Kendall Bruce E
Ecology. 2015 Dec;96(12):3117-25. doi: 10.1890/14-2080.1.
The role of theory within ecology has changed dramatically in recent decades. Once primarily a source of qualitative conceptual framing, ecological theories and models are now often used to develop quantitative explanations of empirical patterns and to project future dynamics of specific ecological systems. In this essay, I recount my own experience of this transformation, in which accelerating computing power and the widespread incorporation of stochastic processes into ecological theory combined to create some novel integration of mathematical and statistical models. This stronger integration drives theory towards incorporating more biological realism, and I explore ways in which we can grapple with that realism to generate new general theoretical insights. This enhanced realism, in turn, may lead to frameworks for projecting ecological responses to anthropogenic change, which is, arguably, the central challenge for 21st-century ecology. In an era of big data and synthesis, ecologists are increasingly seeking to infer causality from observational data; but conventional biometry provides few tools for this project. This is a realm where theorists can and should play an important role, and I close by pointing towards some analytical and philosophical approaches developed in our sister discipline of economics that address this very problem. While I make no grand prognostications about the likely discoveries of ecological theory over the coming century, you will find in this essay a scattering of more or less far-fetched ideas that I, at least, think are interesting and (possibly) fruitful directions for our field.
近几十年来,理论在生态学中的作用发生了巨大变化。生态理论和模型曾经主要是定性概念框架的来源,现在常常被用于对实证模式进行定量解释,并预测特定生态系统的未来动态。在本文中,我讲述了自己对这一转变的经历,在这个过程中,计算能力的加速提升以及随机过程在生态理论中的广泛应用相结合,创造了数学模型与统计模型的一些新颖整合。这种更强的整合推动理论朝着纳入更多生物学现实的方向发展,我探讨了我们可以如何应对这种现实以产生新的一般性理论见解。反过来,这种增强的现实性可能会带来预测生态系统对人为变化响应的框架,这可以说是21世纪生态学面临的核心挑战。在大数据和综合分析的时代,生态学家越来越多地试图从观测数据中推断因果关系;但传统生物统计学为这个项目提供的工具很少。这是一个理论家能够且应该发挥重要作用的领域,我在结尾指出了我们的姊妹学科经济学中为解决这个问题而发展出的一些分析和哲学方法。虽然我对未来一个世纪生态理论可能取得的发现不做宏大预测,但在本文中你会发现一些或多或少有些牵强的想法,至少我认为这些想法对我们这个领域来说有趣且(可能)富有成果。