4 papers
Beyond Gut Feel: Using Time Series Transformers to Find Investment Gems
Lele Cao, Gustaf Halvardsson, Andrew McCornack +2
This paper addresses the growing application of data-driven approaches within the Private Equity (PE) industry, particularly in sourcing investment targets (i.e., companies) for Ve…
Using Deep Learning to Find the Next Unicorn: A Practical Synthesis
Lele Cao, Vilhelm von Ehrenheim, Sebastian Krakowski +2
Startups often represent newly established business models associated with disruptive innovation and high scalability. They are commonly regarded as powerful engines for economic a…
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification
Lele Cao, Vilhelm von Ehrenheim, Mark Granroth-Wilding +4
In the investment industry, it is often essential to carry out fine-grained company similarity quantification for a range of purposes, including market mapping, competitor analysis…
Prompt Tuned Embedding Classification for Multi-Label Industry Sector Allocation
Valentin Leonhard Buchner, Lele Cao, Jan-Christoph Kalo +1
Prompt Tuning is emerging as a scalable and cost-effective method to fine-tune Pretrained Language Models (PLMs), which are often referred to as Large Language Models (LLMs). This…