Dr Matt Ellis

School of Computer Science

Lecturer in Machine Learning

Member of the Machine Learning research group

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m.o.ellis@sheffield.ac.uk
+44 114 222 1949

Full contact details

Dr Matt Ellis
School of Computer Science
Regent Court (DCS)
211 Portobello
ºù«Ӱҵ
S1 4DP
Profile

Dr Matthew Ellis is a Lecturer in Machine Learning and member of the Machine Learning Group at the Department of Computer Science.

He graduated with a MPhys in Theoretical Physics from the University of York in 2011, before staying at York to undertake a PhD in Physics under Prof. Roy Chantrell.

After completing his PhD in 2015 he joined the group of Prof. Stefano Sanvito at Trinity College Dublin as a post-doctoral research fellow. In 2019, he joined the University of ºù«Ӱҵ as a post-doctoral research associate in the Bio-Inpsired Machine Learning group under Prof. Eleni Vasilaki developing machine learning models for neuromorphic computing in collaboration with the Department of Materials Science.

Research interests

Dr Ellis is interested in developing energy efficient machine learning algorithms and systems based on neuromorphic computing. In particular, he is interested in developing models of physical systems that can be utilised as machine learning processing devices, such as devices for physical reservoir computing or neuromorphic hardware based on magnetic systems. Beyond machine learning he is interested in developing large scale models of magnetic devices including developing gpu accelerated models.

Publications

Show: Featured publications All publications

Journal articles

  • Evans RFL, Fan WJ, Chureemart P, Ostler TA, Ellis MOA & Chantrell RW (2014) . Journal of Physics: Condensed Matter, 26(10), 103202-103202. RIS download Bibtex download

All publications

Journal articles

  • Ellis MOA, Welbourne A, Kyle SJ, Fry PW, Allwood DA, Hayward TJ & Vasilaki E (2023) Machine learning using magnetic stochastic synapses.. Neuromorph. Comput. Eng., 3, 21001-21001. RIS download Bibtex download
  • Allwood DA, Ellis MOA, Griffin D, Hayward TJ, Manneschi L, Musameh MFKH, O'Keefe S, Stepney S, Swindells C, Trefzer MA , Vasilaki E et al (2023) . Applied Physics Letters, 122(4), 040501-040501. RIS download Bibtex download
  • Vidamour IT, Ellis MOA, Griffin D, Venkat G, Swindells C, Dawidek RWS, Broomhall TJ, Steinke N-J, Cooper JFK, Maccherozzi F , Dhesi SS et al (2021) Quantifying the Computational Capability of a Nanomagnetic Reservoir Computing Platform with Emergent Magnetization Dynamics. RIS download Bibtex download
  • Ababei RV, Ellis MOA, Vidamour IT, Devadasan DS, Allwood DA, Vasilaki E & Hayward TJ (2021) . Scientific Reports, 11(1). RIS download Bibtex download
  • Welbourne A, Levy ALR, Ellis MOA, Chen H, Thompson MJ, Vasilaki E, Allwood DA & Hayward TJ (2021) . Applied Physics Letters, 118(20). RIS download Bibtex download
  • Dawidek RW, Hayward TJ, Vidamour IT, Broomhall TJ, Venkat G, Mamoori MA, Mullen A, Kyle SJ, Fry PW, Steinke N , Cooper JFK et al (2021) . Advanced Functional Materials. RIS download Bibtex download
  • Manneschi L, Ellis MOA, Gigante G, Lin AC, Giudice PD & Vasilaki E (2020) Exploiting Multiple Timescales in Hierarchical Echo State Networks.. Frontiers Appl. Math. Stat., 6, 616658-616658. RIS download Bibtex download
  • Ellis MOA, Galante M & Sanvito S (2019) . Physical Review B, 100(21). RIS download Bibtex download
  • Galante M, Ellis MOA & Sanvito S (2019) . Physical Review B, 99(1). RIS download Bibtex download
  • Ababei R-V, Ellis MOA, Evans RFL & Chantrell RW (2019) . Physical Review B, 99(2). RIS download Bibtex download
  • Ellis MOA, Stamenova M & Sanvito S (2017) . Physical Review B, 96(22). RIS download Bibtex download
  • Ellis MOA, Ababei R-V, Wood R, Evans RFL & Chantrell RW (2017) . Applied Physics Letters, 111(8). RIS download Bibtex download
  • Ellis MOA, Fullerton EE & Chantrell RW (2016) . Scientific Reports, 6. RIS download Bibtex download
  • Ellis MOA & Chantrell RW (2015) . Applied Physics Letters, 106(16). RIS download Bibtex download
  • Ellis MOA, Evans RFL, Ostler TA, Barker J, Atxitia U, Chubykalo-Fesenko O & Chantrell RW (2015) The Landau-Lifshitz equation in atomistic models. Fizika Nizkikh Temperatur, 41(9), 908-916. RIS download Bibtex download
  • Ellis MOA, Evans RFL, Ostler TA, Barker J, Atxitia U, Chubykalo-Fesenko O & Chantrell RW (2015) . Low Temperature Physics, 41(9), 705-712. RIS download Bibtex download
  • Evans RFL, Fan WJ, Chureemart P, Ostler TA, Ellis MOA & Chantrell RW (2014) . Journal of Physics: Condensed Matter, 26(10), 103202-103202. RIS download Bibtex download
  • Strungaru M, Ellis MOA, Ruta S, Evans RFL, Chantrell RW & Chubykalo-Fesenko O () . Physical Review B, 109(22). RIS download Bibtex download
  • Vidamour I, Ellis MOA, Griffin D, Venkat G, Swindells C, Dawidek RWS, Broomhall TJ, Steinke N-J, Cooper J, Maccherozzi F , Dhesi S et al () . Nanotechnology. RIS download Bibtex download
  • Ostler TA, Ellis MOA, Hinzke D & Nowak U () . Physical Review B, 90(9). RIS download Bibtex download
  • Ellis MOA, Ostler TA & Chantrell RW () . Physical Review B, 86(17). RIS download Bibtex download
  • Strungaru M, Ellis MOA, Ruta S, Chubykalo-Fesenko O, Evans RFL & Chantrell RW () . Physical Review B, 103(2). RIS download Bibtex download

Conference proceedings papers

  • Hayward TJ, Vidamour IT, Ellis MO, Welbourne A, Dawidek RW, Broomhall TJ, Chambard M, Drouhin M, Keogh AM, Mullen A , Kyle SJ et al (2021) . Spintronics XIV, 1 August 2021 - 5 August 2021. RIS download Bibtex download

Preprints

  • Manneschi L, Vidamour IT, Stenning KD, Gartside JC, Swindells C, Venkat G, Griffin D, Stepney S, Branford WR, Hayward T , Ellis MO et al (2024) Optimising network interactions through device agnostic models. RIS download Bibtex download
  • Ellis MOA, Welbourne A, Kyle SJ, Fry PW, Allwood DA, Hayward TJ & Vasilaki E (2023) Machine learning using magnetic stochastic synapses. RIS download Bibtex download
  • Allwood DA, Ellis MOA, Griffin D, Hayward TJ, Manneschi L, Musameh MFK, O'Keefe S, Stepney S, Swindells C, Trefzer MA , Vasilaki E et al (2022) , arXiv. RIS download Bibtex download
  • Manneschi L, Ellis MOA, Gigante G, Lin AC, Del Giudice P & Vasilaki E (2021) Exploiting Multiple Timescales in Hierarchical Echo State Networks, arXiv. RIS download Bibtex download
  • Ababei RV, Ellis MOA, Vidamour IT, Devadasan DS, Allwood DA, Vasilaki E & Hayward TJ () . RIS download Bibtex download