Research output per year
Research output per year
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Dive into the research topics where Sotirios Sabanis is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Taming Neural Networks with TUSLA: Nonconvex Learning via Adaptive Stochastic Gradient Langevin Algorithms
Lovas, A., Lytras, L., Rasonyi, M. & Sabanis, S., 18 May 2023, (E-pub ahead of print) In: SIAM Journal on the Mathematics of Data Science (SIMODS). 5, 2, p. 323-345 23 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Non-asymptotic estimates for TUSLA algorithm for non-convex learning with applications to neural networks with ReLU activation function
Lim, D-Y., Neufeld, A., Sabanis, S. & Zhang, Y., 28 Apr 2023, (Accepted/In press) In: IMA Journal of Numerical Analysis.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Nonasymptotic estimates for Stochastic Gradient Langevin Dynamics under local conditions in nonconvex optimization
Zhang, Y., Akyildiz, Ö. D., Damoulas, T. & Sabanis, S., 13 Oct 2022, (Accepted/In press) ArXiv.Research output: Working paper
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Statistical Finite Elements via Langevin Dynamics
Akyildiz, Ö. D., Duffin, C., Sabanis, S. & Girolami, M., 1 Aug 2022, (Accepted/In press) In: SIAM/ASA Journal on Uncertainty Quantification.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Optimising portfolio diversification and dimensionality
Barkhagen, M., Fleming, B., Quiles, S. G., Gondzio, J., Kalcsics, J., Kroeske, J., Sabanis, S. & Staal, A., 2 Jul 2022, (E-pub ahead of print) In: Journal of Global Optimization. 28 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile
Projects
- 7 Finished
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TRAIN@Ed: Transnational Research and Innovation Network at Edinburgh
Gorjanc, G., Bell, C., Duncan, A., Farrington, S., Florian, L., Forde, M., Hickey, J., Lacka, E., Ma, T., Mcneill, G., Medina-Lopez, E., Rosser, S., Rossi, R., Sabanis, S., Szpruch, L., Tenesa, A., Wake, D., Williamson, B. & Yang, Y.
EU government bodies, Non-EU industry, commerce and public corporations
1/11/19 → 19/04/23
Project: Research
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Portfolio dimensionality and data-driven tail risk management
UK industry, commerce and public corporations
1/04/19 → 31/12/20
Project: Research
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New Measures of Portfolio Diversification
Sabanis, S., Garcia Quiles, S., Gondzio, J. & Kalcsics, J.
UK industry, commerce and public corporations
15/05/17 → 14/05/18
Project: Research
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