User profiles for Alik Sokolov
Alik SokolovPhD Student, University of Toronto Verified email at mail.utoronto.ca Cited by 56 |
[HTML][HTML] Building machine learning systems for automated ESG scoring
Although investing in environmental, social, and governance (ESG)-driven portfolios is
already a large and growing portion of global assets under management, applications of …
already a large and growing portion of global assets under management, applications of …
Weak supervision and Black-Litterman for automated ESG portfolio construction
A Sokolov, K Caverly, J Mostovoy… - The Journal of …, 2021 - jfds.pm-research.com
The authors propose an approach that combines modern machine learning techniques in
natural language processing with portfolio optimization to incorporate views of companies’ …
natural language processing with portfolio optimization to incorporate views of companies’ …
[PDF][PDF] Building machine learning systems to automate ESG index construction
Although investing in Environment-Social-Governance (ESG) driven portfolios is already a
large and growing portion of global assets under management, applications of quantitative …
large and growing portion of global assets under management, applications of quantitative …
[HTML][HTML] Assessing the impact of sustainability on fund flows: an excess information approach and US-based case study
A Sokolov, J Mostovoy, E Losing… - The Journal of Impact …, 2022 - pm-research.com
Motivated by studies of the interplay between environmental, social and governance (ESG)
factors and fund flows, the authors demonstrate an alternative approach for analyzing the …
factors and fund flows, the authors demonstrate an alternative approach for analyzing the …
[PDF][PDF] Integrating health and economic parameters to optimize COVID-19 mitigation strategies
The COVID-19 pandemic has unequivocally impacted nearly every individual, household,
business, and organization on a global scale, with wide-ranging consequences for which …
business, and organization on a global scale, with wide-ranging consequences for which …
RIFT: Pretraining and Applications for Representations of Interrelated Financial Time Series.
This article introduces a new financial time-series representation model called representations
of interrelated financial time series (RIFT). RIFT combines a novel pretraining task and …
of interrelated financial time series (RIFT). RIFT combines a novel pretraining task and …
Domain Specific Fine-tuning of Denoising Sequence-to-Sequence Models for Natural Language Summarization
Summarization of long-form text data is a problem especially pertinent in knowledge economy
jobs such as medicine and finance, that require continuously remaining informed on a …
jobs such as medicine and finance, that require continuously remaining informed on a …
[PDF][PDF] Neural Embeddings of Financial Time-Series Data
A Sokolov, J Mostovoy, B Parker… - The Journal of Financial …, 2020 - seco.risklab.ca
The dominant approaches for financial portfolio construction are reliant on estimating sample
covariance and correlations matrices, which serve as an input into a number of classical …
covariance and correlations matrices, which serve as an input into a number of classical …
Towards Automating Causal Discovery in Financial Markets and Beyond
This paper introduces a novel machine learning (ML) framework for causal discovery based
on recent advances in Large Language Models (LLMs) and discusses the applications of …
on recent advances in Large Language Models (LLMs) and discusses the applications of …
Practical Applications of Weak Supervision and Black–Litterman for Automated ESG Portfolio Construction
A Sokolov, K Caverly, J Mostovoy, T Fahoum… - Practical …, 2021 - pm-research.com
In Weak Supervision and Black–Litterman for Automated ESG Portfolio Construction , published
in the Summer 2021 issue of The Journal of Financial Data Science, Alik Sokolov of SR.…
in the Summer 2021 issue of The Journal of Financial Data Science, Alik Sokolov of SR.…