No retraction, correction or concern found when last checked on Oct 29, 2026.
The ecological forecast horizon, and examples of its uses and determinants
Owen L. Petchey, Mikael Pontarp, Thomas M. Massie and 15 more
Ecology Letters · 2015 · CC BY
Abstract
Forecasts of ecological dynamics in changing environments are increasingly important, and are available for a plethora of variables, such as species abundance and distribution, community structure and ecosystem processes. There is, however, a general absence of knowledge about how far into the future, or other dimensions (space, temperature, phylogenetic distance), useful ecological forecasts can be made, and about how features of ecological systems relate to these distances. The ecological forecast horizon is the dimensional distance for which useful forecasts can be made. Five case studies illustrate the influence of various sources of uncertainty (e.g. parameter uncertainty, environmental variation, demographic stochasticity and evolution), level of ecological organisation (e.g. population or community), and organismal properties (e.g. body size or number of trophic links) on temporal, spatial and phylogenetic forecast horizons. Insights from these case studies demonstrate that the ecological forecast horizon is a flexible and powerful tool for researching and communicating ecological predictability. It also has potential for motivating and guiding agenda setting for ecological forecasting research and development.
References 121
- 1.
Algar AC, Kharouba HM, Young ER, Kerr JT. Predicting the future of species diversity: macroecological theory, climate change, and direct tests of alternative forecasting methods. Ecography. 2009;32:22-33.
Not in our library
- 2.
Asner GP. Tropical forest carbon assessment: integrating satellite and airborne mapping approaches. Environ. Res. Lett. 2009;4:034009.
Not in our library
- 3.
Aufderheide H, Rudolf L, Gross T, Lafferty KD. How to predict community responses to perturbations in the face of imperfect knowledge and network complexity. Proc. Biol. Sci. 2013;280:20132355.
Not in our library10.1098/rspb.2013.2355
- 4.
Aurell E, Boffetta G, Crisanti A, Paladin G, Vulpiani A. Predictability in the large: an extension of the concept of Lyapunov exponent. J. Phys. A: Math. Gen. 1997;30:1-26.
Not in our library
- 5.
Bahn V, McGill BJ. Can niche-based distribution models outperform spatial interpolation? Glob. Ecol. Biogeogr. 2007;16:733-742.
Not in our library
- 6.
Bahn V, McGill BJ. Testing the predictive performance of distribution models. Oikos. 2013;122:321-331.
Not in our library
- 7.
Bailey B, Salmon M, Barnett WA, Kirman AP. Local lyapunov exponents: predictability depends on where you are. Nonlinear Dynamics and Economics: Proceedings of the Tenth International Symposium in Economic Theory and Econometrics. 1996;345-360.
Not in our library
- 8.
Beckage B, Gross LJ, Kauffman S. The limits to prediction in ecological systems. Ecosphere. 2011;2:art125.
Not in our library
- 9.
Becks L, Ellner SP, Jones LE, Hairston NG. Reduction of adaptive genetic diversity radically alters eco-evolutionary community dynamics. Ecol. Lett. 2010;13:989-997.
Not in our library10.1111/j.1461-0248.2010.01490.x
- 10.
Begon M, Harper JL, Townsend CR. Ecology: Individuals, Populations and Communities. 1990.
Not in our library
- 11.
Benincà E, Huisman J, Heerkloss R, Jöhnk KD, Branco P, Van Nes EH, et al. Chaos in a long-term experiment with a plankton community. Nature. 2008;451:822-825.
Not in our library10.1038/nature06512
- 12.
Berlow EL, Dunne J, Martinez ND, Stark PB, Williams RJ, Brose U. Simple prediction of interaction strengths in complex food webs. Proc. Natl. Acad. Sci. USA. 2009;106:187-191.
Not in our library10.1073/pnas.0806823106
- 13.
Boffetta G, Cencini M, Falcioni M, Vulpiani A. Predictability: a way to characterize complexity. Phys. Rep. 2002;356:367-474.
Not in our library
- 14.
Brook BW, O’Grady JJ, Chapman P, Burgman M, Akçakaya HR, Frankham R. Predictive accuracy of population viability analysis in conservation biology. Nature. 2000;404:385-387.
Not in our library10.1038/35006050
- 15.
Cane MA, Eshel G, Buckland RW. Forecasting Zimbabwean maize yield using eastern equatorial Pacific sea surface temperature. Nature. 1994;370:204-205.
Not in our library
- 16.
Cannell MGR, Smith RI. Thermal time, chill days and prediction of budburst in Picea Sitchensis. J. Appl. Ecol. 1983;20:951-963.
Not in our library
- 17.
Carrara F, Giometto A, Seymour M, Rinaldo A, Altermatt F. Experimental evidence for strong stabilizing forces at high functional diversity of microbial communities. Ecology. 2015.
Not in our library10.1890/14-1324.1
- 18.
Cavender-Bares J, Keen A, Miles B. Phylogenetic structure of floridian plant communities depends on taxonomic and spatial scale. Ecology. 2006;87:S109-S122.
Not in our library10.1890/0012-9658(2006)87[109:psofpc]2.0.co;2
- 19.
Chivers C, Leung B, Yan ND. Validation and calibration of probabilistic predictions in ecology. Methods Ecol. Evol. 2014;5:1023-1032.
Not in our library
- 20.
Clark JS, Carpenter SR, Barber M, Collins S, Dobson A, Foley J, et al. Ecological forecasts: an emerging imperative. Science. 2001;293:657-660.
Not in our library10.1126/science.293.5530.657
- 21.
Corbet SA, Saville NM, Fussell M, Prŷs-Jones OE, Unwin DM. The competition box: a graphical aid to forecasting pollinator performance. J. Appl. Ecol. 1995;32:707-719.
Not in our library
- 22.
Coreau A, Pinay G, Thompson JD, Cheptou P-O, Mermet L. The rise of research on futures in ecology: rebalancing scenarios and predictions. Ecol. Lett. 2009;12:1277-1286.
Not in our library10.1111/j.1461-0248.2009.01392.x
- 23.
Cork SJ, Peterson GD, Bennett EM, Petschel-Held G, Zurek M. Synthesis of the storylines. Ecol. Soc. 2006;11:11.
Not in our library
- 24.
Corley CD, Pullum LL, Hartley DM, Benedum C, Noonan C, Rabinowitz PM, et al. Disease prediction models and operational readiness. PLoS ONE. 2014;9:e91989.
Not in our library10.1371/journal.pone.0091989
- 25.
Costello MJ, Michener WK, Gahegan M, Zhang Z-Q, Bourne PE. Biodiversity data should be published, cited, and peer reviewed. Trends Ecol. Evol. 2013;28:454-461.
Not in our library10.1016/j.tree.2013.05.002
- 26.
Courchamp F, Dunne JA, Le Maho Y, May RM, Thébaud C, Hochberg ME. Fundamental ecology is fundamental. Trends Ecol. Evol. 2015;30:9-16.
Not in our library10.1016/j.tree.2014.11.005
- 27.
Dambacher J, Li H, Rossignol P. Relevance of community structure in assessing indeterminacy of ecological predictions. Ecology. 2002;83:1372-1385.
Not in our library
- 28.
Dambacher J, Li H, Rossignol P. Qualitative predictions in model ecosystems. Ecol. Model. 2003;161:79-93.
Not in our library10.1086/367590
- 29.
Diez JM, Ibáñez I, Miller-Rushing AJ, Mazer SJ, Crimmins TM, Crimmins M, et al. Forecasting phenology: from species variability to community patterns. Ecol. Lett. 2012;15:545-553.
Not in our library10.1111/j.1461-0248.2012.01765.x
- 30.
Dobrowski S, Thorne J. Modeling plant ranges over 75 years of climate change in California, USA: temporal transferability and species traits. Ecol. Monogr. 2011;81:241-257.
Not in our library
- 31.
Doebeli M, Ispolatov I. Chaos and unpredictability in evolution. Evolution. 2014;68:1365-1373.
Not in our library10.1111/evo.12354
- 32.
Ellner S, Turchin P. Chaos in a noisy world: new methods and evidence from time-series analysis. Am. Nat. 1995;145:343-375.
Not in our library
- 33.
Ellner SP, Holmes EE. Commentary on Holmes et al. (2007): resolving the debate on when extinction risk is predictable. Ecol. Lett. 2008;11:1-5.
Not in our library10.1111/j.1461-0248.2008.01211.x
- 34.
Ellner SP, Geber M, Hairston NG. Does rapid evolution matter? Measuring the rate of contemporary evolution and its impacts on ecological dynamics. Ecol. Lett. 2011;14:603-614.
Not in our library10.1111/j.1461-0248.2011.01616.x
- 35.
Evans MR. Modelling ecological systems in a changing world. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2012;367:181-190.
Not in our library10.1098/rstb.2011.0172
- 36.
Evans MR, Norris KJ, Benton TG. Predictive ecology: systems approaches. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2012;367:163-169.
Not in our library10.1098/rstb.2011.0191
- 37.
Evans MR, Bithell M, Cornell SJ, Dall S, Diaz S, Emmott S, et al. Predictive systems ecology. Proc. Biol. Sci. 2013;280:20131452.
Not in our library10.1098/rspb.2013.1452
- 38.
Fischer BB, Kwiatkowski M, Ackermann M, Krismer J, Roffler S, Suter MJF, et al. Phenotypic plasticity influences the eco-evolutionary dynamics of a predator-prey system. Ecology. 2014;95:3080-3092.
Not in our library
- 39.
France KE, Duffy JE. Diversity and dispersal interactively affect predictability of ecosystem function. Nature. 2006;441:1139-1143.
Not in our library10.1038/nature04729
- 40.
Fussmann G, Ellner S, Shertzer K, Hairston JN. Crossing the Hopf bifurcation in a live predator-prey system. Science. 2000;290:1358-1360.
Not in our library10.1126/science.290.5495.1358
- 41.
Fussmann KE, Schwarzmüller F, Brose U, Jousset A, Rall BC. Ecological stability in response to warming. Nat. Clim. Chang. 2014;4:206-210.
Not in our library
- 42.
Gao C, Wand H, Weng E, Lakshmivarahan S, Zhang Y, Luo Y. Assimilation of multiple data sets with the ensemble Kalman filter to improve forecasts of forest carbon dynamics. Ecol. Appl. 2011;21:1461-1473.
Not in our library10.1890/09-1234.1
- 43.
Garland J, James R, Bradley E. Model-free quantification of time-series predictability. Phys. Rev. E. 2014;90:052910.
Not in our library10.1103/physreve.90.052910
- 44.
Gilbert B, Tunney TD, McCann KS, DeLong JP, Vasseur D, Savage V, et al. A bioenergetic framework for the temperature dependence of trophic interactions. Ecol. Lett. 2014;17:902-914.
Not in our library10.1111/ele.12307
- 45.
Godfray HCJ, May RM. Open questions: are the dynamics of ecological communities predictable? BMC Biol. 2014;12:22.
Not in our library10.1186/1741-7007-12-22
- 46.
Gotelli NJ, Ellison AM. Forecasting extinction risk with nonstationary matrix models. Ecol. Appl. 2006a;16:51-61.
Not in our library10.1890/04-0479
- 47.
Gotelli NJ, Ellison AM. Food-web models predict species abundances in response to habitat change. PLoS Biol. 2006b;4:e324.
Not in our library10.1371/journal.pbio.0040324
- 48.
Gravel D, Poisot T, Albouy C, Velez L, Mouillot D. Inferring food web structure from predator-prey body size relationships. Methods Ecol. Evol. 2013;4:1083-1090.
Not in our library
- 49.
Gregr EJ, Chan KMA. Leaps of faith: how implicit assumptions compromise the utility of ecosystem models for decision-making. Bioscience. 2014;65:43-54.
Not in our library
- 50.
Grimm V, Railsback SF. Pattern-oriented modelling: a “multi-scope” for predictive systems ecology. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2012;367:298-310.
Not in our library10.1098/rstb.2011.0180
- 51.
Guisan A, Thuiller W. Predicting species distribution: offering more than simple habitat models. Ecol. Lett. 2005;8:993-1009.
Not in our library10.1111/j.1461-0248.2005.00792.x
- 52.
Guisan A, Tingley R, Baumgartner JB, Naujokaitis-Lewis I, Sutcliffe PR, Tulloch AIT, et al. Predicting species distributions for conservation decisions. Ecol. Lett. 2013;16:1424-1435.
Not in our library10.1111/ele.12189
- 53.
Hairston NG, Ellner SP, Geber M, Yoshida T, Fox J. Rapid evolution and the convergence of ecological and evolutionary time. Ecol. Lett. 2005;8:1114-1127.
Not in our library
- 54.
Hare JA, Alexander MA, Fogarty MJ, Williams EH, Scott JD. Forecasting the dynamics of a coastal fishery species using a coupled climate – population model. Ecol. Appl. 2010;20:452-464.
Not in our library10.1890/08-1863.1
- 55.
Harfoot MBJ, Newbold T, Tittensor DP, Emmott S, Hutton J, Lyutsarev V, et al. Emergent global patterns of ecosystem structure and function from a mechanistic general ecosystem model. PLoS Biol. 2014;12:e1001841.
Not in our library10.1371/journal.pbio.1001841
- 56.
Hartig F, Dormann CF. Does model-free forecasting really outperform the true model? Proc. Natl. Acad. Sci. USA. 2013;110:E3975.
Not in our library10.1073/pnas.1308603110
- 57.
Harwood J, Stokes K. Coping with uncertainty in ecological advice: lessons from fisheries. Trends Ecol. Evol. 2003;18:617-622.
Not in our library
- 58.
Homolová L, Schaepman M, Lamarque P, Clevers JGPW, de Bello F, Thuiller W, et al. Comparison of remote sensing and plant trait-based modelling to predict ecosystem services in subalpine grasslands. Ecosphere. 2013;5:1-29.
Not in our library
- 59.
Hudson L, Reuman D. A cure for the plague of parameters: constraining models of complex population dynamics with allometries. Proc. Biol. Sci. 2013;280:20131901.
Not in our library10.1098/rspb.2013.1901
- 60.
- 61.
Kattge J, Díaz S, Lavorel S, Prentice IC, Leadley P, Bönisch G, et al. TRY - a global database of plant traits. Global Change Biol. 2011;17:2905-2935.
Not in our library
- 62.
Komatsu E, Fukushima T, Harasawa H. A modeling approach to forecast the effect of long-term climate change on lake water quality. Ecol. Model. 2007;209:351-366.
Not in our library
- 63.
Kooistra L, Wamelink W, Schaepman-Strub G, Schaepman M, van Dobben H, Aduaka U, et al. Assessing and predicting biodiversity in a floodplain ecosystem: assimilation of net primary production derived from imaging spectrometer data into a dynamic vegetation model. Remote Sens. Environ. 2008;112:2118-2130.
Not in our library
- 64.
Levine JM, Antonio CMD. Forecasting biological invasions with international trade. Conserv. Biol. 2003;17:322-326.
Not in our library
- 65.
Levins R. The strategy of model building in population biology. Am. Sci. 1966;54:421-431.
Not in our library
- 66.
Loarie SR, Duffy PB, Hamilton H, Asner GP, Field CB, Ackerly DD. The velocity of climate change. Nature. 2009;462:1052-1055.
Not in our library10.1038/nature08649
- 67.
Loreau M, Mouquet N, Holt RD. Meta-ecosystems: a theoretical framework for a spatial ecosystem ecology. Ecol. Lett. 2003;6:673-679.
Not in our library
- 68.
Lorenz E. A study of the predictability of a 28-variable atmospheric model. Tellus. 1965;17:321-333.
Not in our library
- 69.
Lou Y, Keenan TF, Smith MJ. Predictability of the terrestrial carbon cycle. Global Change Biol. 2014;21:1737-1751.
Not in our library10.1111/gcb.12766
- 70.
Matthews B, Narwani A, Hausch S, Nonaka E, Peter H, Yamamichi M, et al. Toward an integration of evolutionary biology and ecosystem science. Ecol. Lett. 2011;14:690-701.
Not in our library10.1111/j.1461-0248.2011.01627.x
- 71.
May RM. Stability and Complexity in Model Ecosystems. 2001.
Not in our library
- 72.
McCann KS. The diversity-stability debate. Nature. 2000;405:228-233.
Not in our library10.1038/35012234
- 73.
McGrady-Steed J, Harris P. Biodiversity regulates ecosystem predictability. Nature. 1997;390:162-165.
Not in our library
- 74.
Mouquet N, Lagadeuc Y, Loreau M. Ecologie prédictive and changement planétaire. Les Cah. Prospect. Rep. 2012;9-44.
Not in our library
- 75.
Nekola JC, McGill BJ. Scale dependency in the functional form of the distance decay relationship. Ecography. 2014;37:309-320.
Not in our library
- 76.
Nekola J, White P. The distance decay of similarity in biogeography and ecology. J. Biogeogr. 1999;26:867-878.
Not in our library
- 77.
Novak M, Wootton JT, Doak DF, Emmerson M, Estes JA, Tinker MT. Predicting community responses to perturbations in the face of imperfect knowledge and network complexity. Ecology. 2011;92:836-846.
Not in our library10.1890/10-1354.1
- 78.
Ollerenshaw CB, Smith LP. Meteorological factors and forecasts of helminthic disease. Adv. Parasitol. 1969;7:283-323.
Not in our library10.1016/s0065-308x(08)60437-6
- 79.
Palmer PI, Smith MJ. Model human adaptation to climate change. Nature. 2014;512:365-366.
Not in our library10.1038/512365a
- 80.
Pearse IS, Altermatt F. Predicting novel trophic interactions in a non-native world. Ecol. Lett. 2013;16:1088-1094.
Not in our library10.1111/ele.12143
- 81.
Pereira HM, Ferrier S, Walters M, Geller GN, Jongman RHG, Scholes RJ, et al. Essential biodiversity variables. Science. 2013;339:277-278.
Not in our library10.1126/science.1229931
- 82.
Perretti CT, Munch SB, Sugihara G. Model-free forecasting outperforms the correct mechanistic model for simulated and experimental data. Proc. Natl. Acad. Sci. USA. 2013a;110:5253-5257.
Not in our library10.1073/pnas.1216076110
- 83.
Perretti CT, Munch SB, Sugihara G. Reply to Hartig and Dormann: the true model myth. Proc. Natl. Acad. Sci. USA. 2013b;110:3976-3977.
Not in our library10.1073/pnas.1312461110
- 84.
Petchey O, Brose U, Rall B. Predicting the effects of temperature on food web connectance. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2010;365:2081-2091.
Not in our library10.1098/rstb.2010.0011
- 85.
Peterson GD, Carpenter SR, Brock WA. Uncertainty and the management of multistate ecosystems: an apparently rational route to collapse. Ecology. 2003;84:1403-1411.
Not in our library
- 86.
Pottier J, Malenovský Z, Psomas A, Homolová L, Schaepman ME, Choler P, et al. Modelling plant species distribution in alpine grasslands using airborne imaging spectroscopy. Biol. Lett. 2014;10:20140347.
Not in our library10.1098/rsbl.2014.0347
- 87.
Purves D, Pacala S. Predictive models of forest dynamics. Science. 2008;320:1452-1453.
Not in our library10.1126/science.1155359
- 88.
Purves D, Scharlemann J, Harfoot M, Newbold T, Tittensor D, Hutton J, et al. Ecosystems: time to model all life on earth. Nature. 2013;493:295-297.
Not in our library10.1038/493295a
- 89.
Raftery AE. 2014.
Not in our library
- 90.
Regan H, Colyvan M, Burgman M. A taxonomy and treatment of uncertainty for ecology and conservation biology. Ecol. Appl. 2002;12:618-628.
Not in our library
- 91.
Ripa J, Storlind L, Lundberg P, Brown J. Niche coevolution in consumer–resource communities. Evol. Ecol. Res. 2009;11:305-323.
Not in our library
- 92.
Salguero-Gómez R, Jones OR, Archer CR, Buckley YM, Che-Castaldo J, Caswell H, et al. The compadre Plant Matrix Database: an open online repository for plant demography. J. Ecol. 2015;103:202-218.
Not in our library
- 93.
Salvino LW, Cawley R, Grebogi C, Yorke JA. Predictability of time series. Phys. Lett. A. 1995;209:327-332.
Not in our library
- 94.
Scheffer M, Bascompte J, Brock WA, Brovkin V, Carpenter SR, Dakos V, et al. Early-warning signals for critical transitions. Nature. 2009;461:53-59.
Not in our library10.1038/nature08227
- 95.
Schimel DS, Asner GP, Moorcroft P. Observing changing ecological diversity in the Anthropocene. Front. Ecol. Environ. 2013;11:129-137.
Not in our library
- 96.
Schindler DE, Hilborn R. Prediction, precaution, and policy under global change. Science. 2015;347:953-954.
Not in our library10.1126/science.1261824
- 97.
Seferian R, Bopp L, Gehlen M, Swingedouw D, Mignot J, Guilyardi E, et al. Multiyear predictability of tropical marine productivity. Proc. Natl. Acad. Sci. USA. 2014;111:11646-11651.
Not in our library10.1073/pnas.1315855111
- 98.
Shaman J, Karspeck A. Forecasting seasonal outbreaks of influenza. Proc. Natl. Acad. Sci. USA. 2012;109:20425-20430.
Not in our library10.1073/pnas.1208772109
- 99.
Shuman F. Numerical weather prediction. Bull. Am. Meteorol. Soc. 1978;59:5-17.
Not in our library
- 100.
Simmons A, Hollingsworth A. Some aspects of the improvement in skill of numerical weather prediction. Q. J. R. Meteorol. Soc. 2002;128:647-677.
Not in our library
- 101.
Spiegelhalter D, Pearson M, Short I. Visualizing uncertainty about the future. Science. 2011;333:1393-1400.
Not in our library10.1126/science.1191181
- 102.
Stevenson TCE. New description of box for holding thermometers. J. Scottish Meteorol. Soc. 1864;1:122.
Not in our library
- 103.
Stigall AL. Using ecological niche modelling to evaluate niche stability in deep time. J. Biogeogr. 2012;39:772-781.
Not in our library
- 104.
Stillman RA, Railsback SF, Giske J, Berger UTA, Grimm V. Making predictions in a changing world: the Benefits of Individual-Based Ecology. Bioscience. 2015;65:140-150.
Not in our library10.1093/biosci/biu192
- 105.
Sugihara G, May R, Ye H, Hsieh C, Deyle E, Fogarty M, et al. Detecting causality in complex ecosystems. Science. 2012;338:496-500.
Not in our library10.1126/science.1227079
- 106.
Sutherland WJ. Predicting the ecological consequences of environmental change: a review of the methods. J. Appl. Ecol. 2006;43:599-616.
Not in our library
- 107.
Sutherland WJ, Armstrong-Brown S, Paul R, Brereton TOM, Brickland J, Colin D, et al. The identification of 100 ecological questions of high policy relevance in the UK. Journal of Applied Ecology. 2006;43:617-627.
Not in our library
- 108.
Tallis HM, Kareiva P. Shaping global environmental decisions using socio-ecological models. Trends Ecol. Evol. 2006;21:562-568.
Not in our library10.1016/j.tree.2006.07.009
- 109.
Travis J, Coleman FC, Auster PJ, Cury PM, Estes JA, Orensanz J, et al. Correction for Travis et al., Integrating the invisible fabric of nature into fisheries management. Proc. Natl. Acad. Sci. USA. 2014;111:4644.
Not in our library10.1073/pnas.1305853111
- 110.
Turchin P. Complex Population Dynamics: A Theoretical/Empirical Synthesis. 2003.
Not in our library
- 111.
Vandermeer J. The competitive structure of communities: an experimental approach with protozoa. Ecology. 1969;50:362-371.
Not in our library
- 112.
Vincenzi S. Extinction risk and eco-evolutionary dynamics in a variable environment with increasing frequency of extreme events. J. R. Soc. Interface. 2014;11:20140441.
Not in our library10.1098/rsif.2014.0441
- 113.
Ward EJ, Holmes EE, Thorson JT, Collen B. Complexity is costly: a meta-analysis of parametric and non-parametric methods for short-term population forecasting. Oikos. 2014;123:652-661.
Not in our library
- 114.
Wollrab S, Diehl S, De Roos AM. Simple rules describe bottom-up and top-down control in food webs with alternative energy pathways. Ecol. Lett. 2012;15:935-946.
Not in our library10.1111/j.1461-0248.2012.01823.x
- 115.
Wootton JT. Indirect effects in complex ecosystems: recent progress and future challenges. J. Sea Res. 2002;48:157-172.
Not in our library
- 116.
Wootton JT. Markov chain models predict the consequences of experimental extinctions. Ecol. Lett. 2004;7:653-660.
Not in our library
- 117.
- 118.
Ye H, Beamish RJ, Glaser SM, Grant SCH, Hsieh C, Richards LJ, Schnute JT, Sugihara G. Equation-free mechanistic ecosystem forecasting using empirical dynamic modeling. Proceedings of the National Academy of Sciences. 2015;201417063.
Not in our library10.1073/pnas.1417063112
- 119.
Yodzis P. The indeterminacy of ecological interactions as perceived through perturbation experiments. Ecology. 1988;69:508-515.
Not in our library
- 120.
Yoshida T, Jones LE, Ellner SP, Fussmann GF, Hairston NG. Rapid evolution drives ecological dynamics in a predator-prey system. Nature. 2003;424:303-306.
Not in our library10.1038/nature01767
- 121.
Ziehmann C, Smith LA, Kurths J. Localized Lyapunov exponents and the prediction of predictability. Phys. Lett. A. 2000;271:237-251.
Not in our library
Cited by papers we hold 4
- A niche for null models in adaptive resource management · 2022Not checked
- Seasonality and uncertainty in global COVID-19 growth rates · 2020No notice
- Global expansion and redistribution of Aedes-borne virus transmission risk with climate change · 2019No notice
- Empirical Predictability of Community Responses to Climate Change · 2018Not checked
Reads
Read by people on this page
None yet.
Checked or read by AI through naulon
None yet.
A person counts once a day per paper. We keep no cookie and no address: a reader is a hash that changes every day. Any month under five reads shows no number.
Are you an author?
Is this your paper?
Claim it to add your note and be paid when agents cite it. Free.