 'Dynamic ensemble selection and instantaneous pruning for regression used in signal calibration'. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 8681 L, pp. 475-482.

    doi: 10.1007/978-3-319-11179-7-60

    Repository URL: http://epubs.surrey.ac.uk/id/eprint/838980

  • Duangsoithong R, Phukpattaranont P, Windeatt T. (2013) 'Bootstrap Causal Feature Selection for irrelevant feature elimination'. BMEiCON 2013 - 6th Biomedical Engineering International Conference,

    doi: 10.1109/BMEiCon.2013.6687638

  • Windeatt T, Zor C. (2013) 'Ensemble Pruning Using Spectral Coefficients'. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 24 (4), pp. 673-678.

    doi: 10.1109/TNNLS.2013.2239659

    Repository URL: http://epubs.surrey.ac.uk/769901/

  • Gimel'Farb G, Hancock E, Imiya A, Kudo M, Kuijper A, Omachi S, Windeatt T, Yamada K. (2012) 'Preface'. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 7626 L

    doi: 10.1016/S1076-5670(05)34007-9,

    Repository URL: http://epubs.surrey.ac.uk/id/eprint/836021

  • Windeatt T, Zor C. (2012) 'Low training strength high capacity classifiers for accurate ensembles using walsh coefficients'. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 7626 LNCS, pp. 701-709.

    doi: 10.1007/978-3-642-34166-3_77

    Repository URL: http://epubs.surrey.ac.uk/738164/

  • Duangsoithong R, Windeatt T. (2011) 'Hybrid correlation and causal feature selection for ensemble classifiers'.Studies in Computational Intelligence, 373, pp. 97-115.

    doi: 10.1007/978-3-642-22910-7_6

    Repository URL: http://epubs.surrey.ac.uk/37256/

  • Windeatt T, Zor C . (2011) 'Minimising added classification error using walsh coefficients'. IEEE Transactions on Neural Networks, 22 (8), pp. 1334-1339.

    doi: 10.1109/TNN.2011.2159513

    Repository URL: http://epubs.surrey.ac.uk/id/eprint/37251

  • Smith RS, Windeatt T. (2011) 'Facial Action Unit Recognition using Filtered Local Binary Pattern Features with Bootstrapped and Weighted ECOC Classifiers'. Studies in Computational Intelligence, 373/2011, pp. 1-20.

    doi: 10.1007/978-3-642-22910-7_1

    Repository URL: http://epubs.surrey.ac.uk/37255/

  • Windeatt T, Duangsoithong R, Smith R. (2011) 'Embedded feature ranking for ensemble MLP classifiers'. IEEE Transactions on Neural Networks, 22 (6), pp. 988-994.

    doi: 10.1109/TNN.2011.2138158

    Repository URL: 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.'. Journal of Machine Learning Research, Track 11, pp. 111-118.

    Repository URL: 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'. Studies in Computational Intelligence, 245, pp. 59-77.

    doi: 10.1007/978-3-642-03999-7_4

    Repository URL: 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

    Repository URL: http://epubs.surrey.ac.uk/37277/

Conference papers

  • Dias K, Windeatt T. (2015) 'Hybrid Dynamic Learning Systems for Regression'. SPRINGER-VERLAG BERLINADVANCES IN COMPUTATIONAL INTELLIGENCE, PT II, Palma de Mallorca, SPAIN: 13th International Work-Conference on Artificial Neural Networks (IWANN) 9095, pp. 464-476.

    doi: 10.1007/978-3-319-19222-2_39

  • Dias K, Windeatt T. (2014) 'Dynamic ensemble selection and instantaneous pruning for regression.'. ESANN,
  • Dias K, Windeatt T. (2014) 'Dynamic Ensemble Selection and Instantaneous Pruning for Regression Used in Signal Calibration.'. Springer ICANN, 8681, pp. 475-482.

    doi: 10.1007/978-3-319-11179-7_60

    Repository URL: http://epubs.surrey.ac.uk/id/eprint/840291

  • Zor C, Windeatt T, Kittler J. (2013) 'ECOC Matrix Pruning Using Accuracy Information.'. Springer MCS, 7872, pp. 386-397.

    doi: 10.1007/978-3-642-38067-9_34

  • Zor C, Windeatt T, Kittler J. (2013) 'ECOC pruning using accuracy, diversity and hamming distance information'.2013 21st Signal Processing and Communications Applications Conference, SIU 2013,

    doi: 10.1109/SIU.2013.6531516

  • Zor C, Windeatt T, Kittler JV. (2013) 'ECOC Pruning using Accuracy, Diversity and Hamming Distance Information'.2013 21ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), CYPRUS: 21st Signal Processing and Communications Applications Conference (SIU)

    Repository URL: http://epubs.surrey.ac.uk/id/eprint/806684

  • Smith RS, Bober M, Windeatt T. (2011) 'A comparison of random forest with ECOC-based classifiers'. SpringerLecture 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

    Repository URL: 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

  • 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.

    Repository URL: http://epubs.surrey.ac.uk/37315/

  • 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

    Repository URL: http://epubs.surrey.ac.uk/7132/

  • 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.

    Repository URL: http://epubs.surrey.ac.uk/37303/

  • Smith RS, Windeatt T. (2010) 'A bias-variance analysis of bootstrapped class-separabilityweighting for error-correcting output code ensembles'. Proceedings - International Conference on Pattern Recognition, , pp. 61-64.

    doi: 10.1109/ICPR.2010.24

    Repository URL: 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.

    Repository URL: 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.
  • Smith RS, Windeatt T. (2010) 'Facial Action Unit Recognition using Filtered Local Binary Pattern Features with Bootstrapped and Weighted ECOC Classifiers'. Bacelona, Spain: Workshop on Supervised and Unsupervised Ensemble Methods and their Applications, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)
  • Smith R, Windeatt T. (2010) 'Facial Expression Detection using Filtered Local Binary Pattern Features with ECOC Classifiers and Platt Scaling'. Journal of Machine Learning Research Proceedings, Windsor, England: Workshop on Applications of Pattern Analysis [ Status: Accepted ]

    Repository URL: http://epubs.surrey.ac.uk/id/eprint/832317

  • 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.

    doi: 10.1109/ICAPR.2009.36

  • 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

    Repository URL: http://epubs.surrey.ac.uk/7133/

  • 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.

    Repository URL: 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.

    Repository URL: http://epubs.surrey.ac.uk/135505/

  • 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

    Repository URL: 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.

    Repository URL: 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 BERLINMultiple Classifier Systems, Proceedings, Prague, CZECH REPUBLIC: 7th International Workshop on Multiple Classifier Systems 4472, pp. 271-281.
  • Windeatt T, Prior M, Effron N, Intrator N. (2007) 'Ensemble-based Feature Selection Criteria.'. IBaI publishing MLDM Posters, , pp. 168-182.
  • Windeatt T. (2007) 'Ensemble neural classifier design for face recognition.'. ESANN, , pp. 373-378.
  • 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.

Book chapters