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In the online innovation market, the fund-raising performance of the start-up project is a concerning issue for creators, investors and platforms. Unfortunately, existing studies always focus on modeling the fund-raising process after the…

Machine Learning · Computer Science 2021-05-28 Likang Wu , Zhi Li , Hongke Zhao , Qi Liu , Enhong Chen

Crowdfunding has emerged as a widespread strategy for startups seeking financing, particularly through reward-based methods. However, understanding its economic impact at both micro and macro levels requires thorough analysis, often…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-23 Giuseppe Pipitò , Emanuele Macca

Individuals are often influenced by the behavior of others, for instance because they wish to obtain the benefits of coordinated actions or infer otherwise inaccessible information. In such situations this social influence decreases the ex…

Adaptation and Self-Organizing Systems · Physics 2015-05-14 Richard Colbaugh , Kristin Glass , Paul Ormerod

Medical crowdfunding is a popular channel for people needing financial help paying medical bills to collect donations from large numbers of people. However, large heterogeneity exists in donations across cases, and fundraisers face…

Machine Learning · Computer Science 2019-11-25 Tong Wang , Fujie Jin , Yu Hu , Yuan Cheng

The growing popularity of online fundraising (aka "crowdfunding") has attracted significant research on the subject. In contrast to previous studies that attempt to predict the success of crowdfunded projects based on specific…

Human-Computer Interaction · Computer Science 2021-01-19 Henry K. Dambanemuya , Emőke-Ágnes Horvát

Crowdfunding platforms have become important sites where people can create projects to seek funds toward turning their ideas into products, and back someone else's projects. As news media have reported successfully funded projects (e.g.,…

Social and Information Networks · Computer Science 2016-07-26 Thanh Tran , Madhavi R. Dontham , Jinwook Chung , Kyumin Lee

We address the issue of the factors driving startup success in raising funds. Using the popular and public startup database Crunchbase, we explicitly take into account two extrinsic characteristics of startups: the competition that the…

General Finance · Quantitative Finance 2019-06-10 Clement Gastaud , Theophile Carniel , Jean-Michel Dalle

In Crowdfunding platforms, people turn their prototype ideas into real products by raising money from the crowd, or invest in someone else's projects. In reward-based crowdfunding platforms such as Kickstarter and Indiegogo, selecting…

Computers and Society · Computer Science 2017-10-16 Thanh Tran , Kyumin Lee , Nguyen Vo , Hongkyu Choi

Predicting the start-ups that will eventually succeed is essentially important for the venture capital business and worldwide policy makers, especially at an early stage such that rewards can possibly be exponential. Though various…

Social and Information Networks · Computer Science 2021-05-26 Shiwei Lyu , Shuai Ling , Kaihao Guo , Haipeng Zhang , Kunpeng Zhang , Suting Hong , Qing Ke , Jinjie Gu

Online reward-based crowdfunding campaigns have emerged as an innovative approach for validating demands, discovering early adopters, and seeking learning and feedback in the design processes of innovative products. However, crowdfunding…

Computers and Society · Computer Science 2020-07-06 Chaoyang Song , Jianxi Luo , Katja Hölttä-Otto , Warren Seering , Kevin Otto

Crowdfunding is an emerging finance platform for creators to fund their efforts by soliciting relatively small contributions from a large number of individuals using the Internet. Due to the unique rules, a campaign succeeds in trading only…

Social and Information Networks · Computer Science 2020-02-04 Kai Zhang , Hongke Zhao , Qi Liu , Zhen Pan , Enhong Chen

While small businesses are increasingly turning to online crowdfunding platforms for essential funding, over 40% of these campaigns may fail to raise any money, especially those from low socio-economic areas. We utilize the latest…

General Economics · Economics 2024-07-16 Teng Ye , Jingnan Zheng , Junhui Jin , Jingyi Qiu , Wei Ai , Qiaozhu Mei

In the Venture Capital (VC) industry, predicting the success of startups is challenging due to limited financial data and the need for subjective revenue forecasts. Previous methods based on time series analysis often fall short as they…

Computational Finance · Quantitative Finance 2025-03-25 Zitian Gao , Yihao Xiao

The online weighted matching problem is a fundamental problem in machine learning due to its numerous applications. Despite many efforts in this area, existing algorithms are either too slow or don't take $\mathrm{deadline}$ (the longest…

Data Structures and Algorithms · Computer Science 2025-02-19 Zhao Song , Weixin Wang , Chenbo Yin , Junze Yin

Social media expose millions of users every day to information campaigns --- some emerging organically from grassroots activity, others sustained by advertising or other coordinated efforts. These campaigns contribute to the shaping of…

Social and Information Networks · Computer Science 2017-03-23 Onur Varol , Emilio Ferrara , Filippo Menczer , Alessandro Flammini

Click-through rate (CTR) prediction is one of the most central tasks in online advertising systems. Recent deep learning-based models that exploit feature embedding and high-order data nonlinearity have shown dramatic successes in CTR…

Information Retrieval · Computer Science 2021-05-20 Wentao Ouyang , Xiuwu Zhang , Shukui Ren , Li Li , Kun Zhang , Jinmei Luo , Zhaojie Liu , Yanlong Du

The accelerated development in Grid and peer-to-peer computing has positioned them as promising next generation computing platforms. They enable the creation of Virtual Enterprises (VE) for sharing resources distributed across the world.…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Rajkumar Buyya , Heinz Stockinger , Jonathan Giddy , David Abrams

Crowdfunding is gradually becoming a modern marketing pattern. By noting that the success of crowdfunding depends on network externalities, our research aims to utilize them to provide an applicable referral mechanism in a…

Theoretical Economics · Economics 2018-08-10 Yongli Li , Zhi-Ping Fan , Wei Zhang

Cross-market recommendation aims to recommend products to users in a resource-scarce target market by leveraging user behaviors from similar rich-resource markets, which is crucial for E-commerce companies but receives less research…

Information Retrieval · Computer Science 2022-04-28 Zeyuan Chen , He Wang , Xiangyu Zhu , Haiyan Wu , Congcong Gu , Shumeng Liu , Jinchao Huang , Wei Zhang

Social network platforms like Reddit are increasingly impacting real-world economics. Meme stocks are a recent phenomena where price movements are driven by retail investors organizing themselves via social networks. To study the impact of…

Social and Information Networks · Computer Science 2025-02-07 Yunming Hui , Inez Maria Zwetsloot , Simon Trimborn , Stevan Rudinac
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