A document analysis deep learning regression model for initial coin offerings success prediction
作者:
Highlights:
• We design a document analysis model to predict the success of initial coin offerings.
• The fine-grained model extracts textual and layout features from whitepapers.
• The model can mitigate information asymmetry problems for investors and platforms.
• Business documents’ content and presentation can affect investment decisions.
摘要
•We design a document analysis model to predict the success of initial coin offerings.•The fine-grained model extracts textual and layout features from whitepapers.•The model can mitigate information asymmetry problems for investors and platforms.•Business documents’ content and presentation can affect investment decisions.
论文关键词:Initial Coin Offering,Cryptocurrency,Text Mining,Document Layout Analysis
论文评审过程:Received 12 September 2021, Revised 8 July 2022, Accepted 1 August 2022, Available online 4 August 2022, Version of Record 15 August 2022.
论文官网地址:https://doi.org/10.1016/j.eswa.2022.118367