Lee, Lindsay, Dr

Dr Lindsay Lee

PhD

Advanced Manufacturing Research Centre

Technical Fellow for Data Science

A head and shoulders photo of Lindsay Lee

l.a.lee@sheffield.ac.uk

Factory 2050

Full contact details

Dr Lindsay Lee
Advanced Manufacturing Research Centre
Factory 2050
91ֱ�� Business Park
91ֱ��
S9 1ZA

Profile: Lindsay holds the role of Technical Fellow for Data Science at AMRC, where she leverages her extensive 15+ years of expertise in statistics and machine learning. Her proficiency lies in applying these techniques to address intricate challenges in manufacturing and climate science domains. Lindsay's impactful work, showcasing the potential of statistics and machine learning in enhancing domain knowledge, has been featured in renowned publications such as Nature, The Proceedings of the National Academy of Sciences, and the RSS Significance Magazine. She is deeply enthusiastic about demystifying the realms of statistics and machine learning and has achieved this through engaging public lectures delivered for esteemed organizations like the Royal Statistical Society and the Royal Meteorological Society.

Research interests: Statistics
Machine Learning
Explainable AI
Uncertainty Quantification of Computer Simulation
Experimental Design
Data Quality and Management

Publications

Journal articles

Sansom RWN, Carslaw KS, Johnson JS & Lee L (2024) . Journal of Advances in Modeling Earth Systems, 16(9).
Rooker T, Smith E, Dominguez-Caballero J, Lee L & Ayvar-Soberanis S (2024) . Procedia CIRP, 130, 1667-1673.
Sansom R, Lee L, Johnson J, Regayre L & Carslaw K (2022) .
Marshall LR, Schmidt A, Johnson JS, Mann GW, Lee LA, Rigby R & Carslaw KS (2021) . Journal of Geophysical Research: Atmospheres, 126(13).
Peace AH, Carslaw KS, Lee LA, Regayre LA, Booth BBB, Johnson JS & Bernie D (2020) . Environmental Research Letters, 15(9).
Bellouin N, Davies W, Shine KP, Quaas J, Mülmenstädt J, Forster PM, Smith C, Lee L, Regayre L, Brasseur G , Sudarchikova N et al (2020) . Earth System Science Data, 12(3), 1649-1677.
Wild O, Voulgarakis A, O'Connor F, Lamarque J-F, Ryan EM & Lee L (2020) . Atmospheric Chemistry and Physics, 20(7), 4047-4058.
Peace A, Booth B, Carslaw K, Regayre L, Lee L, Sexton D & Rostron J (2020) .
Deaconu LT, Watson-Parris D, Stier P & Lee L (2020) .
Bellouin N, Davies W, Shine KP, Quaas J, Mülmenstädt J, Forster PM, Smith C, Lee L, Regayre L, Brasseur G , Sudarchikova N et al (2020) .
Yoshioka M, Regayre LA, Pringle KJ, Johnson JS, Mann GW, Partridge DG, Sexton DMH, Lister GMS, Schutgens N, Stier P , Kipling Z et al (2019) . Journal of Advances in Modeling Earth Systems, 11(11), 3728-3754.
Wild O, Voulgarakis A, O'Connor F, Lamarque J-F, Ryan EM & Lee L (2019) .
Marshall L, Johnson JS, Mann GW, Lee L, Dhomse SS, Regayre L, Yoshioka M, Carslaw KS & Schmidt A (2019) . Journal of Geophysical Research: Atmospheres, 124(2), 964-985.
Johnson JS, Regayre LA, Yoshioka M, Pringle KJ, Lee LA, Sexton DMH, Rostron JW, Booth BBB & Carslaw KS (2018) . Atmospheric Chemistry and Physics, 18(17), 13031-13053.
Ryan E, Wild O, Voulgarakis A & Lee L (2018) . Geoscientific Model Development, 11(8), 3131-3146.
Regayre LA, Johnson JS, Yoshioka M, Pringle KJ, Sexton DMH, Booth BBB, Lee LA, Bellouin N & Carslaw KS (2018) . Atmospheric Chemistry and Physics, 18(13), 9975-10006.
Timmreck C, Mann GW, Aquila V, Hommel R, Lee LA, Schmidt A, Brühl C, Carn S, Chin M, Dhomse SS , Diehl T et al (2018) . Geoscientific Model Development, 11(7), 2581-2608.
Ivanovic RF, Gregoire LJ, Burke A, Wickert AD, Valdes PJ, Ng HC, Robinson LF, McManus JF, Mitrovica JX, Lee L & Dentith JE (2018) . Paleoceanography and Paleoclimatology, 33(7), 807-824.
Johnson JS, Regayre LA, Yoshioka M, Pringle KJ, Lee LA, Sexton D, Rostron J, Booth BBB & Carslaw KS (2018) .
Regayre L, Johnson J, Yoshioka M, Pringle K, Sexton D, Booth B, Lee L, Bellouin N & Carslaw K (2018) .
Regayre L, Johnson J, Yoshioka M, Pringle K, Sexton D, Booth B, Lee L, Bellouin N & Carslaw K (2018) .
Carslaw K, Lee L, Regayre L & Johnson J (2018) . Eos, 99.
Timmreck C, Mann GW, Aquila V, Hommel R, Lee LA, Schmidt A, Brühl C, Carn S, Chin M, Dhomse SS , Diehl T et al (2018) .
Timmreck C, Mann GW, Aquila V, Hommel R, Lee LA, Schmidt A, Brühl C, Carn S, Chin M, Dhomse SS , Diehl T et al (2018) .
Ryan E, Wild O, O'Connor F, Voulgarakis A & Lee L (2017) .
Ryan E, Wild O, O'Connor F, Voulgarakis A & Lee L (2017) .
Reddington CL, Carslaw KS, Stier P, Schutgens N, Coe H, Liu D, Allan J, Browse J, Pringle KJ, Lee LA , Yoshioka M et al (2017) . Bulletin of the American Meteorological Society, 98(9), 1857-1877.
Yang H, Dobbie S, Ramirez‐Villegas J, Feng K, Challinor AJ, Chen B, Gao Y, Lee L, Yin Y, Sun L , Watson J et al (2016) . Geophysical Research Letters, 43(22), 11,786-11,795.
Lee LA, Reddington CL & Carslaw KS (2016) . Proceedings of the National Academy of Sciences (PNAS), 113(21), 5820-5827.
Barkemeyer R, Preuss L & Lee L (2015) . Accounting Forum, 39(4), 349-365.
Regayre LA, Pringle KJ, Lee LA, Rap A, Browse J, Mann GW, Reddington CL, Carslaw KS, Booth BBB & Woodhouse MT (2015) . Journal of Climate, 28(17), 6589-6607.
Barkemeyer R, Preuss L & Lee L (2015) . Journal of World Business, 50(2), 312-325.
Johnson JS, Cui Z, Lee LA, Gosling JP, Blyth AM & Carslaw KS (2015) . Journal of Advances in Modeling Earth Systems, 7(1), 162-187.
Regayre LA, Pringle KJ, Booth BBB, Lee LA, Mann GW, Browse J, Woodhouse MT, Rap A, Reddington CL & Carslaw KS (2014) . Geophysical Research Letters, 41(24), 9040-9049.
Hamilton DS, Lee LA, Pringle KJ, Reddington CL, Spracklen DV & Carslaw KS (2014) . Proceedings of the National Academy of Sciences, 111(52), 18466-18471.
Pope RJ, Chipperfield MP, Savage NH, Ordóñez C, Neal LS, Lee LA, Dhomse SS & Richards NAD (2014) .
Mann GW, Carslaw KS, Reddington CL, Pringle KJ, Schulz M, Asmi A, Spracklen DV, Ridley DA, Woodhouse MT, Lee LA , Zhang K et al (2013) .
Carslaw KS, Lee LA, Reddington CL, Pringle KJ, Rap A, Forster PM, Mann GW, Spracklen DV, Woodhouse MT, Regayre LA & Pierce JR (2013) . Nature, 503(7474), 67-71.
Lee L (2013) . Significance, 10(5), 34-39.
Carslaw KS, Lee LA, Reddington CL, Mann GW & Pringle KJ (2013) . Faraday Discussions, 165, 495-495.
Lee LA, Pringle KJ, Reddington CL, Mann GW, Stier P, Spracklen DV, Pierce JR & Carslaw KS (2013) .
Pope RJ, Chipperfield MP, Savage NH, Ordóñez C, Neal LS, Lee LA, Dhomse SS, Richards NAD & Keslake TD () . Atmospheric Chemistry and Physics, 15(10), 5611-5626.
Mann GW, Carslaw KS, Reddington CL, Pringle KJ, Schulz M, Asmi A, Spracklen DV, Ridley DA, Woodhouse MT, Lee LA , Zhang K et al () . Atmospheric Chemistry and Physics, 14(9), 4679-4713.
Lee LA, Pringle KJ, Reddington CL, Mann GW, Stier P, Spracklen DV, Pierce JR & Carslaw KS () . Atmospheric Chemistry and Physics, 13(18), 9375-9377.
Lee LA, Pringle KJ, Reddington CL, Mann GW, Stier P, Spracklen DV, Pierce JR & Carslaw KS () . Atmospheric Chemistry and Physics, 13(17), 8879-8914.
Laakso L, Merikanto J, Vakkari V, Laakso H, Kulmala M, Molefe M, Kgabi N, Mabaso D, Carslaw KS, Spracklen DV , Lee LA et al () . Atmospheric Chemistry and Physics, 13(4), 1957-1972.
Dunne EM, Lee LA, Reddington CL & Carslaw KS () . Atmospheric Chemistry and Physics, 12(23), 11573-11587.
Lee LA, Carslaw KS, Pringle KJ & Mann GW () . Atmospheric Chemistry and Physics, 12(20), 9739-9751.
Mann GW, Carslaw KS, Ridley DA, Spracklen DV, Pringle KJ, Merikanto J, Korhonen H, Schwarz JP, Lee LA, Manktelow PT , Woodhouse MT et al () . Atmospheric Chemistry and Physics, 12(10), 4449-4476.
Lee LA, Carslaw KS, Pringle KJ, Mann GW & Spracklen DV () . Atmospheric Chemistry and Physics, 11(23), 12253-12273.
Reddington CL, Carslaw KS, Spracklen DV, Frontoso MG, Collins L, Merikanto J, Minikin A, Hamburger T, Coe H, Kulmala M , Aalto P et al () . Atmospheric Chemistry and Physics, 11(23), 12007-12036.

Chapters

Lee L, Srivastava PK & Petropoulos GP (2017) , Sensitivity Analysis in Earth Observation Modelling (pp. 3-24). Elsevier

Conference proceedings papers

Carslaw KS, Lee LA, Pringle KJ, Mann GW, Spracklen DV, Stier P & Pierce JR (2013) . AIP Conference Proceedings

Preprints

Sansom RWN, Carslaw KS, Lee L & Johnson JS (2024) , Authorea, Inc..
Dunne EM, Lee LA, Reddington CL & Carslaw KS (2012) , Copernicus GmbH.
Lee LA, Carslaw KS, Pringle KJ & Mann GW (2012) , Copernicus GmbH.
Mann GW, Carslaw KS, Ridley DA, Spracklen DV, Pringle KJ, Merikanto J, Korhonen H, Schwarz JP, Lee LA, Manktelow PT , Woodhouse MT et al (2012) , Copernicus GmbH.
Lee LA, Carslaw KS, Pringle K, Mann GW & Spracklen DV (2011) , Copernicus GmbH.

Grants: EUROPEAN COMMISSION - HORIZON 2020, FORCeS Oct 2019-Mar 2023, GBP 8,497 as UoS PI, Led by Stockholm University with 23 partners from 12 countries.

Teaching activities

PhD supervision (completed):

Rachel Sansom (University of Leeds) - Statistical methods to quantify and visualise the complex behaviour of clouds in the climate system
Amy Peace - Quantifying the effect of uncertainties in aerosols on near-term climate projections
Leighton Regayre - Quantifying and interpreting the climatic eﬀects of uncertainty in aerosol radiative forcing

Previously led teaching in Time Series Analysis for BSc Applied Statistics students at 91ֱ�� Hallam University and Statistics for Environmental Science at University of Leeds.

Professional activities and memberships: Fellow of Royal Statistical Society

91ֱ��

AMRC, AMRC Training Centre and Nuclear AMRC

AMRC, AMRC Training Centre and Nuclear AMRC

Dr Lindsay Lee

Journal articles

Chapters

Conference proceedings papers

Preprints