Acknowledgement
This research was supported by a grant from the National Institute of Ecology (NIE-A-2020-12). Also, it was partially supported by Hyundai Motor Chung Mong-Koo Foundation.
References
- Aan A, Hallik LEA, Kull O, et al. J Ecol. 2006:1143-55. https://doi.org/10.1111/j.1365-2745.2011.01853.x
- Abrego N, Norberg A, Ovaskainen O. Measuring and predicting the influence of traits on the assembly processes of wood-inhabiting fungi. J Ecol. 2017;105(4):1070-81. https://doi.org/10.1111/1365-2745.12722.
- Anselin L. Local indicators of spatial association-LISA. Geogr Anal. 1995;27(2):93-115. https://doi.org/10.1111/j.1538-4632.1995.tb00338.x.
- Belluau M, Shipley B. Linking hard and soft traits: Physiology, morphology and anatomy interact to determine habitat affinities to soil water availability in herbaceous dicots. PLOS ONE. 2018;13(3):e0193130. https://doi.org/10.1371/journal.pone.0193130.
- Benedetti Y, Morelli F. Spatial mismatch analysis among hotspots of alien plant species, road and railway networks in Germany and Austria. PLoS ONE. 2017;12(8):e0183691. https://doi.org/10.1371/journal.pone.0183691.
- Bivand RS, Wong DWS. Comparing implementations of global and local indicators of spatial association. Test. 2018;27(3):716-48. https://doi.org/10.1007/s11749-018-0599-x.
- Brisson J, de Blois S, Lavoie C. Roadside as invasion pathway for common reed (Phragmites australis). Invasive Plant Sci Manag. 2010;3(4):506-14. https://doi.org/10.1614/IPSM-09-050.1.
- Cadotte MW, Arnillas CA, Livingstone SW, Yasui SL. Predicting communities from functional traits. Trends Ecol Evol (Amst). 2015;30(9):510-1. https://doi.org/10.1016/j.tree.2015.07.001.
- R Core Team. R: a language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical. Computing. 2020. https://www.R-project.org.
- Dawson W, Moser D, van Kleunen M, Kreft H, Pergl J, Pysek P, et al. Global hotspots and correlates of alien species richness across taxonomic groups. Nat Ecol Evol. 2017;1(7).
- Diagne C, Leroy B, Vaissiere AC, Gozlan RE, Roiz D, Jaric I, et al. High and rising economic costs of biological invasions worldwide. Nature. 2021;592(7855):571-6. https://doi.org/10.1038/s41586-021-03405-6.
- Diaz S, Kattge J, Cornelissen JH, Wright IJ, Lavorel S, Dray S, et al. The global spectrum of plant form and function. Nature. 2016;529(7585):167-71. https://doi.org/10.1038/nature16489.
- Falster DS, Westoby M. Plant height and evolutionary games. Trends in Ecology & Evolution. 2003;18(7):337-43. https://doi.org/10.1016/S0169-5347(03)00061-2.
- Fick SE, Hijmans RJ. WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. Int J Climatol. 2017;37:4302-15. https://doi.org/10.1002/joc.5086.
- Grime JP. The role of plasticity in exploiting environmental heterogeneity. Exploitation of environmental heterogeneity by plants: ecophysiological processes above-and belowground, vol. 19. New York: Academic Press; 1994.
- Guo W-Y, van Kleunen M, Winter M, Weigelt P, Stein A, Pierce S, et al. The role of adaptive strategies in plant naturalization. Ecol Lett. 2018;21(9):1380-9. https://doi.org/10.1111/ele.13104.
- Harper JL, Lovell PH, Moore KG. The shapes and sizes of seeds. Annu Rev Ecol Syst. 1970;1(1):327-56. https://doi.org/10.1146/annurev.es.01.110170.001551.
- Hood WG, Naiman RJ. Vulnerability of riparian zones to invasion by exotic vascular plants. Plant Ecol. 2000;148(1):105-14. https://doi.org/10.1023/A:1009800327334.
- Hosmer DW Jr, Lemeshow S, Sturdivant RX. Applied logistic regression. 3rd ed. Hoboken: Wiley; 2013.
- Hulme PE. Trade, transport and trouble: managing invasive species pathways in an era of globalization. J Appl Ecol. 2009;46(1):10-8. https://doi.org/10.1111/j.1365-2664.2008.01600.x.
- Jin Y, Qian H. V.PhyloMaker: an R package that can generate very large phylogenies for vascular plants. Ecography. 2019;42(8):1353-9. https://doi.org/10.1111/ecog.04434.
- Joly M, Bertrand P, Gbangou RY, White M-C, Dube J, Lavoie C. Paving the way for invasive species: road type and the spread of common ragweed (Ambrosia artemisiifolia). Environ Manag. 2011;48(3):514-22. https://doi.org/10.1007/s00267-011-9711-7.
- Kaluza P, Kolzsch A, Gastner MT, Blasius B. The complex network of global cargo ship movements. J R Soc Interface. 2010;7(48):1093-103. https://doi.org/10.1098/rsif.2009.0495.
- Kattge J, Bonisch G, Diaz S, Lavorel S, Prentice IC, Leadley P, et al. TRY plant trait database - enhanced coverage and open access. Glob Chang Biol. 2020;26(1):119-88. https://doi.org/10.1111/gcb.14904.
- Lambers HANS, Poorter H. Inherent variation in growth rate between higher plants: a search for physiological causes and ecological consequences. Adv Ecol Res. 1992;23:187-261. https://doi.org/10.1016/S0065-2504(08)60148-8.
- Lobell DB, Asner GP. Climate and management contributions to recent trends in U.S. agricultural yields. Science. 2003;299(5609):1032. https://doi.org/10.1126/science.1078475
- Lobell DB, Field CB. Global scale climate-crop yield relationships and the impacts of recent warming. Environ Res Lett. 2007;2(1):014002. https://doi.org/10.1088/1748-9326/2/1/014002.
- Meunier G, Lavoie C. Roads as corridors for invasive plant species: new evidence from smooth bedstraw (Galium mollugo). Invasive Plant Sci Manag. 2012;5(1):92-100. https://doi.org/10.1614/IPSM-D-11-00049.1.
- Moles AT, Warton DI, Warman L, Swenson NG, Laffan SW, Zanne AE, et al. Global patterns in plant height. J Ecol. 2009;97(5):923-32. https://doi.org/10.1111/j.1365-2745.2009.01526.x.
- Moravcova L, Pysek P, Jarosik V, Pergl J. Getting the right traits: reproductive and dispersal characteristics predict the invasiveness of herbaceous plant species. PLoS ONE. 2015;10(4):e0123634. https://doi.org/10.1371/journal.pone.0123634.
- Mouillot D, Graham NA, Villeger S, Mason NW, Bellwood DR. A functional approach reveals community responses to disturbances. Trends Ecol Evol. 2013;28(3):167-77. https://doi.org/10.1016/j.tree.2012.10.004.
- Naimi B, Hamm NAS, Groen TA, Skidmore AK, Toxopeus AG. Where is positional uncertainty a problem for species distribution modelling. Ecography. 2014;37(2):191-203. https://doi.org/10.1111/j.1600-0587.2013.00205.x.
- NASA/METI/AIST/Japan Spacesystems and U.S./Japan ASTER Science Team. ASTER Global Digital Elevation Model V003. NASA EOSDIS Land Processes DAAC; 2019. https://doi.org/10.5067/ASTER/ASTGTM.003. Accessed 07 Sept. 2020
- Novoa A, Richardson DM, Pysek P, Meyerson LA, Bacher S, Canavan S, et al. Invasion syndromes: a systematic approach for predicting biological invasions and facilitating effective management. Biol Invasions. 2020;22(5):1801-20. https://doi.org/10.1007/s10530-020-02220-w.
- Ovaskainen O, Tikhonov G, Dunson D, Grotan V, Engen S, Saether BE, et al. How are species interactions structured in species-rich communities? A new method for analysing time-series data. Proc Biol Sci. 2017;284(1855):20170768.
- Pearson DE, Ortega YK, Eren O, Hierro JL. Community assembly theory as a framework for biological invasions. Trends Ecol Evol. 2018;33(5):313-25. https://doi.org/10.1016/j.tree.2018.03.002.
- Pierce S, Brusa G, Vagge I, Cerabolini BEL. Allocating CSR plant functional types: the use of leaf economics and size traits to classify woody and herbaceous vascular plants. Funct Ecol. 2013;27(4):1002-10. https://doi.org/10.1111/1365-2435.12095.
- Pluess AR, Schutz W, Stocklin J. Seed weight increases with altitude in the Swiss Alps between related species but not among populations of individual species. Oecologia. 2005;144(1):55-61. https://doi.org/10.1007/s00442-005-0047-y.
- Pysek PETR, Prach K. How important are rivers for supporting plant invasions. Ecol Manag Invasive Riverside Plants. 1994:19-26.
- Regos A, Gagne L, Alcaraz-Segura D, Honrado JP, Dominguez J. Effects of species traits and environmental predictors on performance and transferability of ecological niche models. Sci Rep. 2019;9(1).
- Reich PB, Walters MB, Ellsworth DS. Leaf life span in relation to leaf, plant, and stand characteristics among diverse ecosystems. Ecol Monogr. 1992;62(3):365-92. https://doi.org/10.2307/2937116.
- Reich PB, Walters MB, Ellsworth DS. From tropics to tundra: global convergence in plant functioning. Proc Natl Acad Sci. 1997;94(25):13730-4. https://doi.org/10.1073/pnas.94.25.13730.
- Smith CC, Fretwell SD. The optimal balance between size and number of offspring. Am Nat. 1974;108(962):499-506. https://doi.org/10.1086/282929.
- Tikhonov G, Duan L, Abrego N, Newell G, White M, Dunson D, et al. Computationally efficient joint species distribution modeling of big spatial data. Ecology. 2019:e02929.
- Tikhonov G, Opedal OH, Abrego N, Lehikoinen A, Jonge MMJ, Oksanen J, et al. Joint species distribution modelling with the r -package H msc. Methods Ecol Evol. 2020;11(3):442-7. https://doi.org/10.1111/2041-210X.13345.
- Tjur T. Coefficients of determination in logistic regression models-a new proposal: the coefficient of discrimination. Am Stat. 2009;63(4):366-72. https://doi.org/10.1198/tast.2009.08210.
- Vesk PA, Morris WK, Neal WC, Mokany K, Pollock LJ. Transferability of trait-based species distribution models. Ecography. 2021;44(1):134-47. https://doi.org/10.1111/ecog.05179.
- Vojtech E, Loreau M, Yachi S, Spehn EM, Hector A. Light partitioning in experimental grass communities. Oikos. 2008;117(9):1351-61. https://doi.org/10.1111/j.0030-1299.2008.16700.x.
- Warton DI, Blanchet FG, O'Hara RB, Ovaskainen O, Taskinen S, Walker SC, et al. So many variables: joint modeling in community ecology. Trends Ecol Evol (Amst). 2015;30(12):766-79. https://doi.org/10.1016/j.tree.2015.09.007.
- Westoby M. A leaf-height-seed (LHS) plant ecology strategy scheme. Plant Soil. 1998;199(2):213-27. https://doi.org/10.1023/A:1004327224729.
- Wright IJ, Reich PB, Westoby M, Ackerly DD, Baruch Z, Bongers F, et al. The worldwide leaf economics spectrum. Nature. 2004;428(6985):821-7. https://doi.org/10.1038/nature02403.