Using deep learning to find the next unicorn: A practical synthesis

L Cao, V von Ehrenheim, S Krakowski, X Li… - arxiv preprint arxiv …, 2022 - arxiv.org
Startups often represent newly established business models associated with disruptive
innovation and high scalability. They are commonly regarded as powerful engines for …

The impact of equity funding dynamics on venture success: an empirical analysis based on Crunchbase data

A Deias, A Magrini - Economies, 2023 - mdpi.com
Equity funding is a widespread financing form that often accompanies the life cycle of
innovative ventures from initial stages until maturity. From the perspective of investors, the …

Unlocking funding success: intercultural entrepreneurship dynamics in European startups

F Martielli, V Laus, A Salvi, A Kotaskova - … and Management Journal, 2025 - Springer
Within the dynamic landscape of international entrepreneurship and startup ecosystems, it is
crucial to understand the factors that influence the ability of innovative startups' in raising …

[PDF][PDF] Using deep learning to find the next unicorn: A practical synthesis on optimization target, feature selection, data split and evaluation strategy

L Cao, V Von Ehrenheim, S Stan, X Li… - Proceedings of the Fifth …, 2023 - aclanthology.org
Startups represent newly established business models associated with disruptive innovation
and high scalability, hence strongly propel the economic and social development …

[PDF][PDF] Using Deep Learning to Find the Next Unicorn: A Practical Synthesis

C Lele, EQT Motherbrain, E Vilhelm… - arxiv preprint arxiv …, 2022 - researchgate.net
Startups often represent newly established business models associated with disruptive
innovation and high scalability. They are commonly regarded as powerful engines for …

Predicting Success in Early-Stage Start-ups using Founding and Executive Team Characteristics

L Wärnberg Gerdin - 2022 - diva-portal.org
Data-driven methods have been used for investment decision support for more than two
decades within the finance sector, however there are great differences in the adoption of …

Predicting Startup Exit Strategies with Ensemble Machine Learning

M Deekshitha Reddy, G Vadali, G Jaiswal… - … Conference on Artificial …, 2023 - Springer
In the current landscape, Venture capitalists are opting for more data-driven decision-
making to achieve high returns while mitigating risks. All VCs seek a home run in their …

[PDF][PDF] Predicting Startup Outcomes

JFE Santo Porto - 2023 - www-di.inf.puc-rio.br
Startups are hugely important for innovation and job creation but they also represent a form
of highrisk high-reward investment. To exploit this, venture capitalists are tasked to find …

[PDF][PDF] Predicting Startup Exit Strategies with Ensemble Machine Learning

MD Reddy, G Vadali, G Jaiswal, R Rani, A Dev - researchgate.net
In the current landscape, Venture capitalists are opting for more data-driven decision-
making to achieve high returns while mitigating risks. All VCs seek a home run in their …