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The use of sparse inverse covariance estimation for relationship detection and hypothesis generation in strategic management

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  • Ashish Arora
  • Michelle Gittelman
  • Sarah Kaplan
  • John Lynch
  • Will Mitchell
  • Nicolaj Siggelkow
  • Mei Li
  • Ying Lin
  • Shuai Huang
  • Craig Crossland

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Suggested Citation

  • Ashish Arora & Michelle Gittelman & Sarah Kaplan & John Lynch & Will Mitchell & Nicolaj Siggelkow & Mei Li & Ying Lin & Shuai Huang & Craig Crossland, 2016. "The use of sparse inverse covariance estimation for relationship detection and hypothesis generation in strategic management," Strategic Management Journal, Wiley Blackwell, vol. 37(1), pages 86-97, January.
  • Handle: RePEc:bla:stratm:v:37:y:2016:i:1:p:86-97
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    File URL: http://hdl.handle.net/10.1002/smj.2450
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    References listed on IDEAS

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    1. Dennis A. Gioia & Kumar Chittipeddi, 1991. "Sensemaking and sensegiving in strategic change initiation," Strategic Management Journal, Wiley Blackwell, vol. 12(6), pages 433-448, September.
    2. Evan Rawley, 2010. "Diversification, coordination costs, and organizational rigidity: evidence from microdata," Strategic Management Journal, Wiley Blackwell, vol. 31(8), pages 873-891, August.
    3. Fellinghauer, Bernd & Bühlmann, Peter & Ryffel, Martin & von Rhein, Michael & Reinhardt, Jan D., 2013. "Stable graphical model estimation with Random Forests for discrete, continuous, and mixed variables," Computational Statistics & Data Analysis, Elsevier, vol. 64(C), pages 132-152.
    4. John Joseph & William Ocasio, 2012. "Architecture, attention, and adaptation in the multibusiness firm: General electric from 1951 to 2001," Strategic Management Journal, Wiley Blackwell, vol. 33(6), pages 633-660, June.
    5. Dobra, Adrian & Hans, Chris & Jones, Beatrix & Nevins, J.R.Joseph R. & Yao, Guang & West, Mike, 2004. "Sparse graphical models for exploring gene expression data," Journal of Multivariate Analysis, Elsevier, vol. 90(1), pages 196-212, July.
    6. Jianqing Fan & Jinchi Lv & Lei Qi, 2011. "Sparse High-Dimensional Models in Economics," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 291-317, September.
    7. Jooyoung Jeon & James W. Taylor, 2012. "Using Conditional Kernel Density Estimation for Wind Power Density Forecasting," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 107(497), pages 66-79, March.
    8. Guilhem Bascle, 2008. "Controlling for endogeneity with instrumental variables in strategic management research," Post-Print hal-00576795, HAL.
    9. Richard A. Bettis, 2012. "The search for asterisks: Compromised statistical tests and flawed theories," Strategic Management Journal, Wiley Blackwell, vol. 33(1), pages 108-113, January.
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    Cited by:

    1. Xiangyu Chang & Yinghui Huang & Mei Li & Xin Bo & Subodha Kumar, 2021. "Efficient Detection of Environmental Violators: A Big Data Approach," Production and Operations Management, Production and Operations Management Society, vol. 30(5), pages 1246-1270, May.

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