Modelling Crowdfunding Ensemble Learning Prediction

سال انتشار: 1400
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 257

فایل این مقاله در 16 صفحه با فرمت PDF قابل دریافت می باشد

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:

شناسه ملی سند علمی:

JR_AMFA-6-3_001

تاریخ نمایه سازی: 20 تیر 1400

چکیده مقاله:

Crowdfunding is a new technology-enabled innovative process that is changing the capital market space. Internet-based applications, particularly those related to Web ۲.۰, have had a significant impact on sectors of society such as education, business, and medicine. The goal of this research is to fill a gap in the literature on mathematical modelling and prediction of ensemble learning in order to evaluate crowdfunding projects. The Mathematical model determines the cost of funding for the entrepreneur and the return investors will receive per period. A correct financial model is essential in order to keep all three stakeholders involved in the long term. The results show the designed model improved performance in predicting the evaluation of success or failure of Crowdfunding projects.

نویسندگان

Mehran Saeidi Aghdam

Department of entrepreneurship, Qazvin Branch, Islamic Azad University, Qazvin, Iran

Akbar Alam Tabriz

Department of Industrial management, Shahid beheshti University, tehran, Iran

Alireza Bahiraie

Department of Mathematics, Semnan University, Semnan, Iran

Ahmad Sadeghi

Department of Geography, Faculty of Earth Sciences, Shahid Beheshti University, Tehran, Iran

مراجع و منابع این مقاله:

لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :
  • Allison, T.H., Davis, B.C., Webb, J.W., Short, J.C., Persuasion in ...
  • Doi: ۱۰.۱۰۱۶/j.jbusvent.۲۰۱۸.۰۴.۰۰۴ ...
  • Bauer, E., Kohavi, R., An empirical comparison of voting classification ...
  • Beaulieu, T., Sarker, S., Discursive meaning creation in crowdfunding: A ...
  • Doi: ۱۰.۱۰۹۸/۱۰۲۵۱۵۴۲۳۱۶۹ ...
  • Belleflamme, P., Lambert, T., Schwienbacher, A.,Crowdfunding: Tapping the Right Crowd, ...
  • Belleflamme, P., Omrani, N., Peitz, M., The economics of crowdfunding ...
  • Belleflamme, P., Lambert, T., Schwienbacher, A., Digital Business Models: Understanding ...
  • Boons, M., Stam, D., and Barkema, H.G., Feelings of Pride ...
  • Doi: ۱۰.۱۱۱۱/joms.۱۲۱۴۰ ...
  • Brabham, D.C., Ribisl. K.M., Kirchner. T. R., Bernhardt, J.M., Crowdsourcing ...
  • Breiman, L., Bagging, Predictors Machine Learning,۱۹۹۶, ۲۴(۲), P. ۱۲۳–۱۴۰, Doi: ...
  • Bruton, G.D., Khavul, S., Chavez, H., Microlending in Emerging Economies: ...
  • Burtch, G., Ghose, A., Wattal, S., The Hidden Cost of ...
  • Stock price analysis using machine learning method(Non-sensory-parametric backup regression algorithm in linear and nonlinear mode) [مقاله ژورنالی]
  • Dietterich, T.G., Ensemble methods in machine learning, in Proc. Int. ...
  • Improving Stock Return Forecasting by Deep Learning Algorithm [مقاله ژورنالی]
  • Feller, J., Gleasure, R., Treacy, S., From the wisdom to ...
  • Gerber, E. M., Hui, J. S., Kuo, P. Y., Crowdfunding: ...
  • Machine learning algorithms for time series in financial markets [مقاله ژورنالی]
  • Doi: ۱۰.۲۲۰۳۴/AMFA.۲۰۲۰.۶۷۴۹۴۶ ...
  • Giudici, G., Guerini, M., Lamastra, C.R., Why Crowdfunding Projects Can ...
  • Guo, K., Tang, Y., Zhang, P., CSF: Crowdsourcing semantic fusion ...
  • Hemer, J., Schneider, U., Dornbusch, F., Frey, S., Crowd funding ...
  • Howe, J., Crowdsourcing: How the power of the crowd is ...
  • Howe, J., Crowdsourcing: A definition Crowdsourcing. ۲۰۰۶, Doi: ۱۰.۱۰۰۷/۹۷۸-۳-۳۱۹-۱۸۳۴۱-۱_۳ ...
  • Jenik, I., Lyman, T., Nava A., Crowdfunding and Financial Inclusion. ...
  • Jones, O., Gatrell, C., Editorial: The Future of Writing and ...
  • Kleemann, F., Vob, G.G., Rieder, K., Un(der)paid Innovators: The Commercial ...
  • Krogh, A., Vedelsby, J., Neural network ensembles, cross validation, and ...
  • Kuncheva, L.I., Whitaker, C.J., Measures of diversity in classifier ensembles ...
  • Lambert, T., Schwienbacher, A., An Empirical Analysis of Crowdfunding, ۲۰۱۰ ...
  • Larralde, B., Schwienbacher, A., Crowdfunding of Small Entrepreneurial Ventures, The ...
  • Ley, A., Weaven, S., Exploring Agency Dynamics of Crowdfunding in ...
  • Li, Y., Zhang, Z., Wang, R., Chen, Y., Consumer Purchase ...
  • Lu, H., Zhou, H., Wang, Junxian, Wang, T., Dong, X., ...
  • Martínez-Climent, C., Costa-Climent, R., Oghazi, P, Sustainable Financing through Crowdfunding. ...
  • Mollick, E., The Dynamics of Crowdfunding: An Exploratory Study, Journal ...
  • Mollick, E., Robb, A., Democratizing Innovation and Capital Access: The ...
  • Testa, S., Nielsen, KR., Bogers, M., Cincotti, S., The role ...
  • Wang, S.-H., Zhang, Y.-D., Yang, M., Liu, B., Ramirez, J., ...
  • Yang, X., Zhao, K., Tao, X., Shiu, E, Developing and ...
  • Zhou, L., Zhang, Z., Chen, Y.-C., Zhao, Z.-Y., Yin, X.-D., ...
  • Zhou, Z.H., Jiang, Y., Chen, S.F, Extracting symbolic rules from ...
  • Zhu, X., Zhang, C., Liang, G., An empirical study of ...
  • نمایش کامل مراجع