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A case of using formal concept analysis in combination with emergent self organizing maps for detecting domestic violence

Poelmans, Jonas
Elzinga, Paul
Viaene, Stijn
Dedene, Guido (+)
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Publication Type
Journal article
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Supervisor
Publication Year
2009
Journal
Lecture notes in Computer Science
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Publication Volume
Publication Issue
5633
Publication Begin page
247
Publication End page
260
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Abstract
This paper examines incremental financing decisions within high-growth businesses. A large longitudinal dataset, free of survivorship bias, to cover financing events of high-growth businesses for up to 8 years is analyzed. The empirical evidence shows that profitable businesses prefer to finance investments with retained earnings, even if they have unused debt capacity. External equity is particularly important for unprofitable businesses with high debt levels, limited cash flows, high risk of failure or significant investments in intangible assets. These findings are consistent with the extended pecking order theory controlling for constraints imposed by debt capacity. It suggests that new equity issues are particularly important to allow high-growth businesses to grow beyond their debt capacity.
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