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Tyukin, Ivan Yu

Statistics Math-Net.Ru
Total publications: 4
Scientific articles: 4
Presentations: 4

Number of views:
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Abstract pages:824
Full texts:435
References:45
Tyukin, Ivan Yu
Candidate of technical sciences

Subject:

High-dimensional data analysis and the interface between high-dimensional geometry and the concentration of measure theory, Neural networks, including networks with dynamic and spiking neurons, Machine learning, Artificial Intelligence, Dynamical systems theory, Mathematical control theory, Optimization (nonconvex, and nonlinear problems), Mathematical modelling.

Biography

Professor of Mathematical Data Science and Modelling at King’s College London. After completing PhD in 2001 he worked as a Research Scientist at RIKEN Brain Science Institute, Japan. In 2006 he was awarded a DSc (Habilitation) degree, and in 2007 he became an RCUK Academic Fellow at the University of Leicester. Since then he was promoted to the roles of Lecturer in Applied Mathematics, Reader, and Professor in Applied Mathematics in 2012, 2014, and 2018, respectively. Whilst at Leicester, in 2019 - 2021 he served as an Adjunct Professorship at the Norwegian University of Science and Technology (NTNU). In 2022 he joined the Department of Mathematics at King’s College London and works there to date.

Since 2015, he has served as an Associate Editor of Communications in Nonlinear Science and Numerical Simulations (CNSNS, Elsevier), and is working as an Editor of CNSNS since 2019.


https://www.mathnet.ru/eng/person68556
https://scholar.google.com/citations?user=DFU2e3kAAAAJ&hl=en
List of publications on ZentralBlatt

Publications in Math-Net.Ru Citations
2003
1. I. Yu. Tyukin, “Adaptation Algorithms in Finite form for Nonlinear Dynamic Objects”, Avtomat. i Telemekh., 2003, no. 6,  114–140  mathnet  mathscinet  zmath; Autom. Remote Control, 64:6 (2003), 951–974  isi  scopus 15
2002
2. D. V. Prokhorov, V. A. Terekhov, I. Yu. Tyukin, “On the Applicability Conditions for the Algorithms of Adaptive Control in Nonconvex Problems”, Avtomat. i Telemekh., 2002, no. 2,  101–118  mathnet  mathscinet  zmath; Autom. Remote Control, 63:2 (2002), 262–279  isi  scopus 5
1999
3. V. A. Terekhov, I. Yu. Tyukin, “A multilayer neural network. II: Stability of its learning processes”, Avtomat. i Telemekh., 1999, no. 11,  145–161  mathnet  zmath; Autom. Remote Control, 60:11 (1999), 1640–1652  isi 1
4. V. A. Terekhov, I. Yu. Tyukin, “A multilayer neural network. I. Stability of its learning process”, Avtomat. i Telemekh., 1999, no. 10,  136–143  mathnet  zmath; Autom. Remote Control, 60:10 (1999), 1477–1483  isi 1

Presentations in Math-Net.Ru
1. The challenge of building stable, accurate and robust data-driven AI
I. Yu. Tyukin
Mathematical Foundations of Artificial Intelligence
September 25, 2024 17:00   
2. The feasibility and inevitability of stealth attacks
Ivan Tyukin
Mathematics of Artificial Intelligence
May 20, 2024 17:00
3. The anatomy of adversarial attacks in high dimensional models and how adversarial attacks can disrupt seemingly stable accurate classifiers
Ivan Tyukin
Mathematics of Artificial Intelligence
May 14, 2024 17:00
4. The accuracy-stability paradox and the boundaries of verifiable accuracy, robustness, and generalisation in deep learning
Ivan Tyukin
Mathematics of Artificial Intelligence
May 13, 2024 17:00

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