Copycats vs. Original Mobile Apps: A Machine Learning Copycat-Detection Method and Empirical Analysis

Published Online:https://doi.org/10.1287/isre.2017.0735

References

  • Aggarwal CC, Zhai C (2012) A survey of text clustering algorithms. Aggarwal CC, Zhai C, eds. Mining Text Data (Springer, Boston), 77–128.CrossrefGoogle Scholar
  • Andersson O, Marquez SR (2016) A comparison of object detection algorithms using unmanipulated testing images: Comparing SIFT, KAZE, AKAZE and ORB. Working paper, KTH Royal Institute of Technology, Stockholm.Google Scholar
  • Bawa K, Shoemaker R (2004) The effects of free sample promotions on incremental brand sales. Marketing Sci. 23(3):345–363.LinkGoogle Scholar
  • Bilton N (2014) Flappy Bird copycats keep on flapping. New York Times (February 24). https://bits.blogs.nytimes.com/2014/02/24/flappy-bird-copycats-keep-on-flapping/?_php=true&_type=blogs&_r=0.Google Scholar
  • Brustein J (2014) Apple users spent $10 billion on apps in 2013. Bloomberg Business (January 7). https://www.businessweek.com/articles/2014-01-07/apple-users-spent-10-billion-on-apps-in-2013.Google Scholar
  • Brynjolfsson E, Hu J(Y), Smith MD (2003) Consumer surplus in the digital economy: Estimating the value of increased product variety at online booksellers. Management Sci. 49(11):1580–1596.LinkGoogle Scholar
  • Caulkins J, Hartle R, Kort P, Feichtinger G (2007) Explaining fashion cycles: Imitators chasing innovators in product space. J. Econom. Dynam. Control 31(5):1535–1556.CrossrefGoogle Scholar
  • Chen H, Hu JY, Smith MD (2017) The impact of ebook distribution on print sales: Analysis of a natural experiment. Working paper, Georgia Institute of Technology, Atlanta.Google Scholar
  • Chevalier J, Goolsbee A (2003) Measuring prices and price competition online: Amazon.com and BarnesandNoble.com. Quant. Marketing Econom. 1(2):203–222.CrossrefGoogle Scholar
  • Datta A, Richard R, Jessup L (2013) Commercialization of innovations: An overarching framework and research agenda. Amer. J. Bus. 28(2):147–191.CrossrefGoogle Scholar
  • Davidson J (2014) This is the biggest problem with mobile gaming today. TechnoBuffalo (April 23). https://www.technobuffalo.com/2014/04/23/biggest-problem-with-mobile-gaming/.Google Scholar
  • Dredge S (2012) Should Apple take more action against march of the iOS clones? The Guardian (February 3). https://www.theguardian.com/technology/appsblog/2012/feb/03/apps-apple?newsfeed=true.Google Scholar
  • Enright AJ, Van Dongen S, Ouzounis CA (2002) An efficient algorithm for large-scale detection of protein families. Nucleic Acids Res. 30(7):1575–1584.CrossrefGoogle Scholar
  • Ferguson J (1974) Advertising and Competition: Theory, Measurement and Fact (Ballinger Publishing, Cambridge, MA).Google Scholar
  • Forman C, Ghose A, Goldfarb A (2009) Competition between local and electronic markets: How the benefit of buying online depends on where you live. Management Sci. 55(1):47–57.LinkGoogle Scholar
  • Garg R, Telang R (2013) Inferring app demand from publicly available data. MIS Quart. 37(4):1253–1264.CrossrefGoogle Scholar
  • Ghose A, Ipeirotis P, Li B (2012) Designing ranking systems for hotels on travel search engines by mining user-generated and crowd-sourced content. Marketing Sci. 31(3):493–520.LinkGoogle Scholar
  • Ghose A, Smith MD, Telang R (2006) Internet exchange for used books: An empirical analysis of product cannibalization and welfare impact. Inform. Systems Res. 17(1):3–19.LinkGoogle Scholar
  • Greene D, Callaghan D, Cunningham P (2014) How many topics? Stability analysis for topic models. Calders T, Esposito F, Hüllermeier E, Meo R, eds. Machine Learn. Knowledge Discovery Databases, Lecture Notes Comput. Sci., Vol. 8724 (Springer, Berlin Heidelberg), 498–513.CrossrefGoogle Scholar
  • Heer J, Bostock M (2010) Crowdsourcing graphical perception: Using Mechanical Turk to assess visualization design. Proc. SIGCHI Conf. Human Factors Comput. Systems (ACM, New York),203–212.Google Scholar
  • Juan L, Gwun O (2009) A comparison of SIFT, PCA-SIFT and SURF. Internat. J. Image Processing 3(4):143–152.Google Scholar
  • Khalaf S (2014) Apps solidify leadership six years into the mobile revolution. Flurry (April 1). http://www.flurry.com/bid/109749/Apps-Solidify-Leadership-Six-Years-into-the-Mobile-Revolution#.VCuYffkapjc.Google Scholar
  • Kim J, Lee H (2012) Efficient exact similarity searches using multiple token orderings. IEEE 28th Internat. Conf. Data Engrg.,822–833.Google Scholar
  • Koekkoek H (2013) Publication: What is needed for top positions in the app stores? Distimo (June 27). http://www.distimo.com/blog/2013_06_publication-what-is-needed-for-top-positions-in-the-app-stores.Google Scholar
  • Kraaijenzank S (2013) Innovation without patents? Evidence from the smartphone app markets. Working paper, Universidad Carlos III de Madrid, Madrid.CrossrefGoogle Scholar
  • Lacus S, King G, Porro G (2011) Causal inference without balance checking: Coarsened exact matching. Political Anal. 20(1):1–24.Google Scholar
  • Landauer TK, Laham D, Foltz P (1998) Learning human-like knowledge by singular value decomposition: A progress report. Jordan MI, Kearns MJ, Solla SA, eds. Adv. Neural Inform. Processing Systems, Vol. 10 (MIT Press, Cambridge, MA), 45–51.Google Scholar
  • Larsen B, Aone C (1999) Fast and effective text mining using linear-time document clustering. Proc. Fifth ACM SIGKDD Internat. Conf. Knowledge Discovery Data Mining (ACM, New York),16–22.Google Scholar
  • Lee D, Mendelson H (2007) Adoption of information technology under network effects. Inform. Systems Res. 18(4):395–413.LinkGoogle Scholar
  • Leffler K (1981) Persuasion or information? The economics of prescription drug advertising. J. Law Econom. 24(1):45–74.CrossrefGoogle Scholar
  • Leutenegger S, Chli M, Siegwart R (2011) BRISK: Binary robust invariant scalable keypoints. IEEE Internat. Conf. Comput. Vision, 2548–2555.Google Scholar
  • Li H (2015) Multichannel management with digital products: How e-books affect online and offline print book sales. Working paper, University of Pennsylvania, Philadelphia.Google Scholar
  • Lowe DG (1999) Object recognition from local scale-invariant features. Proc. Seventh IEEE Internat. Conf. Comput. Vision 2:1150–1157.Google Scholar
  • Ma L, Montgomery A, Smith M (2016) The dual impact of movie piracy on box-office revenue: Cannibalization and promotion. Working paper, Carnegie Mellon University, Pittsburgh.Google Scholar
  • Massini S, Lewin A, Greve H (2005) Innovators and imitators: Organizational reference groups and adoption of organizational routines. Res. Policy 34(10):1550–1569.CrossrefGoogle Scholar
  • Mikolajczyk K, Schmid C (2005) A performance evaluation of local descriptors. IEEE Trans. Pattern Anal. Machine Intelligence 27(10):1615–1630.CrossrefGoogle Scholar
  • Nelson P (1974) Advertising as information. J. Political Econom. 82(4):729–754.CrossrefGoogle Scholar
  • Nelson RR, Winter SG (2009) An Evolutionary Theory of Economic Change (Harvard University Press, Cambridge, MA).Google Scholar
  • Oberholzer-Gee F, Strumpf K (2007) The effect of file sharing on record sales: An empirical analysis. J. Political Econom. 115(1):1–42.CrossrefGoogle Scholar
  • Paolacci G, Chandler J (2014) Inside the turk: Understanding Mechanical Turk as a participant pool. Current Directions Psych. Sci. 23(3):184–188.CrossrefGoogle Scholar
  • Robinson W, Min S (2002) Is the first to market the first to fail? Empirical evidence for industrial goods businesses. J. Marketing Res. 39(1):120–128.CrossrefGoogle Scholar
  • Salton G, McGill MJ (1983) Introduction to Modern Information Retrieval (McGraw-Hill, New York).Google Scholar
  • Sareen H (2013) The evolution of an underground copycat app environment. Huffington Post (July 24). http://www.huffingtonpost.com/himanshu-sareen/post_5236_b_3647228.html.Google Scholar
  • Schmalensee R (1982) Product differentiation advantages of pioneering brands. Amer. Econom. Rev. 72(3):349–365.Google Scholar
  • Smith M, Telang R (2009) Competing with free: The impact of movie broadcasts on DVD sales and Internet piracy. MIS Quart. 33(2):321–338.CrossrefGoogle Scholar
  • Spence M (1979) Investment strategy and growth in a new market. Bell J. Econom. 10(1):1–19.CrossrefGoogle Scholar
  • Tang J, Meng Z, Nguyen X (2014) Understanding the limiting factors of topic modeling via posterior contraction analysis. Proc. Machine Learn. Res. 32(1):190–198.Google Scholar
  • Tiongson J (2015) Mobile app marketing insights: How consumers really find and use your apps. Think with Google (May). https://www.thinkwithgoogle.com/articles/mobile-app-marketing-insights.html.Google Scholar
  • Tuerck D (1978) Issues in Advertising: The Economics of Persuasion (American Enterprise Institute for Public Policy Research, Washington, DC).Google Scholar
  • Varadarajan R, Yadav M, Shankar V (2008) First-mover advantage in an Internet-enabled market environment: Conceptual framework and propositions. J. Acad. Marketing Sci. 36(3):293–308.CrossrefGoogle Scholar
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