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TOP READ ARTICLE
IN ACADEMIA 2020
International Journal of Information Technology,
Modeling and Computing (IJITMC)
http://airccse.org/journal/ijitmc/index.html
ISSN: 2320-7493 (Online); 2320 - 8449 (Print)
Read - 200
Supervised Learning Model for Kickstarter
Campaigns with R Mining
R. S. Kamath1 and R. K. Kamat2
1
Department of Computer Studies, Chatrapati Shahu Institute of Business Education
and Research, Kolhapur, India
2
Department of Electronics, Shivaji University, Kolhapur
ABSTRACT
Web mediated crowd funding is a talented paradigm used by project launcher to solicit funds from backers
To realize projects. Kickstarter is one such largest funding platform for creative projects. However, not all
The campaigns in Kickstarter attain their funding goal and are successful. It is therefore important to know
about campaigns’ chances of success. As a broad goal, authors intended in extraction of the hidden
knowledge from the Kickstarter campaign database and classification of these projects based on their
dependency parameters. For this authors have designed a classification model for the analysis of Kickstarter
campaigns by using direct information retrieved from Kickstarter URLs. This aids to identify the possibility
of success of a campaign.
KEYWORDS
Crowd funding; prediction; classifiers; machine learning; R systems; kick starter
For More Details: http://aircconline.com/ijitmc/V4N1/4116ijitmc02.pdf
Volume Link: http://airccse.org/journal/ijitmc/current2016.html
REFERENCES
[1] Aleyasen, A. (2014) ‘KickUpper: A Tool For Making Better Crowdfunding Projects’. Spring
2014.
[2] An, J., Quercia, D. and Crowcroft, J. (2014) ‘Recommending Investors for Crowdfunding
Projects’, WWW’14, April 7–11, Seoul, Korea
[3] Carpita M., Simonetto A., Sandri M. And Zuccolotto P. (2014) ‘Football Mining with R’. Data
Mining Applications with R, Chapter 14, Academic Press, Elsevier,
[4] Chen, K., Jones, B., Kim, I. and Schlamp, B. n.d. KickPredict: Predicting Kickstarter Success.
[5] https://courses.cms.caltech.edu/cs145/2013/blue.pdf (Accessed 04 April 2015).
[6] Elizabeth, M., Gerber, Julie, S. and Kuo, P. n.d. Crowdfunding: Why People Are Motivated to Post
and Fund Projects on Crowdfunding Platform.
http://www.juliehui.org/wpcontent/uploads/2013/04/CSCW_Crowdfunding_Final.pdf (Accessed 04
April 2015).
[7] Etter, V., Grossglauser, M., and Thiran, P. (2013) ‘Predicting the Success of Kickstarter
Campaigns’, COSN’13, October 7–8, Boston, Massachusetts, USA.
[8] Grivenics, D., Sprovieri, D., Zwimpfer, C., Dornberger, R. and Hil, D. (2014) Crowdfunding IT
Research and Business Ideas: Predicting the chances of success of a crowdfunding project.
http://www.sprovieri.eu/crowdfunding_paper.pdf (Accessed 02 April 2015).
[9] Koenig, M. n.d. Make Your Kickstarter Crowdfunding Campaign Insanely Successful.
http://bit.ly/FiverrKickstarterSeminar (Accessed 08 April 2015]
[10] Kuppuswamy, V. and Bayus, B. (2014) ‘Crowdfunding Creative Ideas: The Dynamics of Project
Backers in Kickstarter’, UNC Kenan-Flagler Research Paper.
[11] Lu, C., Xie, S., Kong, X. and Yu, P. (2014) ‘Inferring the Impacts of Social Media on
Crowdfunding’, WSDM’14, February 24–28, New York, New York, USA.
[12] Michael, D., Greenberg, Hariharan, K., Gerber, E., and Pardo, B. (2013) ‘Crowdfunding Support
Tools: Predicting Success & Failure’ CHI’13, April 27 – May 2, Paris, France ACM.
[13] Mitra, T. (2014) ‘The Language that Gets People to Give: Phrases that Predict Success on
Kickstarter’, Proceedings of the 17th ACM conference on Computer supported cooperative work &
social computing, 49–61. ACM.
[14] Mollick, E. (2014) ‘The dynamics of crowdfunding: An exploratory study’, Journal of Business
Venturing Vol. 29 Iss. 1 pp:1–16
[15] Owano, N., (2013) Prediction model for Kickstarter tells if projects will sail,
http://phys.org/news/2013-10-kickstarter.html (Accessed 27 March 2015) International Journal of
Information Technology, Modeling and Computing (IJITMC) Vol. 4, No.1, February 2016 28
[16] Pravilovic, S. (2013) ‘R language in data mining techniques and statistics’, American Journal of
Software Engineering and Applications, Vol. 2 Iss. 1 pp 7-12
[17] Rakesh, V., Choo, J., and Reddy, C. n.d. ‘What Motivates People to Invest in Crowdfunding
Projects? Recommendation using Heterogeneous Traits in Kickstarter’, Association for the Advancement
of Artificial Intelligence, [online] www.aaai.org (Accessed 04 April 2015)
[18] Witt, N. n.d. A Kickstarter’s Guide To Kickstarter: How to successfully fund your creative project’,
http://kickstarterguide.com/files/2012/07/A-Kickstarters-Guide.pdf (Accessed 28 March 2015)
[19] Xu, A., Yang, X., Rao, H., Fu, W., Huang, S. and Bailey, B. (2014) ‘Show Me the Money! An
Analysis of Project Updates during Crowdfunding Campaigns’, CHI’14, April 26 – May 1, Toronto,
ON, Canada. ACM978-1-4503-2473-1/14/04

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Top read article in academia 2020 - International Journal of Information Technology, Modeling and Computing (IJITMC)

  • 1. TOP READ ARTICLE IN ACADEMIA 2020 International Journal of Information Technology, Modeling and Computing (IJITMC) http://airccse.org/journal/ijitmc/index.html ISSN: 2320-7493 (Online); 2320 - 8449 (Print)
  • 2. Read - 200 Supervised Learning Model for Kickstarter Campaigns with R Mining R. S. Kamath1 and R. K. Kamat2 1 Department of Computer Studies, Chatrapati Shahu Institute of Business Education and Research, Kolhapur, India 2 Department of Electronics, Shivaji University, Kolhapur ABSTRACT Web mediated crowd funding is a talented paradigm used by project launcher to solicit funds from backers To realize projects. Kickstarter is one such largest funding platform for creative projects. However, not all The campaigns in Kickstarter attain their funding goal and are successful. It is therefore important to know about campaigns’ chances of success. As a broad goal, authors intended in extraction of the hidden knowledge from the Kickstarter campaign database and classification of these projects based on their dependency parameters. For this authors have designed a classification model for the analysis of Kickstarter campaigns by using direct information retrieved from Kickstarter URLs. This aids to identify the possibility of success of a campaign. KEYWORDS Crowd funding; prediction; classifiers; machine learning; R systems; kick starter For More Details: http://aircconline.com/ijitmc/V4N1/4116ijitmc02.pdf Volume Link: http://airccse.org/journal/ijitmc/current2016.html
  • 3. REFERENCES [1] Aleyasen, A. (2014) ‘KickUpper: A Tool For Making Better Crowdfunding Projects’. Spring 2014. [2] An, J., Quercia, D. and Crowcroft, J. (2014) ‘Recommending Investors for Crowdfunding Projects’, WWW’14, April 7–11, Seoul, Korea [3] Carpita M., Simonetto A., Sandri M. And Zuccolotto P. (2014) ‘Football Mining with R’. Data Mining Applications with R, Chapter 14, Academic Press, Elsevier, [4] Chen, K., Jones, B., Kim, I. and Schlamp, B. n.d. KickPredict: Predicting Kickstarter Success. [5] https://courses.cms.caltech.edu/cs145/2013/blue.pdf (Accessed 04 April 2015). [6] Elizabeth, M., Gerber, Julie, S. and Kuo, P. n.d. Crowdfunding: Why People Are Motivated to Post and Fund Projects on Crowdfunding Platform. http://www.juliehui.org/wpcontent/uploads/2013/04/CSCW_Crowdfunding_Final.pdf (Accessed 04 April 2015). [7] Etter, V., Grossglauser, M., and Thiran, P. (2013) ‘Predicting the Success of Kickstarter Campaigns’, COSN’13, October 7–8, Boston, Massachusetts, USA. [8] Grivenics, D., Sprovieri, D., Zwimpfer, C., Dornberger, R. and Hil, D. (2014) Crowdfunding IT Research and Business Ideas: Predicting the chances of success of a crowdfunding project. http://www.sprovieri.eu/crowdfunding_paper.pdf (Accessed 02 April 2015). [9] Koenig, M. n.d. Make Your Kickstarter Crowdfunding Campaign Insanely Successful. http://bit.ly/FiverrKickstarterSeminar (Accessed 08 April 2015] [10] Kuppuswamy, V. and Bayus, B. (2014) ‘Crowdfunding Creative Ideas: The Dynamics of Project Backers in Kickstarter’, UNC Kenan-Flagler Research Paper. [11] Lu, C., Xie, S., Kong, X. and Yu, P. (2014) ‘Inferring the Impacts of Social Media on Crowdfunding’, WSDM’14, February 24–28, New York, New York, USA. [12] Michael, D., Greenberg, Hariharan, K., Gerber, E., and Pardo, B. (2013) ‘Crowdfunding Support Tools: Predicting Success & Failure’ CHI’13, April 27 – May 2, Paris, France ACM. [13] Mitra, T. (2014) ‘The Language that Gets People to Give: Phrases that Predict Success on Kickstarter’, Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing, 49–61. ACM. [14] Mollick, E. (2014) ‘The dynamics of crowdfunding: An exploratory study’, Journal of Business Venturing Vol. 29 Iss. 1 pp:1–16
  • 4. [15] Owano, N., (2013) Prediction model for Kickstarter tells if projects will sail, http://phys.org/news/2013-10-kickstarter.html (Accessed 27 March 2015) International Journal of Information Technology, Modeling and Computing (IJITMC) Vol. 4, No.1, February 2016 28 [16] Pravilovic, S. (2013) ‘R language in data mining techniques and statistics’, American Journal of Software Engineering and Applications, Vol. 2 Iss. 1 pp 7-12 [17] Rakesh, V., Choo, J., and Reddy, C. n.d. ‘What Motivates People to Invest in Crowdfunding Projects? Recommendation using Heterogeneous Traits in Kickstarter’, Association for the Advancement of Artificial Intelligence, [online] www.aaai.org (Accessed 04 April 2015) [18] Witt, N. n.d. A Kickstarter’s Guide To Kickstarter: How to successfully fund your creative project’, http://kickstarterguide.com/files/2012/07/A-Kickstarters-Guide.pdf (Accessed 28 March 2015) [19] Xu, A., Yang, X., Rao, H., Fu, W., Huang, S. and Bailey, B. (2014) ‘Show Me the Money! An Analysis of Project Updates during Crowdfunding Campaigns’, CHI’14, April 26 – May 1, Toronto, ON, Canada. ACM978-1-4503-2473-1/14/04