Skip to main content
University of Oxford logo Home

Search form

  • Log in
  • Members
  • About Us
    • Contact Us
    • Travel & Maps
    • Our Building
    • Supporting Mathematics
    • Alumni
    • History
    • Art and Oxford Mathematics
    • Equality, Diversity and Inclusion
    • News
    • Vacancies
  • Study Here
    • Undergraduate Study
    • Postgraduate Study
    • Current Students
  • Research
    • Research Groups
    • Case Studies
    • Faculty Books
  • Outreach
    • Posters
    • Oxford Mathematics Alphabet
    • Oxford Online Maths Club
    • Oxford Maths Festival
    • It All Adds Up
    • Problem Solving Matters
    • MIORPA
    • PROMYS Europe
    • Oxfordshire Maths Masterclasses
    • Outreach Information
    • Mailing List
  • People
    • Key Contacts
    • People List
    • A Global Department
    • Research Fellowship Programmes
    • Professional Services Teams
  • Events
    • Venue Hire
    • Public Lectures & Events
    • Departmental Seminars & Events
    • Special Lectures
    • Conferences
    • Summer Schools
    • Past Events
    • Info for Event Organisers & Attendees

Primary tabs

  • View
  • Contact

Alexander Maxwell Tanaka

MA MSci Cantab, MA Oxon
Status
Postgraduate Student
+44 1865 283890
Contact form
ORCID iD
https://orcid.org/0000-0001-5769-5497
Research groups
  • Geometry
  • Machine Learning and Data Science
Research subgroups
  • Topological Data Analysis
Address
Mathematical Institute
University of Oxford
Andrew Wiles Building
Radcliffe Observatory Quarter
Woodstock Road
Oxford
OX2 6GG
Major / recent publications

Tanaka, A. M., Asaad, A. T., Cooper, R., & Nanda, V. (2025). A Morse Transform for Drug Discovery. Preprint: https://arxiv.org/abs/2503.04507

Tanaka, A. M., Gilkis, A., Izzard, R. G., & Tout, C. A. (2023). An optimal envelope ejection efficiency for merging neutron stars. Monthly Notices of the Royal Astronomical Society, 522(1), 1140–1154. https://doi.org/10.1093/mnras/stad971

Teaching

General Relativity I, Part C, Mathematical Institute 

Marker (MT23)

Software Engineering, Doctoral Training Centre 

Demonstrator (MT21, MT22, MT23)

Research interests

Drug discovery

Geometric and topological machine learning

Piecewise-linear Morse theory

Shape analysis

Topological data analysis (TDA)

Further details

I am a DPhil (PhD) student supervised by Prof. Vidit Nanda and Dr Aras T. Asaad (Oxford Drug Design).  I am funded by the EPSRC SABS:R3 Centre for Doctoral Training. 

My research fits under the umbrella of the flourishing field of topological data analysis and spans computational algebraic topology, drug discovery and machine learning. Currently, I work on characterising simplicial complexes using a novel transform inspired by piecewise-linear Morse theory with applications in ligand-based virtual screening of drug candidates.

I have a bachelor's and master's degree in Natural Sciences from the University of Cambridge. My master's thesis investigated the effect of the physics of the common-envelope-evolution phase on the rate of merging neutron stars and lead to a publication.

Facebook LinkedIn Bluesky X
TikTok Instagram YouTube
London Mathematical Society Good Practice Scheme Athena SWAN Silver Award (ECU Gender Charter) Stonewall Silver Employer 2022

© Mathematical Institute

Accessibility Statement


Privacy Policy

Cookies

sfy39587stp18