arXiv Open Access 2017

The Social Benefits of Balancing Creativity and Imitation: Evidence from an Agent-based Model

Liane Gabora Simon Tseng
Lihat Sumber

Abstrak

Although creativity is encouraged in the abstract it is often discouraged in educational and workplace settings. Using an agent-based model of cultural evolution, we investigated the idea that tempering the novelty-generating effects of creativity with the novelty-preserving effects of imitation is beneficial for society. In Experiment One we systematically introduced individual differences in creativity, and observed a trade-off between the ratio of creators to imitators, and how creative the creators were. Excess creativity was detrimental because creators invested in unproven ideas at the expense of propagating proven ones. Experiment Two tested the hypothesis that society as a whole benefits if individuals adjust how creative they are in accordance with their creative success. When effective creators created more, and ineffective creators created less (social regulation), the agents segregated into creators and imitators, and the mean fitness of outputs was temporarily higher. We hypothesized that the temporary nature of the effect was due to a ceiling on output fitness. In Experiment Three we made the space of possible outputs open-ended by giving agents the capacity to chain simple outputs into arbitrarily complex ones such that fitter outputs were always possible. With the capacity for chained outputs, the effect of social regulation could indeed be maintained indefinitely. The results are discussed in light of empirical data.

Topik & Kata Kunci

Penulis (2)

L

Liane Gabora

S

Simon Tseng

Format Sitasi

Gabora, L., Tseng, S. (2017). The Social Benefits of Balancing Creativity and Imitation: Evidence from an Agent-based Model. https://arxiv.org/abs/1705.00107

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2017
Bahasa
en
Sumber Database
arXiv
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Open Access ✓