Lecturer

Dr Matthew Field

  • PhD
  • Bachelor of Engineering (Electrical)
medicine-health
SWS Clinical School

Dr Matthew Field is a researcher at the South Western Sydney Clinical School and the Ingham Institute for Applied Medical Research within the Medical Physics research team. Broadly he supports data science and machine learning projects within a collaborative network of radiation oncology and medical physics departments.

Matthew leads the technical development of a project to connect a network of hospital-based radiotherapy departments (nationally and internationally) to develop machine learning models for various cancer prediction applications.

Professional affiliation:
Institute of Electrical and Electronic Engineers (IEEE) - member
The Trans Tasman Radiation Oncology Group (TROG) - Affiliate member

Journal Review:
Pattern Recognition
Radiotherapy and Oncology
Journal of Medical Imaging and Radiation Oncology
Sensors
Sensor Review
IEEE Robotics and Automation Letters
IEEE Reviews in Biomedical Engineering

Phone
+61 2 8738 9220
Location
Ingham Institute for Applied Medical Research 1 Campbell Street Liverpool, NSW, 2170

Publications

  • Journal articles | 2021
    Dr Matthew Field
    Field M; Vinod S; Aherne N; Carolan M; Dekker A; Delaney G; Greenham S; Hau E; Lehmann J; Ludbrook J; Miller A; Rezo A; Selvaraj J; Sykes J; Holloway L; Thwaites D, 2021, 'Implementation of the Australian Computer-Assisted Theragnostics (AusCAT) network for radiation oncology data extraction, reporting and distributed learning.', J Med Imaging Radiat Oncol, vol. 65, pp. 627 - 636, http://dx.doi.org/10.1111/1754-9485.13287
    Journal articles | 2021
    Dr Matthew Field
    Field M; Hardcastle N; Jameson M; Aherne N; Holloway L, 2021, 'Machine learning applications in radiation oncology', Physics and Imaging in Radiation Oncology, vol. 19, pp. 13 - 24, http://dx.doi.org/10.1016/j.phro.2021.05.007
    Journal articles | 2021
    Dr Matthew Field
    Samarasinghe G; Jameson M; Vinod S; Field M; Dowling J; Sowmya A; Holloway L, 2021, 'Deep learning for segmentation in radiation therapy planning: a review.', J Med Imaging Radiat Oncol, http://dx.doi.org/10.1111/1754-9485.13286
    Journal articles | 2021
    Dr Matthew Field
    Haidar A; Field M; Sykes J; Carolan M; Holloway L, 2021, 'PSPSO: A package for parameters selection using particle swarm optimization', SoftwareX, vol. 15, pp. 100706 - 100706, http://dx.doi.org/10.1016/j.softx.2021.100706
    Journal articles | 2020
    Dr Matthew Field
    Rai R; Holloway LC; Brink C; Field M; Christiansen RL; Sun Y; Barton MB; Liney GP, 2020, 'Multicenter evaluation of MRI-based radiomic features: A phantom study', Medical Physics, vol. 47, pp. 3054 - 3063, http://dx.doi.org/10.1002/mp.14173
    Journal articles | 2020
    Dr Matthew Field
    Li Z; Satchithanandha A; Hopkins A; Otton J; Descallar J; Adams D; Tang S; Field M; Batumalai V; Holloway L; Delaney G; Koh E, 2020, 'PH-0595: Cardiovascular sequelae after adjuvant therapy in a 10-year cohort of breast cancer patients.', Radiotherapy and Oncology, vol. 152, pp. S335 - S335, http://dx.doi.org/10.1016/s0167-8140(21)00617-4
    Journal articles | 2018
    Dr Matthew Field
    Vial A; Stirling D; Field M; Ros M; Ritz C; Carolan M; Holloway L; Miller AA, 2018, 'The role of deep learning and radiomic feature extraction in cancer-specific predictive modelling: A review', Translational Cancer Research, vol. 7, pp. 803 - 816, http://dx.doi.org/10.21037/tcr.2018.05.02
    Journal articles | 2018
    Dr Matthew Field
    Jochems A; El-Naqa I; Kessler M; Mayo CS; Jolly S; Matuszak M; Faivre-Finn C; Price G; Holloway L; Vinod S; Field M; Barakat MS; Thwaites D; de Ruysscher D; Dekker A; Lambin P, 2018, 'A prediction model for early death in non-small cell lung cancer patients following curative-intent chemoradiotherapy', Acta Oncologica, vol. 57, pp. 226 - 230, http://dx.doi.org/10.1080/0284186X.2017.1385842
    Journal articles | 2018
    Dr Matthew Field
    Holloway LC; Brink C; Field M, 2018, 'EP-2145: Understanding variation in CT radiomics features – a potential method to reduce feature space', Radiotherapy and Oncology, vol. 127, pp. S1183 - S1183, http://dx.doi.org/10.1016/s0167-8140(18)32454-x
    Journal articles | 2018
    Dr Matthew Field
    Field M; Holloway L; Vinod S; Barakat MS; Ahern V; Bailey M; Carolan M; Delaney G; Ghose A; Hau E; Lehmann J; Lustberg T; Miller AA; Van Soest J; Stirling D; Sykes J; Walsh S; Dekker A; Thwaites DI, 2018, 'PO-0757: Non-small cell lung cancer decision support based on distributed learning over multi-center data', Radiotherapy and Oncology, vol. 127, pp. S390 - S391, http://dx.doi.org/10.1016/s0167-8140(18)31067-3
    Journal articles | 2018
    Dr Matthew Field
    Field M; Holloway L; Vinod S; Barakat MS; Ahern V; Bailey M; Carolan M; Delaney G; Ghose A; Hau E; Lehmann J; Lustberg T; Miller AA; Stirling D; Sykes J; Van Soest J; Walsh S; Dekker A; Thwaites DI, 2018, 'EP-1404: Non-linear radiomic signatures characterizing overall survival from non-small cell lung cancer', Radiotherapy and Oncology, vol. 127, pp. S765 - S766, http://dx.doi.org/10.1016/s0167-8140(18)31713-4
    Journal articles | 2017
    Dr Matthew Field
    Barakat MS; Field M; Ghose A; Stirling D; Holloway L; Vinod S; Dekker A; Thwaites D, 2017, 'The effect of imputing missing clinical attribute values on training lung cancer survival prediction model performance', HEALTH INFORMATION SCIENCE AND SYSTEMS, vol. 5, http://dx.doi.org/10.1007/s13755-017-0039-4
    Journal articles | 2017
    Dr Matthew Field
    Jochems A; El-Naqa I; Kessler M; Mayo C; Reeves J; Shruti J; Matuszak M; Ten Haken R; Faive-Fin C; Price G; Holloway L; Vinod S; Field M; Samir Barakat M; Thwaites D; Dekker A; Lambin P, 2017, 'PV-0240: A logistic regression model to predict 30-day mortality: difference between routine and trial data', Radiotherapy and Oncology, vol. 123, pp. S120 - S121, http://dx.doi.org/10.1016/s0167-8140(17)30683-7
    Journal articles | 2016
    Dr Matthew Field
    Field M; Stirling D; Pan Z; Naghdy F, 2016, 'Learning Trajectories for Robot Programing by Demonstration Using a Coordinated Mixture of Factor Analyzers', IEEE Transactions on Cybernetics, vol. 46, pp. 706 - 717, http://dx.doi.org/10.1109/TCYB.2015.2414277
    Journal articles | 2016
    Dr Matthew Field
    Jameson MG; Oar AJ; Field M; Ho-Shon I; Phan P; Wang D; Descallar J; Pramana A; Vinod S; Koh E; Holloway LC, 2016, 'Correlation of Gross Tumour Volume and metabolic Tumour Volume for non-small cell lung cancer patients', Radiotherapy and Oncology, vol. 118, pp. S51 - S52, http://dx.doi.org/10.1016/s0167-8140(16)30107-4
    Journal articles | 2015
    Dr Matthew Field
    Field M; Stirling D; Pan Z; Ros M; Naghdy F, 2015, 'Recognizing human motions through mixture modeling of inertial data', Pattern Recognition, vol. 48, pp. 2394 - 2406, http://dx.doi.org/10.1016/j.patcog.2015.03.004
    Journal articles | 2014
    Dr Matthew Field
    Chan L; Naghdy F; Stirling D; Field M, 2014, 'Nonlinear bilateral teleoperation using extended active observer for force estimation and disturbance suppression', Robotica, vol. 759, pp. 61 - 86, http://dx.doi.org/10.1017/S0263574714000101
    Journal articles | 2011
    Dr Matthew Field
    Field M; Pan Z; Stirling D; Naghdy F, 2011, 'Human motion capture sensors and analysis in robotics', Industrial Robot, vol. 38, pp. 163 - 171, http://dx.doi.org/10.1108/01439911111106372
  • Conference Papers | 2019
    Dr Matthew Field
    Clifton H; Vial A; Miller A; Ritz C; Field M; Holloway L; Ros M; Carolan M; Stirling D, 2019, 'Using machine learning applied to radiomic image features for segmenting tumour structures', in 2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2019, pp. 1981 - 1988, http://dx.doi.org/10.1109/APSIPAASC47483.2019.9023077
    Conference Papers | 2019
    Dr Matthew Field
    Vial A; Vial PJ; Stirling D; Ros M; Field M, 2019, 'Using Gaussian Mixture Modelling to Analyse Dynamic Body Postures from Multiple Inertial Measurement Units', in 2019, 13th International Conference on Signal Processing and Communication Systems, ICSPCS 2019 - Proceedings, http://dx.doi.org/10.1109/ICSPCS47537.2019.9008749
    Conference Papers | 2018
    Dr Matthew Field
    Vial A; Stirling D; Field M; Ros M; Ritz C; Carolan M; Holloway L; Miller AA, 2018, 'Assessing the prognostic impact of 3D CT image tumour rind texture features on lung cancer survival modelling', in 2017 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2017 - Proceedings, pp. 735 - 739, http://dx.doi.org/10.1109/GlobalSIP.2017.8309057
    Conference Papers | 2018
    Dr Matthew Field
    Vial A; Stirling D; Ros M; Vial PJ; Field M, 2018, 'Modelling dynamic body motion using IMUs positioned on the torso', in 2017, 11th International Conference on Signal Processing and Communication Systems, ICSPCS 2017 - Proceedings, pp. 1 - 6, http://dx.doi.org/10.1109/ICSPCS.2017.8270465
    Conference Papers | 2018
    Dr Matthew Field
    Vial A; Stirling D; Field M; Ros M; Ritz C; Carolan M; Holloway L; Miller AA, 2018, 'A comparative study of machine learning techniques for the improved prediction of NSCLC survival analysis', in 2018 IEEE Nuclear Science Symposium and Medical Imaging Conference, NSS/MIC 2018 - Proceedings, http://dx.doi.org/10.1109/NSSMIC.2018.8824269
    Conference Abstracts | 2018
    Dr Matthew Field
    Satchithanandha A; Hopkins A; Otton J; Kiely B; Tang S; Field M; Batumalai V; Holloway L; Delaney GP; Koh ES, 2018, 'Cardiovascular sequelae in breast cancer patients receiving adjuvant therapy', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, Barcelona, SPAIN, Vol. 127, pp. S716 - S717, presented at 37th Meeting of the European-Society-for-Radiotherapy-and-Oncology (ESTRO), Barcelona, SPAIN, 20 April 2018 - 24 April 2018, http://dx.doi.org/10.1016/S0167-8140(18)31616-5
    Conference Papers | 2016
    Dr Matthew Field
    Walsh S; Field M; Barakat M; Holloway L; Bailey M; Carolan M; Goozee G; Delaney G; Miller A; Sidhom M; Lambin P; Thwaites D; Dekker A, 2016, 'A decision support system for localised prostate cancer treated by external beam radiation therapy', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, pp. S808 - S808, http://dx.doi.org/10.1016/S0167-8140(16)32978-4
    Conference Papers | 2016
    Dr Matthew Field
    Barakat M; Field M; Stirling D; Holloway L; Ghose A; Bailey M; Carolan M; Dekker A; Delaney G; Goozee G; Lehmann J; Lustberg T; Van Soest J; Sykes J; Walsh S; Vinod S; Thwaites D, 2016, 'An Australian radiotherapy decision support system with contextual justification', in RADIOTHERAPY AND ONCOLOGY, ELSEVIER IRELAND LTD, pp. S580 - S580, http://dx.doi.org/10.1016/S0167-8140(16)32474-4
    Conference Papers | 2015
    Dr Matthew Field
    Thwaites D; Holloway L; Bailey M; Barakat S; Carolan M; Delaney G; Field M; Dekker A; Lustberg T; Miller A; Soest JV; Vinod S; Walsh S, 2015, 'SU-E-T-23: A Developing Australian Network for Datamining and Modelling Routine Radiotherapy Clinical Data and Radiomics Information for Rapid Learning and Clinical Decision Support.', in Med Phys, United States, pp. 3335, United States, http://dx.doi.org/10.1118/1.4924384
    Conference Abstracts | 2015
    Dr Matthew Field
    Thwaites D; Holloway L; Bailey M; Barakat S; Carolan M; Delaney G; Field M; Dekker A; Lustberg T; Miller A; van Soest J; Vinod S; Walsh S, 2015, 'A Developing Australian Network for Datamining and Modelling Routine Radiotherapy Clinical Data and Radiomics Information for Rapid Learning and Clinical Decision Support', in MEDICAL PHYSICS, AMER ASSOC PHYSICISTS MEDICINE AMER INST PHYSICS, Anaheim, CA, Vol. 42, pp. 3335 - 3336, presented at 57th Annual Meeting and Exhibition of the American-Association-of-Physicists-in-Medicine (AAPM), Anaheim, CA, 12 July 2015 - 16 July 2015, http://dx.doi.org/10.1118/1.4924384
    Conference Papers | 2013
    Dr Matthew Field
    Field M; Stirling D; Ros M; Pan Z; Naghdy F, 2013, 'Inertial sensing for human motor control symmetry in injury rehabilitation', in 2013 IEEE/ASME International Conference on Advanced Intelligent Mechatronics: Mechatronics for Human Wellbeing, AIM 2013, pp. 1470 - 1475, http://dx.doi.org/10.1109/AIM.2013.6584302
    Conference Papers | 2011
    Dr Matthew Field
    Stirling D; Naghdy F; Naghdy G; Field M; Arunglabi R; Kilpatrick D, 2011, 'Objective functional capacity assessment using inertial sensor', in Proceedings - 2011 1st IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology, HISB 2011, pp. 272 - 277, http://dx.doi.org/10.1109/HISB.2011.36
    Conference Papers | 2009
    Dr Matthew Field
    Field M; Stirling D; Naghdy F; Pan Z, 2009, 'Motion capture in robotics review', in 2009 IEEE International Conference on Control and Automation, ICCA 2009, pp. 1697 - 1702, http://dx.doi.org/10.1109/ICCA.2009.5410185
    Conference Papers | 2008
    Dr Matthew Field
    Field M; Stirling D; Naghdy F; Pan Z, 2008, 'Mixture model segmentation for gait recognition', in Proceedings of the 2008 ECSIS Symposium on Learning and Adaptive Behaviors for Robotic Systems, LAB-RS 2008, pp. 3 - 8, http://dx.doi.org/10.1109/LAB-RS.2008.26
    Conference Papers | 2008
    Dr Matthew Field
    Field M; Stirling D; Naghdy F; Pan Z, 2008, 'Motion segmentation for humanoid control planning', in Proceedings of the 2008 Australasian Conference on Robotics and Automation, ACRA 2008
    Conference Papers | 2007
    Dr Matthew Field
    Field M; Stirling D; Naghdy F; Pan Z, 2007, 'Empirical modelling of human gaits for bipedal robots', in Proceedings of the 2007 Australasian Conference on Robotics and Automation, ACRA 2007

Awards

Grants

Cancer Institute NSW Early Career Researcher Fellowship [ECF181215] ($420,000)
Improving lung cancer outcomes with data-driven prognostic imaging biomarkers in a collaborative medical imaging network. (2019-2022)

Media