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April 28, 2026
Scientists Develop Algorithm for Accurate Financial Time Series Forecasting
Researchers at the HSE Faculty of Computer Science benchmarked more than 200,000 model configurations for predicting financial asset prices and realised volatility, showing that performance can be improved by filtering out noise at specific frequencies in advance. This technique increased accuracy in 65% of cases. The authors also developed their own algorithm, which achieves accuracy comparable to that of the best models while requiring less computational power. The study has been published in Applied Soft Computing.
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Open-Type SPP Waveguide with Ultrahigh Bandwidth up to 3.5 THz

ACS Photonics. 2019. Vol. 6. P. 1425–1433.
Melentiev P., Kalmykov A., Balykin V.

Due to losses in metals, the propagation length of the surface plasmon-polariton (SPP) waves on metal surfaces is
small. This severely limits development of numerous applications of the SPP optics: in the near-infrared spectral region propagation length of SPP waves is no longer than 200 μm as for plane SPP waves and for all types of SPP waveguides. In this work, we show that the focusing of SPPs allows for the first time realizing open-type waveguide for SPP waves characterized by long distance of SPP effective propagation length up to 1 mm at a wavelength of 780 nm. We show that focused SPP waves in such a waveguide can be effectively excited by a 16 fs laser as well as be amplitude modulated within a bandwidth about 3.5 THz. The fast dynamics of the focused SPP waves is limited by the SPP group velocity dispersion. The large effective propagation length of the SPPs and its ultrahigh bandwidth open up new possibilities for using focused SPPs in different areas of plasmonics and photonics.

Research target: Nanotechnologies
Priority areas: engineering science
Language: English
Full text
DOI
Text on another site
Keywords: nanoplasmonicsнаноплазмоникаплазмонные волныplasmonic wavesinterconnectsинтерконнекты
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