Dr Lindsay Lee

PhD

Advanced Manufacturing Research Centre

Technical Fellow for Data Science

A head and shoulders photo of Lindsay Lee
Profile picture of A head and shoulders photo of Lindsay Lee
l.a.lee@sheffield.ac.uk

Full contact details

Dr Lindsay Lee
Advanced Manufacturing Research Centre
Factory 2050
葫芦影业 Business Park
葫芦影业
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). RIS download Bibtex download
  • Rooker T, Smith E, Dominguez-Caballero J, Lee L & Ayvar-Soberanis S (2024) . Procedia CIRP, 130, 1667-1673. RIS download Bibtex download
  • Sansom R, Lee L, Johnson J, Regayre L & Carslaw K (2022) . RIS download Bibtex download
  • Marshall LR, Schmidt A, Johnson JS, Mann GW, Lee LA, Rigby R & Carslaw KS (2021) . Journal of Geophysical Research: Atmospheres, 126(13). RIS download Bibtex download
  • Peace AH, Carslaw KS, Lee LA, Regayre LA, Booth BBB, Johnson JS & Bernie D (2020) . Environmental Research Letters, 15(9). RIS download Bibtex download
  • Bellouin N, Davies W, Shine KP, Quaas J, M眉lmenst盲dt J, Forster PM, Smith C, Lee L, Regayre L, Brasseur G , Sudarchikova N et al (2020) . Earth System Science Data, 12(3), 1649-1677. RIS download Bibtex download
  • Wild O, Voulgarakis A, O'Connor F, Lamarque J-F, Ryan EM & Lee L (2020) . Atmospheric Chemistry and Physics, 20(7), 4047-4058. RIS download Bibtex download
  • Peace A, Booth B, Carslaw K, Regayre L, Lee L, Sexton D & Rostron J (2020) . RIS download Bibtex download
  • Deaconu LT, Watson-Parris D, Stier P & Lee L (2020) . RIS download Bibtex download
  • Bellouin N, Davies W, Shine KP, Quaas J, M眉lmenst盲dt J, Forster PM, Smith C, Lee L, Regayre L, Brasseur G , Sudarchikova N et al (2020) . RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Wild O, Voulgarakis A, O'Connor F, Lamarque J-F, Ryan EM & Lee L (2019) . RIS download Bibtex download
  • 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. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Ryan E, Wild O, Voulgarakis A & Lee L (2018) . Geoscientific Model Development, 11(8), 3131-3146. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Timmreck C, Mann GW, Aquila V, Hommel R, Lee LA, Schmidt A, Br眉hl C, Carn S, Chin M, Dhomse SS , Diehl T et al (2018) . Geoscientific Model Development, 11(7), 2581-2608. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Johnson JS, Regayre LA, Yoshioka M, Pringle KJ, Lee LA, Sexton D, Rostron J, Booth BBB & Carslaw KS (2018) . RIS download Bibtex download
  • Regayre L, Johnson J, Yoshioka M, Pringle K, Sexton D, Booth B, Lee L, Bellouin N & Carslaw K (2018) . RIS download Bibtex download
  • Regayre L, Johnson J, Yoshioka M, Pringle K, Sexton D, Booth B, Lee L, Bellouin N & Carslaw K (2018) . RIS download Bibtex download
  • Carslaw K, Lee L, Regayre L & Johnson J (2018) . Eos, 99. RIS download Bibtex download
  • Timmreck C, Mann GW, Aquila V, Hommel R, Lee LA, Schmidt A, Br眉hl C, Carn S, Chin M, Dhomse SS , Diehl T et al (2018) . RIS download Bibtex download
  • Timmreck C, Mann GW, Aquila V, Hommel R, Lee LA, Schmidt A, Br眉hl C, Carn S, Chin M, Dhomse SS , Diehl T et al (2018) . RIS download Bibtex download
  • Ryan E, Wild O, O'Connor F, Voulgarakis A & Lee L (2017) . RIS download Bibtex download
  • Ryan E, Wild O, O'Connor F, Voulgarakis A & Lee L (2017) . RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Yang H, Dobbie S, Ramirez鈥怴illegas 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. RIS download Bibtex download
  • Lee LA, Reddington CL & Carslaw KS (2016) . Proceedings of the National Academy of Sciences (PNAS), 113(21), 5820-5827. RIS download Bibtex download
  • Barkemeyer R, Preuss L & Lee L (2015) . Accounting Forum, 39(4), 349-365. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Barkemeyer R, Preuss L & Lee L (2015) . Journal of World Business, 50(2), 312-325. RIS download Bibtex download
  • Johnson JS, Cui Z, Lee LA, Gosling JP, Blyth AM & Carslaw KS (2015) . Journal of Advances in Modeling Earth Systems, 7(1), 162-187. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Hamilton DS, Lee LA, Pringle KJ, Reddington CL, Spracklen DV & Carslaw KS (2014) . Proceedings of the National Academy of Sciences, 111(52), 18466-18471. RIS download Bibtex download
  • Pope RJ, Chipperfield MP, Savage NH, Ord贸帽ez C, Neal LS, Lee LA, Dhomse SS & Richards NAD (2014) . RIS download Bibtex download
  • 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) . RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Lee L (2013) . Significance, 10(5), 34-39. RIS download Bibtex download
  • Carslaw KS, Lee LA, Reddington CL, Mann GW & Pringle KJ (2013) . Faraday Discussions, 165, 495-495. RIS download Bibtex download
  • Lee LA, Pringle KJ, Reddington CL, Mann GW, Stier P, Spracklen DV, Pierce JR & Carslaw KS (2013) . RIS download Bibtex download
  • Pope RJ, Chipperfield MP, Savage NH, Ord贸帽ez C, Neal LS, Lee LA, Dhomse SS, Richards NAD & Keslake TD () . Atmospheric Chemistry and Physics, 15(10), 5611-5626. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Lee LA, Pringle KJ, Reddington CL, Mann GW, Stier P, Spracklen DV, Pierce JR & Carslaw KS () . Atmospheric Chemistry and Physics, 13(18), 9375-9377. RIS download Bibtex download
  • Lee LA, Pringle KJ, Reddington CL, Mann GW, Stier P, Spracklen DV, Pierce JR & Carslaw KS () . Atmospheric Chemistry and Physics, 13(17), 8879-8914. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Dunne EM, Lee LA, Reddington CL & Carslaw KS () . Atmospheric Chemistry and Physics, 12(23), 11573-11587. RIS download Bibtex download
  • Lee LA, Carslaw KS, Pringle KJ & Mann GW () . Atmospheric Chemistry and Physics, 12(20), 9739-9751. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Lee LA, Carslaw KS, Pringle KJ, Mann GW & Spracklen DV () . Atmospheric Chemistry and Physics, 11(23), 12253-12273. RIS download Bibtex download
  • 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. RIS download Bibtex download

Chapters

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

Conference proceedings papers

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

Preprints

  • Sansom RWN, Carslaw KS, Lee L & Johnson JS (2024) , Authorea, Inc.. RIS download Bibtex download
  • Dunne EM, Lee LA, Reddington CL & Carslaw KS (2012) , Copernicus GmbH. RIS download Bibtex download
  • Lee LA, Carslaw KS, Pringle KJ & Mann GW (2012) , Copernicus GmbH. RIS download Bibtex download
  • 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. RIS download Bibtex download
  • Lee LA, Carslaw KS, Pringle K, Mann GW & Spracklen DV (2011) , Copernicus GmbH. RIS download Bibtex download
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 e铿ects of uncertainty in aerosol radiative forcing

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

Professional activities and memberships

Fellow of Royal Statistical Society