Published research in machine learning, statistics and token economics by Dr Stelios Kampakis, CStat (Chartered Statistician, PhD in Computer Science, UCL) — and what each piece of it means for the organisations we advise. We do not deploy generic AI: our frameworks come from work that survived peer review.
What this means for you: The playbook we use with executive clients — how non-technical leaders evaluate vendors, hire the right people, and build a data & AI strategy that actually gets adopted. The 2024 edition adds AI ethics: bias, fairness, transparency and accountability.
The Journal of The British Blockchain Association · 2023· with Linas Stankevičius
What this means for you: A published, repeatable framework for auditing a token economy — the same method we apply to client projects, stress-tested in the paper on a DeFi project, Terra/Luna and Ethereum 2.0.
The Journal of The British Blockchain Association · 2022· Dr Stelios Kampakis
What this means for you: Proof the audit method works on live systems — a real stablecoin engagement, turned into peer-reviewed guidance on where token economies fail and how to check them.
What this means for you: A clinically benchmarked validation of a machine-learning health device against polysomnography — evidence we can take an algorithm through rigorous, real-world evaluation, not just a demo.
The Journal of The British Blockchain Association · 2018· Dr Stelios Kampakis
What this means for you: Two of the field's early formal arguments that token economies need real economic design — including three actual token-design engagements and how each was solved.
Neural Networks, vol. 43 · 2013· Dr Stelios Kampakis
What this means for you: Foundational neural-network research — the deep technical grounding behind the way we evaluate what modern AI architectures can and cannot do for a business problem.
PhD thesis, Dept. of Computer Science, UCL · 2016 (defended)
What this means for you: Machine learning on messy, real-world operational data — training loads, GPS traces, medical records — built in collaboration with elite football clubs including Tottenham Hotspur. The origin of our "production ML on imperfect data" practice.
What this means for you: Our open agent-based simulation framework for stress-testing a token economy against speculator behaviour before launch — simulation first, launch second.
Preprints (arXiv) · 2024· with Yuan, Ikpobe, Stankevičius (EoE)
What this means for you: Current working research on cryptoasset valuation and stablecoin architecture — the analytical machinery behind our token-economics advisory.
Preprints (arXiv) · 2014–2022· with Li & Treleaven· Thomas· Adamides
What this means for you: A decade of applied sports-analytics work — valuation models, outcome prediction, alternative data — the same methods we now apply to pricing, forecasting and risk questions in industry.