Learning and innovation: Exploitation and exploration trade-offs

Changsu Kim; Jaeyong Song; Atul Nerkar

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Learning and innovation: Exploitation and exploration trade-offs

机译：学习与创新：开发与探索的权衡

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This paper examines the relationship between learning and innovation outcomes, focusing on the trade-off between exploitation and exploration in learning and innovation. The study identifies two types of learning and two outcomes of innovation. Exploitation and exploration in learning are inversely associated with innovation rates and impact. While exploitative, localized learning is positively associated with innovation rates, but negatively associated with impact, exploratory learning-by-experimentation shows the opposite relationship. The study examines panel data of 103 companies in the global pharmaceutical industry over a 7-year period in an empirical test of our hypotheses. Results support the existence of the exploitation and exploration trade-off.

机译：本文研究了学习与创新成果之间的关系，重点是学习与创新中开发与探索之间的权衡。该研究确定了两种学习类型和两种创新成果。学习中的探索和探索与创新率和影响成反比。剥削式的局部学习与创新率成正相关，而与影响成负相关，按实验探索性学习则显示出相反的关系。这项研究对我们的假设进行了实证检验，研究了7年期间全球制药行业103家公司的面板数据。结果支持了开采和勘探权衡的存在。

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来源
《Journal of Business Research》 |2012年第8期|1189-1194|共6页
作者
Changsu Kim; Jaeyong Song; Atul Nerkar;
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作者单位

Sogang Business School, Sogang University, Seoul, Republic of Korea;

SNU Business School, Seoul National University, Seoul, Republic of Korea;

Kenan-Flagler Business School, University of North Carolina at Chapel Hill, United States;

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正文语种 eng
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关键词
Exploitation; Exploration; Innovation rates; Innovation impact;

机译：开发;勘探;创新率;创新影响;

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专利

1. The trade-off between knowledge exploration and exploitation in technological innovation [J] . Li Dehong, Lin Jun, Cui Wentian, Journal of knowledge management . 2018,第4期

机译：技术创新知识探索与利用之间的权衡
2. The implied exploration-exploitation trade-off in human motor learning [J] . Holly N Phillips, Nikhil A Howai, Guy-Bart V Stan, BMC Neuroscience . 2011,第SUPPLEMENTa1期

机译：人类运动学习中隐含的探索与开发权衡
3. Innovation capacity building: An approach to maintaining balance between exploration and exploitation in organizational learning [J] . Jacob Brix The learning organization . 2019,第1期

机译：创新能力建设：一种在组织学习中保持探索与开发之间平衡的方法
4. The exploration/exploitation trade-off in Reinforcement Learning for dialogue management [C] . Varges Sebastian, Riccardi Giuseppe, Quarteroni Silvia, Automatic Speech Recognition amp; Understanding, 2009. ASRU 2009 . 2009

机译：对话学习中强化学习中的探索/开发权衡
5. An Unstable Balance: Exploration, Exploitation, and Innovation Decline during Development. [D] . Randall, Craig. 2012

机译：不稳定的平衡：开发过程中的探索，开发和创新下降。
6. The implied exploration-exploitation trade-off in human motor learning [O] . Holly N Phillips, Nikhil A Howai, Guy-Bart V Stan, 2011

机译：人类运动学习中隐含的探索与开发权衡
7. The implied exploration-exploitation trade-off in human motor learning [O] . Stan Guy-Bart V, Howai Nikhil A, Phillips Holly N, 2011

机译：人类运动学习中隐含的探索与开发权衡

Learning and innovation: Exploitation and exploration trade-offs

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