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Associate Professor, School of Mathematical Sciences, University College Dublin, 2007-Present PhD (Statistics), Yale University, 1999. Associate editor of Annals of Applied Statistics. Associate editor of Statistics and Computing. Review Article editor of Statistical Analysis and Data Mining. |
| Computational Statistics; Mixture Models; Cluster Analysis; Classification; Bayesian Methods; Latent Variable Models; High-dimensional Data; Rank Data; Network Models |
| Salter-Townshend, M. and Murphy, T.B. (2012) 'Sentiment Analysis of Online Media' In: Lausen, B., van del Poel, D. and Ultsch, A (eds). Algorithms from and for Nature and Life. Heidelberg: Springer. [Details] |
| Gormley, I.C. and Murphy, T.B.; (2011) 'Mixture of Experts Modelling with Social Science Applications' In: Mengersen, K., Robert, C.P. and Titterington, D.M (eds). Mixture Estimation and Applications. New York: Wiley. [DOI] [Details] |
| Gormley, I.C. and Murphy, T.B.; (2010) 'Clustering ranked preference data using sociodemographic covariates' In: S. Hess and A. Daly (eds). Choice Modelling: The State-of-the-Art and the State-of-Practice. United Kingdom: Emerald. [Details] |
| Gormley, I.C. and Murphy, T.B.; (2007) 'A Latent Space Model for Rank Data' In: E. Airoldi, D. M. Blei, S. E. Fienberg, A. Goldenberg, E. P. Xing and A. X. Zheng (eds). Statistical Network Analysis: Models, Issues and New Directions. Berlin: Springer. [DOI] [Details] |
| Gormley, I.C. and Murphy, T.B.; (2007) 'Expectation Maximization Algorithm' In: F. Ruggeri, R. Kennett and F. W. Faltin (eds). Encyclopedia of Statistics in Quality and Reliability. Chichester: Wiley. [DOI] [Details] |
Gormley, I.C. and Murphy, T.B.; (2006) 'Discussion of "Estimating the Integrated Likelihood via Posterior Simulation using the Harmonic Mean Inequality by Raftery et al"' In: J. M. Bernardo, M. J. Bayarri, J. O. Berger, A. P. Dawid, D. Heckerman, A. F. M. Smith and M. West (eds). Bayesian Statistics 8. Oxford: Oxford University Press.  [Details] |
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| Murphy, T.B.; (2002) 'Bayesian Robustness for Multivariate Problems' In: C. Cuadras, J. Fortiana, and J. Rodríguez Lallena (eds). Distributions with Given Marginals and Statistical Modelling. Boston: Kluwer. [Details] | |||||||||
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| O Hagan, A, Murphy, T.B. and Gormley, I.C. (2012) 'Computational aspects of fitting mixture models via the Expectation-Maximisation algorithm'. Computational Statistics & Data Analysis, . [DOI] [Details] |
| Salter-Townshend, M, White, A., Gollini, I, Murphy, T.B.; (2012) 'Review of Statistical Network Modelling: Models, Algorithms and Software'. Statistical Analysis and Data Mining, . [DOI] [Details] |
| Oon, S.F., Fanning, D.M., Fan, Y., Boyce, S., Murphy, T.B., Fitzpatrick, J.M. and Watson, R.W.G.; (2012) 'The identification and validation of a preoperative serum biomarker panel to determine extracapsular extension in patients with prostate cancer'. Prostate, . [DOI] [Details] |
| Toher, D., Downey, G. and Murphy, T.B.; (2011) 'Semi-Supervised Linear Discriminant Analysis'. Journal of Chemometrics, . [DOI] [Details] |
| Fan, Y., Murphy, T.B., Byrne, J., Brennan, L., Fitzpatrick, J. and Watson, R.W.G.; (2011) 'Applying Random Forests to identify biomarker panels in serum 2D-DIGE data for the detection and staging of prostate cancer'. Journal of Proteome Research, 10 (3):1361-1373. [DOI] [Details] |
| Arnold, J.A., Saldova, R., Galligan, M.C., Murphy, T.B., Mimura-Kimura, Y., Telford, J.E., Godwin, A.K., Rudd, P. M.; (2011) 'Novel Glycan Biomarkers for the Detection of Lung Cancer'. Journal of Proteome Research, 10 (4):1755-1764. [DOI] [Details] | |||||||||
| Galvin, R., Cusack, T., O'Grady, E., Murphy, T.B., Stokes, E. ; (2011) 'Family mediated exercise intervention [FAME]: evaluation of a novel form of exercise delivery after stroke'. Stroke, 42 :681-686. [DOI] [Details] |
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| Stokes, EK, O'Connell, C and Murphy, B; (2011) 'An investigation into fatigue post stroke and its multidimensional nature'. Advances in Physiotherapy, 13 (1):2-10. [DOI] [Details] | |||||||||
| Murphy, T.B., Dean, N. and Raftery, A.E.; (2010) 'Variable Selection and Updating in Model-Based Discriminant Analysis for High Dimensional Data with Food Authenticity Applications'. Annals of Applied Statistics, 4 (1):396-421. [DOI] [Details] |
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| McNicholas, P.D. and Murphy, T.B.; (2010) 'Model-Based Clustering of Microarray Expression Data via Latent Gaussian Mixture Models'. Bioinformatics, 26 (21):2705-2712. [DOI] [Details] | |||||||||
| Gormley, I.C. and Murphy, T.B.; (2010) 'A Mixture of Experts Latent Position Cluster Model for Social Network Data'. Statistical Methodology, 7 (3):385-405. [DOI] [Details] | |||||||||
| McNicholas, P.D. and Murphy, T.B.; (2010) 'Model-based clustering of longitudinal data'. Canadian Journal of Statistics, 38 (1):153-168. [DOI] [Details] | |||||||||
| McNicholas, P.D., Murphy, T.B., McDaid, A.F. and Frost, D.; (2010) 'Serial and Parallel Implementations of Model-Based Clustering via Parsimonious Gaussian Mixture Models'. Computational Statistics & Data Analysis, 54 (3):711-723. [DOI] [Details] | |||||||||
| Rowan, F., Docherty, N.G., Murphy, M., Murphy, T.B., Coffey, J.C. and O'Connell, P.R.; (2010) 'Bacterial colonisation of colonic crypts correlates with disease activity in ulcerative colitis'. Annals of Surgery, 252 (5):869-875. [DOI] [Details] | |||||||||
| Rowan, F., Docherty, N.G., Murphy, M., Murphy, T.B., Coffey, J.C. and O'Connell, P.R.; (2010) 'Desulfovibrio bacterial species are increased in ulcerative colitis'. Diseases of the Colon and Rectum, 53 (11):1530-1536. [DOI] [Details] | |||||||||
| Gormley, I.C. and Murphy, T.B.; (2009) 'A grade of membership model for rank data'. Bayesian Analysis, 4 (2):265-296. [DOI] [Details] | |||||||||
| Fan, Y., Murphy, T.B. and Watson, R.W.G.; (2009) 'digeR: a Graphical User Interface R package for analyzing 2D DIGE data'. Bioinformatics, 25 (22):3033-3034. [DOI] [Details] | |||||||||
| Gormley, I.C. and Murphy, T.B.; (2008) 'Exploring Voting Blocs within the Irish Electorate: A Mixture Modelling Approach'. Journal of the American Statistical Association, 103 (483):1014-1027. [DOI] [Details] | |||||||||
| McNicholas, P. D., Murphy, T. B., ; (2008) 'Parsimonious Gaussian mixture models'. Statistics and Computing, 18 (3):285-296. [DOI] [Details] | |||||||||
| Gormley, I.C. and Murphy, T.B.; (2008) 'A Mixture of Experts Model for Rank Data with Applications in Election Studies'. Annals of Applied Statistics, 2 (4):1452-1477. [DOI] [Details] | |||||||||
| McNicholas, P. D., Murphy, T. B., O'Regan, M., ; (2008) 'Standardising the lift of an association rule'. Computational Statistics & Data Analysis, 52 (10):4712-4721. [DOI] [Details] | |||||||||
| Coote, S., Murphy, T.B., Harwin, W. and Stokes, E.K.; (2008) 'The effect of the GENTLE/s robot-mediated therapy system on arm function after stroke'. Clinical Rehabilitation, 22 (5):395-405. [DOI] [Details] | |||||||||
| Galvin R., Murphy T.B., Cusack T. and Stokes E.; (2008) 'The Impact of Increased Duration of Exercise Therapy on Functional Recovery Following Stroke — What Is the Evidence?'. Topics in Stroke Rehabilitation, 15 (4):365-377. [DOI] [Details] | |||||||||
| Toher, D., Downey, G. and Murphy, T.B.; (2007) 'A comparison of model-based and regression classification techniques applied to near infrared spectroscopic data in food authentication studies'. Chemometrics and Intelligent Laboratory Systems, 89 (2):102-115. [DOI] [Details] | |||||||||
| Kennedy, N., Stokes, E., O'Shea, E., Murphy, T.B., Bresnihan, B. and FitzGerald, O.; (2007) 'Inpatient and Outpatient Rehabilitation for Patients with Rheumatoid Arthritis: A Clinical and Economic Assessment'. Journal of Medical Economics, 10 (4):515-528. [DOI] [Details] | |||||||||
| Gormley, I.C. and Murphy, T.B.; (2007) 'Discussion of "Model-based Clustering for Social Networks" by Handcock, Raftery and Tantrum'. Journal of the Royal Statistical Society Series A-Statistics in Society, 170 (2):327-327. [DOI] [Details] | |||||||||
| Murphy, T.B.; (2007) 'Discussion of "Association Rule Analysis of CAO Data by McNicholas"'. Journal of Statistical & Social Inquiry Society of Irl, 36 (1):79-80. [Details] |
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| Dean, N., Downey, G. and Murphy, T.B.; (2006) 'Using Unlabelled Data To Update Classification Rules With Applications In Food Authenticity Studies'. Journal of the Royal Statistical Society: Series C (Applied Statistics), 55 (1):1-14. [DOI] [Details] | |||||||||
| Gormley, I.C. and Murphy, T.B.; (2006) 'Analysis of Irish Third-Level College Applications Data'. Journal of the Royal Statistical Society Series A-Statistics in Society, 169 (2):361-380. [DOI] [Details] | |||||||||
| Murphy, T.B. and Gormley, I.C.; (2006) 'Discussion of Bayesian palaeoclimate reconstruction by Haslett et al'. Journal of the Royal Statistical Society Series A-Statistics in Society, 169 (3):434-435. [DOI] [Details] | |||||||||
| Murphy, T.B. and Martin, D.; (2003) 'Mixtures of Distance-Based Models for Ranking Data'. Computational Statistics and Data Analysis, 41 (3-4):645-655. [DOI] [Details] | |||||||||
| Hartigan, J.A. and Murphy, T.B.; (2002) 'Inferred Probabilities'. Journal of Statistical Planning and Inference, 105 (1):23-34. [DOI] [Details] | |||||||||
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| Rowan F, Docherty NG, Murphy M, Murphy TB, Coffey JC, O'Connell PR; (2011) 'Ileal pouch microbial diversity' Annals of Surgery 254 (4) :669-670. [DOI] [Details] |
| Rowan, F., Docherty, N.G., Murphy, M., Murphy, T.B., Coffey, J.C. and O'Connell, P.R.; (2010) 'Desulfovibrio bacterial species are increased in ulcerative colitis' Diseases of the Colon and Rectum 53 (4) :541-541. [Details] |
| Fanning, D.M., Fan, Y., Murphy, B., Klocker, H., Horninger, W., Fitzpatrick, J.M., Watson, R.W.G.; (2010) 'A profile of prostate cancer in Ireland --- development and internal validation of a novel panel of blood biomarkers' Irish Journal of Medical Science 179 (Suppl. 6) :238-239. [Details] |
| Galvin, R., Murphy, B., Cusack, T. and Stokes, E.; (2008) 'The impact of increased duration of exercise therapy on function recovery following stroke' Irish Journal of Medical Science 177 (Supplement 9) :319-320. [DOI] [Details] |
| Coote S, Murphy B, Stokes EK,; (2003) 'Robot mediated therapy for the upper extremity post stroke - a single case study' Syn'apse Spring :42-42. [Details] |
| Kennedy N., Murphy B., Stokes E.K. and Fitzgerald O.; (2003) 'A randomised trial of inpatient versus outpatient care for patients with rheumatoid arthritis' Rheumatology 42 (Suppl 1) :93-93. [Details] | |||||||||
| Jennings, A., Lyons, M., Murphy, F., Walsh, C., Wright, G., Murphy, B. and Stokes, E.K. ; (2001) 'Predictive nature of routinely used interdisciplinary assessment tools' Irish Journal of Medical Science 170 (4 (Suppl 3)) :118-119. [Details] | |||||||||
| Silke, C., Murphy, M., Busteed, S., Murphy, T.B., Phelan, M. and Molloy, M.; (2001) 'Does heavy caffeine ingestion affect the efficacy of methotrexate?' Annals of Rheumatic Diseases 60 (7 (Suppl)) :614-614. [Details] | |||||||||
| Kennedy, N., Murphy, B., Fitzgerald, O., Stokes, E.; (2001) 'A pilot study of a randomised trial of inpatient versus outpatient care for patients with rheumatoid arthritis' Physiotherapy Ireland 22 (1) :24-25. [Details] | |||||||||
| Silke, C., Murphy, M.S., Murphy, T.B., Phelan, M.; (2000) 'Effect of coffee intake on likelihood of methotrexate withdrawal in the treatment of arthritis' Irish Journal of Medical Science 169 (4) :304-304. [Details] | |||||||||
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| White, A., Chan, J., Hayes, C. and Murphy, T.B.; (2012) Mixed Membership Models for Exploring User Roles in Online Fora . In: Ellison, N., Shanahan, J.G. and Tufekci, Z eds. Sixth International AAAI Conference on Weblogs and Social Media (ICWSM 2012) [Details] |
| Salter-Townshend, M. and Murphy, T.B.; (2011) Sentiment Analysis of Online Media Proceedings of the 58th Congress of the International Statistical Institute Dublin, Ireland, [Details] |
| Galligan, M., Campbell, M.C., Saldova, R., Rudd, P.M. and Murphy, T.B.; (2011) Application of Compositional Models for Glycan HILIC Data . In: Egozcue, J.J., Tolosana-Delgado, R. and Ortego, M.I eds. 4th International Workshop on Compositional Data Analysis [Details] |
| Ali, A., Murphy, T.B., Carr, H. and Meila; (2010) Preferences in college applications - a nonparametric Bayesian analysis of top-10 rankings NIPS Workshop on Computational Social Science and the Wisdom of Crowds [Details] |
| Salter-Townshend, M. and Murphy, TB.; (2009) Variational Bayesian inference for the latent position cluster model NIPS Workshop on Analyzing Networks and Learning with Graphs [Details] |
| Coote, S., Stokes, E.K., Murphy T.B. and Harwin, W.S.; (2003) The effect of GENTLE/s robot mediated therapy on upper extremity function post stroke Proceedings of the 8th International Conference on Rehabilitation Robotics (ICORR 2003) South Korea, , pp.59-61 [Details] | |||||||||
| Coote, S., Murphy, B. and Stokes, E.K.; (2003) The effect of robot mediated therapy on upper extremity function post-stroke Proceedings of the 14th Congress ofthe World Confederation for Physical Therapy [Details] | |||||||||
| Noel, S., Jennings, A., Lyons, M., Murphy, F., O'Hara, G.,Walsh, C., Wright, G., Murphy, B. and Stokes, E.K.; (2003) Can we predict discharge destination and ability in older people? Proceedings of the 14th Congress of the World Confederation for Physical Therapy [Details] | |||||||||
| Kennedy N., Murphy B., O'Shea E. and Stokes E.K.; (2003) A randomised trial of inpatient versus outpatient care for patients with rheumatoid arthritis Proceedings of the 14th Congress of the World Confederation for Physical Therapy [Details] | |||||||||
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| Year: 2006. Title: Associate Editor for Statistics & Computing |
| Year: 2007. Title: Associate Editor for Annals of Applied Statistics |
| Year: 2010. Title: Review Article Editor for Statistical Analysis and Data Mining |
| Year: 2010. Title: Durand Smith, MD Award |
| Association: International Statistical Institute, Function/Role: Elected Member |
| Association: American Statistical Association, Function/Role: Member |
| Association: Institute of Mathematical Statistics, Function/Role: Member |
| Association: Royal Statistical Society, Function/Role: Fellow |
| Association: International Society for Bayesian Analysis, Function/Role: Member |
| Association: Irish Statistical Association, Function/Role: Member | |||||||||
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| Employer: School of Mathematical Sciences, University College Dublin Position: Associate Professor of Statistics |
| Employer: Department of Statistics, Trinity College Dublin Position: Lecturer in Statistics |
| Employer: Center Statistics and the Social Sciences, University of Washington, Seattle Position: Visiting Scholar |
| Year 1999 Institution: Yale University, CT Qualification: PhD Subject: |
| Year 1997 Institution: Yale University, CT Qualification: MA Subject: |
| Year 1995 Institution: University College Cork Qualification: MSc Subject: |
| Year 1994 Institution: University College Cork Qualification: BSc Subject: |
| Year 2004 Institution: University of Dublin Qualification: MA Subject: j.o. |
| Ignite Dublin #4 Presentation (http://www.youtube.com/user/IgniteDublin#p/f/1/0HyiHkBwqBw) |
| Nial Friel (School of Mathematical Sciences) Claire Gormley (School of Mathematical Sciences) William Watson (Conway Institute) Pauline Rudd (Conway Institute & NIBRT) Matthew Campbell (Conway Institute & NIBRT) Patrick Mallon (School of Medicine and Medical Science & Mater Misercordiae Hospital) |
| Adrian Raftery (University of Washington) Nema Dean (University of Glasgow) Paul McNicholas (University of Guelph) John Hartigan (Yale) Gerard Downey (Teagasc) Myra O'Regan (Trinity College Dublin) Emma Stokes (Trinity College Dublin) |
