Using deep learning to find the next unicorn: A practical synthesis
Startups often represent newly established business models associated with disruptive
innovation and high scalability. They are commonly regarded as powerful engines for …
innovation and high scalability. They are commonly regarded as powerful engines for …
[HTML][HTML] The value of publicly available, textual and non-textual information for startup performance prediction
U Kaiser, JM Kuhn - Journal of Business Venturing Insights, 2020 - Elsevier
We use administrative textual and non-textual data retrieved from publicly available archives
to predict the performance of Danish startups at the time of foundation. The performance …
to predict the performance of Danish startups at the time of foundation. The performance …
Sourcing Investment Targets for Venture and Growth Capital Using Multivariate Time Series Transformer
L Cao, G Halvardsson, A McCornack… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper addresses the growing application of data-driven approaches within the Private
Equity (PE) industry, particularly in sourcing investment targets (ie, companies) for Venture …
Equity (PE) industry, particularly in sourcing investment targets (ie, companies) for Venture …
Predictably bad investments: Evidence from venture capitalists
D Davenport - Available at SSRN 4135861, 2022 - papers.ssrn.com
Do institutional investors invest efficiently? To study this question I combine a novel dataset
of over 16,000 startups (representing over $9 billion in investments) with machine learning …
of over 16,000 startups (representing over $9 billion in investments) with machine learning …
A machine learning approach to detect early signs of startup success
AN Thirupathi, T Alhanai, MM Ghassemi - Proceedings of the Second …, 2021 - dl.acm.org
In this study, we investigate a heterogeneous set of startup ventures (different ages,
products, teams, levels of maturity, etc.) to identify the time-independent factors associated …
products, teams, levels of maturity, etc.) to identify the time-independent factors associated …
Human versus computer: benchmarking venture capitalists and machine learning algorithms for investment screening
A Retterath - Available at SSRN 3706119, 2020 - papers.ssrn.com
I conduct an investment screening performance benchmarking between 111 venture capital
(VC) investment professionals and a supervised gradient boosted tree (or “XGBoost”) …
(VC) investment professionals and a supervised gradient boosted tree (or “XGBoost”) …
[PDF][PDF] Leveraging time-series signals for multi-stage startup success prediction
RHA Stahl - 2021 - ethz.ch
Deal sourcing in the venture capital (VC) investment process is labour-intensive and prone
to bias. VC investors need to skim through thousands of startups every year to cherry-pick …
to bias. VC investors need to skim through thousands of startups every year to cherry-pick …
Deep learning models as decision support in venture capital investments: Temporal representations in employee growth forecasting of startup companies
S Horn - 2021 - diva-portal.org
Venture capital investors are constantly exposed to high levels of risk in investment
scenarios. To lower that risks, various decision support tools can be exploited, such as …
scenarios. To lower that risks, various decision support tools can be exploited, such as …
[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 …
and high scalability, hence strongly propel the economic and social development …
Tech Unleashed: The Influential Power of Artificial Intelligence on Venture Capital and Startups
J Kaur - Fostering Innovation in Venture Capital and Startup …, 2024 - igi-global.com
An extensive examination of how artificial intelligence (AI) is changing the venture capital
and startup scene can be found in “Tech Unleashed: The Influential Power of Artificial …
and startup scene can be found in “Tech Unleashed: The Influential Power of Artificial …