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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Polygonal Unadjusted Langevin Algorithms: Creating stable and efficient adaptive algorithms for neural networks
Lim, D-Y. & Sabanis, S., 21 Feb 2024, (Accepted/In press) In: Journal of Machine Learning Research.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization
Akyildiz, Ö. D. & Sabanis, S., 28 Jan 2024, (Accepted/In press) In: Journal of Machine Learning Research.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
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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abrdn co-pilot for investment: a real-time NLP model-based decision support system
Ma, T., Cohen, S., He, F. & Sabanis, S.
1/03/24 → 8/02/26
Project: Research
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The abrdn investment co-pilot: Statistical intelligence at work
de Carvalho, M., Costa Sperb, F., He, F. & Sabanis, S.
1/03/24 → 28/02/26
Project: Research
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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