Ecological stability

The explosive growth and collapse of May’s paradox

2012-08-30 — 2024-10-06

quality 4.1

Wherein May’s 1972 Analysis Is Recounted, in Which Increasing Species Number and Interaction Density, When Assigned Randomly, Are Found to Reduce the Probability of Systemic Stability, and a Paradox Is Posed.

branching
catastrophe
networks
probability
SDEs
statistics
stochastic processes
time series
virality
Figure 1

Robert M. May (1972) demonstrated that as the complexity of a system increases—measured by the number of species and the density of their interactions—the likelihood of the system being stable decreases when interactions are assigned randomly.

May’s Paradox: Real ecosystems are both complex and seemingly stable. May’s work challenged the prevailing notion that complexity begets stability. How does nature do it?

Naïvely, we might say that we only observe stable ecosystems because the unstable ones have already collapsed. We cannot quite make that an evolutionary argument, though, because we prefer to think that selection operates on the individuals within the ecosystem, not the ecosystem as a whole. There are more careful arguments to be made which still preserve the vibes though.

I know about this concept mostly because of how often it is referenced in certain financial stability papers. Oh, and I spent a summer in 2001 running ecological simulations for the mathematics program at ANU.

Look! Cosma Shalizi has recently updated his Stability and Complexity of Ecosystems notebook, also.

1 Incoming

2 References

Allesina, and Tang. 2012. Stability Criteria for Complex Ecosystems.” Nature.
Angulo, Moog, and Liu. 2019. A Theoretical Framework for Controlling Complex Microbial Communities.” Nature Communications.
Arnoldi, Loreau, and Haegeman. 2015. Resilience, Reactivity and Variability : A Mathematical Comparison of Ecological Stability Measures.” Journal of Theoretical Biology.
Ashby. 1956. An Introduction to Cybernetics.
Auerbach, Grebogi, Ott, et al. 1992. Controlling Chaos in High Dimensional Systems.” Physical Review Letters.
Bajić, Rebolleda-Gómez, Muñoz, et al. 2021. The Macroevolutionary Consequences of Niche Construction in Microbial Metabolism.” Frontiers in Microbiology.
Barabás, Michalska-Smith, and Allesina. 2017. Self-Regulation and the Stability of Large Ecological Networks.” Nature Ecology & Evolution.
Biroli, Bunin, and Cammarota. 2018. Marginally Stable Equilibria in Critical Ecosystems.” New Journal of Physics.
Bizeul, Clenet, and Najim. 2020. Positive Solutions for Large Random Linear Systems.” In ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
Bizeul, and Najim. 2021. Positive Solutions for Large Random Linear Systems.” Proceedings of the American Mathematical Society.
Boettiger, Mangel, and Munch. 2015. Avoiding Tipping Points in Fisheries Management Through Gaussian Process Dynamic Programming.” Proceedings of the Royal Society B: Biological Sciences.
Brose, Williams, and Martinez. 2006. Allometric Scaling Enhances Stability in Complex Food Webs.” Ecology Letters.
Bucci, Tzen, Li, et al. 2016. MDSINE: Microbial Dynamical Systems INference Engine for Microbiome Time-Series Analyses.” Genome Biology.
Bunin. 2017. Ecological Communities with Lotka-Volterra Dynamics.” Physical Review E.
Casas. n.d. “Assessing Sampling Sufficiency of Network Metrics Using Bootstrap.”
Chadès, McDonald-Madden, McCarthy, et al. 2008. When to Stop Managing or Surveying Cryptic Threatened Species.” Proceedings of the National Academy of Sciences.
Clark. 2010. Mathematical Bioeconomics: The Mathematics of Conservation.
Conant, and Ashby. 1970. Every Good Regulator of a System Must Be a Model of That System.” International Journal of Systems Science.
Cornelius, Kath, and Motter. 2013. Realistic Control of Network Dynamics.” Nature Communications.
Costantino, Desharnais, Cushing, et al. 1997. Chaotic Dynamics in an Insect Population.” Science.
Cowan, Chastain, Vilhena, et al. 2011. Nodal Dynamics, Not Degree Distributions, Determine the Structural Controllability of Complex Networks.” PLoS ONE.
Cushing. 2003. Chaos in Ecology: Experimental Nonlinear Dynamics.
Doak, Bigger, Harding, et al. 1998. The Statistical Inevitability of Stability‐Diversity Relationships in Community Ecology.” The American Naturalist.
Doebeli, M. 1997. Controlling Spatial Chaos in Metapopulations with Long-Range Dispersal.” Bulletin of Mathematical Biology.
Doebeli, Michael. 2013. Adaptive Dynamics: A Framework for Modeling the Long-Term Evolutionary Dynamics of Quantitative Traits.” In The Adaptive Landscape in Evolutionary Biology.
Elton. 1958. The Ecology of Invasions by Animals and Plants.
Fiedler, Mochizuki, Kurosawa, et al. 2013. Dynamics and Control at Feedback Vertex Sets. I: Informative and Determining Nodes in Regulatory Networks.” Journal of Dynamics and Differential Equations.
Galla. 2018. Dynamically Evolved Community Size and Stability of Random Lotka-Volterra Ecosystems (a).” EPL (Europhysics Letters).
Gardner, and Ashby. 1970. Connectance of Large Dynamic (Cybernetic) Systems: Critical Values for Stability.” Nature.
Gatenby, Silva, Gillies, et al. 2009. Adaptive Therapy.” Cancer Research.
Gibbs, Grilli, Rogers, et al. 2018. Effect of Population Abundances on the Stability of Large Random Ecosystems.” Physical Review E.
Girko. 1985. Circular Law.” Theory of Probability & Its Applications.
Goh, B. S. 1977. Global Stability in Many-Species Systems.” The American Naturalist.
Goh, Bean-San. 1980. Management and Analysis of Biological Populations. Developments in Agricultural and Managed-Forest Ecology 8.
Heleno, Devoto, and Pocock. 2012. Connectance of Species Interaction Networks and Conservation Value: Is It Any Good to Be Well Connected? Ecological Indicators.
Hilker, and Westerhoff. 2007. Preventing Extinction and Outbreaks in Chaotic Populations.” The American Naturalist.
Holling, C S. 1973. Resilience and Stability of Ecological Systems.” Annual Review of Ecology and Systematics.
Holling, C. S. 1978. Adaptive Environmental Assessment and Management.
Holmes, Ward, and Wills. 2012. MARSS: Multivariate Autoregressive State-Space Models for Analyzing Time-Series Data.” The R Journal.
Ives, Anthony R., and Carpenter. 2007. Stability and Diversity of Ecosystems.” Science.
Ives, A. R., Dennis, Cottingham, et al. 2003. Estimating Community Stability and Ecological Interactions from Time-Series Data.” Ecological Monographs.
Jones, and Carlson. 2018. Steady-State Reduction of Generalized Lotka-Volterra Systems in the Microbiome. Physical Review E.
Lapeyrolerie. 2024. Applications of Neural Network Models for Conservation Decision-Making and Ecological Forecasting.”
Lapeyrolerie, Chapman, Norman, et al. 2022. Deep Reinforcement Learning for Conservation Decisions.” Methods in Ecology and Evolution.
Law, and Morton. 1996. Permanence and the Assembly of Ecological Communities.” Ecology.
Lin. 1974. Structural Controllability.” IEEE Transactions on Automatic Control.
Liu, Slotine, and Barabási. 2011. Controllability of Complex Networks.” Nature.
———. 2013. Observability of Complex Systems.” Proceedings of the National Academy of Sciences.
MacArthur. 1955. Fluctuations of Animal Populations and a Measure of Community Stability.” Ecology.
Marescot, Chapron, Chadès, et al. 2013. Complex Decisions Made Simple: A Primer on Stochastic Dynamic Programming.” Methods in Ecology and Evolution.
May, Robert M. 1972. Will a Large Complex System Be Stable? Nature.
———. 1973. Stability in Randomly Fluctuating Versus Deterministic Environments.” The American Naturalist.
May, Robert M. 1976. “Simple Mathematical Models with Very Complicated Dynamics.” Nature.
McCann, Kevin Shear. 2000. The Diversity–Stability Debate.” Nature.
McCann, Kevin, Hastings, and Huxel. 1998. Weak Trophic Interactions and the Balance of Nature.” Nature.
Mochizuki, Fiedler, Kurosawa, et al. 2013. Dynamics and Control at Feedback Vertex Sets. II: A Faithful Monitor to Determine the Diversity of Molecular Activities in Regulatory Networks.” Journal of Theoretical Biology.
Neubert, and Caswell. 1997. Alternatives to Resilience for Measuring the Responses of Ecological Systems to Perturbations.” Ecology.
Neutel, Heesterbeek, and de Ruiter. 2002. Stability in Real Food Webs: Weak Links in Long Loops.” Science.
Opper, and Diederich. 1992. Phase Transition and 1/f Noise in a Game Dynamical Model.” Physical Review Letters.
Ott, Grebogi, and Yorke. 1990. Controlling Chaos.” Physical Review Letters.
Post, and Pimm. 1983. Community Assembly and Food Web Stability.” Mathematical Biosciences.
Punt, Butterworth, de Moor, et al. 2014. Management Strategy Evaluation: Best Practices.” Fish and Fisheries.
Roberts. 1974. The Stability of a Feasible Random Ecosystem.” Nature.
Rohr, Saavedra, and Bascompte. 2014. On the Structural Stability of Mutualistic Systems.” Science.
Saavedra, Rohr, Bascompte, et al. 2017. A Structural Approach for Understanding Multispecies Coexistence.” Ecological Monographs.
Sahasrabudhe, and Motter. 2011. Rescuing Ecosystems from Extinction Cascades Through Compensatory Perturbations.” Nature Communications.
Scheffer, Bascompte, Brock, et al. 2009. Early-Warning Signals for Critical Transitions.” Nature.
Serván, Capitán, Grilli, et al. 2018. Coexistence of Many Species in Random Ecosystems.” Nature Ecology & Evolution.
Sidhom, and Galla. 2020. Ecological Communities from Random Generalized Lotka-Volterra Dynamics with Nonlinear Feedback.” Physical Review E.
Solé, Gamarra, Ginovart, et al. 1999. Controlling Chaos in Ecology: From Deterministic to Individual-Based Models.” Bulletin of Mathematical Biology.
Staňková, Brown, Dalton, et al. 2019. Optimizing Cancer Treatment Using Game Theory: A Review.” JAMA Oncology.
Stein, Bucci, Toussaint, et al. 2013. Ecological Modeling from Time-Series Inference: Insight into Dynamics and Stability of Intestinal Microbiota.” PLoS Computational Biology.
Stone. 2018. The Feasibility and Stability of Large Complex Biological Networks: A Random Matrix Approach.” Scientific Reports.
Sun, and Motter. 2013. Controllability Transition and Nonlocality in Network Control.” Physical Review Letters.
Svensson, and Carlsbeek. 2012. The Adaptive Landscape in Evolutionary Biology.
Tang, Pawar, and Allesina. 2014. Correlation Between Interaction Strengths Drives Stability in Large Ecological Networks.” Ecology Letters.
Tilman. 1996. Biodiversity: Population Versus Ecosystem Stability.” Ecology.
Ulanowicz, Goerner, Lietaer, et al. 2009. Quantifying Sustainability: Resilience, Efficiency and the Return of Information Theory.” Ecological Complexity.
Walters. 1986. Adaptive Management of Renewable Resources.
Wölfl, te Rietmole, Salvioli, et al. 2022. The Contribution of Evolutionary Game Theory to Understanding and Treating Cancer.” Dynamic Games and Applications.
Yan, Ren, Lai, et al. 2012. Controlling Complex Networks: How Much Energy Is Needed? Physical Review Letters.
Yan, Tsekenis, Barzel, et al. 2015. Spectrum of Controlling and Observing Complex Networks.” Nature Physics.
Yodzis. 1981. The Stability of Real Ecosystems.” Nature.
Zañudo, Yang, and Albert. 2017. Structure-Based Control of Complex Networks with Nonlinear Dynamics.” Proceedings of the National Academy of Sciences.