Erratum: An empirical model for forecasting technology commercialization performance of software products in universities using genetic programming

It has come to the attention of the publisher that article Olawore, A.S., Wong, K.Y., Ma’aram, A. and Sutopo, W. (2026), “An empirical model for forecasting technology commercialization performance of software products in universities using genetic programming”. Journal of Modelling in Management, Vol. 21 No. 1, pp. 161-186. Link to the cited article. contains errors in equations (2) to (7), where unusual left-pointing arrow symbols and incorrect brackets/parentheses appear within the mathematical equations.The correct equations (2) to (7) are listed below:(2)RRMSE=1N∑i=1N(yi−y˜i)2y¯(3)RMAE=1n∑i=1n|yi−y˜i|(4)MAPE=100n∑i=1n|yi−y˜iyi|(5)R2=1−(∑i=1n(yi−y˜i)2∑i=1n(yi−y¯)2)(6)y=x2+x3+(x4+x60.017515+x1)lnx6−0.37894x5x8((x1+x1+x9−x2−x3−x6−x7−x8−lnx8)x8+0.37894(((ln(x1+x1+x9−x2−x3−x3−x8−x6+lnx1−lnx1))(x6+x1+x1+x9−x2−lnx8−x3−x3−x6−x8))+x1))(7)y=x2+x3+(x4+x60.017515+x1)lnx6−0.37894x5x8((2x1+x9−x2−x3−x6−x7−x8−lnx8)x8+0.37894(((ln(x9−x2−2x3−x8−x6+2x1))(x9−x2−lnx8−2x3−x8+2x1))+x1))This error was introduced during the article publication process, for which the publisher apologises.

Publication Details

Journal
Journal of Modelling in Management
Published
2026-02-12
DOI
https://doi.org/10.1108/jm2-02-2026-0068
Primary Topic
Innovation Diffusion and Forecasting
Type
article
Field-Weighted Citation Impact
0.00
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article

Erratum: An empirical model for forecasting technology commercialization performance of software products in universities using genetic programming

Journal of Modelling in Management
Innovation Diffusion and Forecasting
article

Erratum: An empirical model for forecasting technology commercialization performance of software products in universities using genetic programming

article en

Abstract

It has come to the attention of the publisher that article Olawore, A.S., Wong, K.Y., Ma’aram, A. and Sutopo, W. (2026), “An empirical model for forecasting technology commercialization performance of software products in universities using genetic programming”. Journal of Modelling in Management, Vol. 21 No. 1, pp. 161-186. Link to the cited article. contains errors in equations (2) to (7), where unusual left-pointing arrow symbols and incorrect brackets/parentheses appear within the mathematical equations.The correct equations (2) to (7) are listed below:(2)RRMSE=1N∑i=1N(yi−y˜i)2y¯(3)RMAE=1n∑i=1n|yi−y˜i|(4)MAPE=100n∑i=1n|yi−y˜iyi|(5)R2=1−(∑i=1n(yi−y˜i)2∑i=1n(yi−y¯)2)(6)y=x2+x3+(x4+x60.017515+x1)lnx6−0.37894x5x8((x1+x1+x9−x2−x3−x6−x7−x8−lnx8)x8+0.37894(((ln(x1+x1+x9−x2−x3−x3−x8−x6+lnx1−lnx1))(x6+x1+x1+x9−x2−lnx8−x3−x3−x6−x8))+x1))(7)y=x2+x3+(x4+x60.017515+x1)lnx6−0.37894x5x8((2x1+x9−x2−x3−x6−x7−x8−lnx8)x8+0.37894(((ln(x9−x2−2x3−x8−x6+2x1))(x9−x2−lnx8−2x3−x8+2x1))+x1))This error was introduced during the article publication process, for which the publisher apologises.

Journal of Modelling in Management
Industry, innovation and infrastructure
Openalex Percentile: Top 62%
Innovation Diffusion and Forecasting
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