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A new approach for selecting the number of factors:

Chen, Yin-Ping ; Huang, Hsin-Cheng ; Tu, I-Ping
Computational Statistics & Data Analysis.  54 (2010)  12 - p. 2990-2998 , 2010
Link: https://doi.org/10.1016/j.csda.2009.10.002