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Predicting startup success presents a formidable challenge due to the inherently volatile landscape of the entrepreneurial ecosystem. The advent of extensive databases like Crunchbase jointly with available open data enables the application…

机器学习 · 计算机科学 2023-09-28 Mark Potanin , Andrey Chertok , Konstantin Zorin , Cyril Shtabtsovsky

Along with the increasing frequency and severity of cyber incidents, understanding their economic implications is paramount. In this context, listed firms' reactions to cyber incidents are compelling to study since they (i) are a good proxy…

综合金融 · 定量金融 2024-02-08 Daniel Celeny , Loïc Maréchal , Evgueni Rousselot , Alain Mermoud , Mathias Humbert

We consider in this paper the problem of predicting the ability of a startup to attract investments using freely, publicly available data. Information about startups on the web usually comes either as unstructured data from news, social…

计算工程、金融与科学 · 计算机科学 2022-04-14 Mariia Garkavenko , Eric Gaussier , Hamid Mirisaee , Cédric Lagnier , Agnès Guerraz

The Internet and cyberspace are inseparable aspects of everyone's life. Cyberspace is a concept that describes widespread, interconnected, and online digital technology. Cyberspace refers to the online world that is separate from everyday…

人机交互 · 计算机科学 2023-03-27 Sarah Sharifi

In today's digitally interconnected world, cybersecurity threats have reached unprecedented levels, presenting a pressing concern for individuals, organizations, and governments. This study employs a qualitative research approach to…

密码学与安全 · 计算机科学 2024-01-02 Daksh Dave , Gauransh Sawhney , Pushkar Aggarwal , Nitish Silswal , Dhruv Khut

This study examines the strategic role of cybersecurity based on survey data from 1,083 managers across Europe, the UK, and the United States. The findings indicate growing recognition of cybersecurity as a source of competitive advantage,…

密码学与安全 · 计算机科学 2025-05-21 Silvia Tedeschi , Giacomo Marzi , Marco Balzano , Gabriele Costa

This research examines relationship between staging of Venture Capital (VC) investments and social feedback visible in publicly available data on the Web. We address the question of Venture Capital investment sensitivity to performance and…

综合金融 · 定量金融 2013-01-11 Aleksandar Bradic

In this paper we present a study on using novel data types to perform cyber risk quantification by estimating the likelihood of a data breach. We demonstrate that it is feasible to build a highly accurate cyber risk assessment model using…

密码学与安全 · 计算机科学 2025-06-10 Armin Sarabi , Manish Karir , Mingyan Liu

The allocation of venture capital is one of the primary factors determining who takes products to market, which startups succeed or fail, and as such who gets to participate in the shaping of our collective economy. While gender diversity…

综合经济学 · 经济学 2021-01-29 Christopher Cassion , Yuhang Qian , Constant Bossou , Margareta Ackerman

AI companies and governments are increasingly concerned about frontier AI systems enabling cybercrime, yet defining meaningful capability thresholds requires knowing the scale of cybercrime today. Current estimates of global cybercrime…

计算机与社会 · 计算机科学 2026-03-24 Kamilė Lukošiūtė , John Halstead , Luca Righetti

When undertaking cyber security risk assessments, we must assign numeric values to metrics to compute the final expected loss that represents the risk that an organization is exposed to due to cyber threats. Even if risk assessment is…

计算机科学与博弈论 · 计算机科学 2017-12-19 Andrew Fielder , Sandra Konig , Emmanouil Panaousis , Stefan Schauer , Stefan Rass

We extract firms' cyber risk with a machine learning algorithm measuring the proximity between their disclosures and a dedicated cyber corpus. Our approach outperforms dictionary methods, uses full disclosure and not devoted-only sections,…

投资组合管理 · 定量金融 2024-03-06 Daniel Celeny , Loïc Maréchal

We use a methodology based on a machine learning algorithm to quantify firms' cyber risks based on their disclosures and a dedicated cyber corpus. The model can identify paragraphs related to determined cyber-threat types and accordingly…

投资组合管理 · 定量金融 2024-09-16 Loïc Maréchal , Nathan Monnet

We analyze the sectoral dynamics of startup venture financing. Based on a dataset of 52000 start-ups and 110000 funding rounds in the United States from 2000 to 2017, and by applying both Principal Component Analysis (PCA) and Tensor…

综合金融 · 定量金融 2019-06-06 Theophile Carniel , Clement Gastaud , Jean-Michel Dalle

Cryptocurrency exchanges are frequently targeted and compromised by cyber-attacks, which may lead to significant losses for the depositors and closure of the affected exchanges. These risks threaten the viability of the entire public…

密码学与安全 · 计算机科学 2019-04-23 Benjamin Johnson , Aron Laszka , Jens Grossklags , Tyler Moore

Investors are continuously seeking profitable investment opportunities in startups and, hence, for effective decision-making, need to predict a startup's probability of success. Nowadays, investors can use not only various fundamental…

机器学习 · 计算机科学 2024-09-10 Abdurahman Maarouf , Stefan Feuerriegel , Nicolas Pröllochs

SMEs constitute a very large part of the economy in every country and they play an important role in economic growth and social development. SMEs are frequent targets of cybersecurity attacks similar to large enterprises. However, unlike…

密码学与安全 · 计算机科学 2020-07-06 Bilge Yigit Ozkan , Marco Spruit

There are two strategic and longstanding questions about cyber risk that organizations largely have been unable to answer: What is an organization's estimated risk exposure and how does its security compare with peers? Answering both…

密码学与安全 · 计算机科学 2024-02-12 Taylor Reynolds , Sarah Scheffler , Daniel J. Weitzner , Angelina Wu

The cybersecurity technological landscape is a complex ecosystem in which entities -- such as companies and technologies -- influence each other in a non-trivial manner. Measuring the influence between entities is a tenet for informed…

密码学与安全 · 计算机科学 2021-12-13 Anita Mezzetti , Dimitri Percia David , Thomas Maillart , Michael Tsesmelis , Alain Mermoud

The advancement and the proliferation of information systems among enterprises have given rise to understanding cybersecurity. Cybersecurity practices provide a set of techniques and procedures to protect the systems, networks, programs and…

密码学与安全 · 计算机科学 2021-11-12 Ruwan Nagahawatta , Sachithra Lokuge , Matthew Warren , Scott Salzman
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