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Erschienen in: Population Ecology 1/2016

21.12.2015 | Special Feature: Preface

How to walk on statistical mandalas as a population ecologist

verfasst von: Yukihiko Toquenaga

Erschienen in: Population Ecology | Ausgabe 1/2016

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Abstract

We population ecologists who are believed to be good at dealing with statistics often get confused about what kinds of statistical methods we should apply to our nuisance data. There are a couple of conflicting paradigms and many associated methods in statistics. Classical frequentists’ approaches that have dominated in science have been severely criticized by the newcomers: Bayesian and evidential statistics. But, both newcomers also have weak points. Researchers devoted to different statistical approaches are seeking soft landing places where they can compromise each other. Key aspects of statistical inference are discriminating model selection and parameter estimation. Likelihood and Fisher information play important roles in both processes. As an overview of the compromise processes, here I will introduce three contributing papers by M. L. Taper, J. M. Ponciano, R. M. Dorazio, and K. Yamamura for the special feature entitled “Bayesian, Fisherian, error, and evidential statistical approaches for population ecology.” This special feature is based on a symposium held in Tsukuba, Japan, on 11 October 2014

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Literatur
Zurück zum Zitat Anderson DR, Burnham KP, Thompson W (2000) Null hypothesis testing: problems, prevalence, and an alternative. J Wildl Manag 64:912–923CrossRef Anderson DR, Burnham KP, Thompson W (2000) Null hypothesis testing: problems, prevalence, and an alternative. J Wildl Manag 64:912–923CrossRef
Zurück zum Zitat Bolker BM (2008) Ecological models and data in R. Princeton University Press, Princeton, New Jersey Bolker BM (2008) Ecological models and data in R. Princeton University Press, Princeton, New Jersey
Zurück zum Zitat Burnham KP, Anderson DR, Hyuvaert KP (2011) AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons. Behav Ecol Sociobiol 65:23–35CrossRef Burnham KP, Anderson DR, Hyuvaert KP (2011) AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons. Behav Ecol Sociobiol 65:23–35CrossRef
Zurück zum Zitat Crawley MJ (1993) GLIM for ecologists. Blackwell Scientific Publications, Oxford Crawley MJ (1993) GLIM for ecologists. Blackwell Scientific Publications, Oxford
Zurück zum Zitat Dobson AJ (1990) An introduction to generalized linear models. Chapman & Hall, LondonCrossRef Dobson AJ (1990) An introduction to generalized linear models. Chapman & Hall, LondonCrossRef
Zurück zum Zitat Dunteman GH (1984) Introduction to linear models. Sage, Beverly Hills Dunteman GH (1984) Introduction to linear models. Sage, Beverly Hills
Zurück zum Zitat Edgington ES (1995) Randomization tests. Marcel Dekker, New York Edgington ES (1995) Randomization tests. Marcel Dekker, New York
Zurück zum Zitat Efron B (1982) The jackknife, the bootstrap and other resampling plans. SIAM, PhiladelphiaCrossRef Efron B (1982) The jackknife, the bootstrap and other resampling plans. SIAM, PhiladelphiaCrossRef
Zurück zum Zitat Efron B (1998) R. A. fisher in the 21st century. Stat Sci 13:95–122CrossRef Efron B (1998) R. A. fisher in the 21st century. Stat Sci 13:95–122CrossRef
Zurück zum Zitat Ellison AM (2004) Bayesian inference in ecology. Ecol Lett 7:509–520CrossRef Ellison AM (2004) Bayesian inference in ecology. Ecol Lett 7:509–520CrossRef
Zurück zum Zitat Gelman A, Rubin DB (1992) Inference from iterative simulation using multiple sequences. Stat Sci 7:457–472CrossRef Gelman A, Rubin DB (1992) Inference from iterative simulation using multiple sequences. Stat Sci 7:457–472CrossRef
Zurück zum Zitat Gill J (2008) Bayesian methods: a social and behavioral sciences approach. Chapman & Hall/CRC, Boca Raton Gill J (2008) Bayesian methods: a social and behavioral sciences approach. Chapman & Hall/CRC, Boca Raton
Zurück zum Zitat Good P (1993) Permutation tests: a practical guide to resampling methods for testing hypotheses. Springer, New York Good P (1993) Permutation tests: a practical guide to resampling methods for testing hypotheses. Springer, New York
Zurück zum Zitat Hall P (1992) The bootstrap and edgeworth expansion. Springer, New YorkCrossRef Hall P (1992) The bootstrap and edgeworth expansion. Springer, New YorkCrossRef
Zurück zum Zitat Hinton PR (2004) Statistics explained, 2nd edn. Routledge, London Hinton PR (2004) Statistics explained, 2nd edn. Routledge, London
Zurück zum Zitat Holm S (1979) A simple sequentially rejective multiple test procedure. Scand J Stat 6:65–70 Holm S (1979) A simple sequentially rejective multiple test procedure. Scand J Stat 6:65–70
Zurück zum Zitat Hooten MB, Hobbs NT (2015) A guide to Bayesian model selection for ecologists. Ecol Monogr 85:3–28CrossRef Hooten MB, Hobbs NT (2015) A guide to Bayesian model selection for ecologists. Ecol Monogr 85:3–28CrossRef
Zurück zum Zitat Hsu JC (1998) Multiple comparisons: theory and methods. Chapman & Hall, London Hsu JC (1998) Multiple comparisons: theory and methods. Chapman & Hall, London
Zurück zum Zitat Kéry M, Schaub M (2012) Bayesian population analysis using WinBUGS: a hierarchical perspective. Academic Press, Burlington Kéry M, Schaub M (2012) Bayesian population analysis using WinBUGS: a hierarchical perspective. Academic Press, Burlington
Zurück zum Zitat Kruschke JK (2011) Doing Bayesian data analysis: a tutorial with R and BUGS. Academic Press, Burlington Kruschke JK (2011) Doing Bayesian data analysis: a tutorial with R and BUGS. Academic Press, Burlington
Zurück zum Zitat Lele SR, Dennis B, Lutscher F (2007) Data cloning: easy maximum likelihood estimation for complex ecological models using Bayesian Markov Chain Monte Carlo methods. Ecol Lett 10:551–563PubMedCrossRef Lele SR, Dennis B, Lutscher F (2007) Data cloning: easy maximum likelihood estimation for complex ecological models using Bayesian Markov Chain Monte Carlo methods. Ecol Lett 10:551–563PubMedCrossRef
Zurück zum Zitat Manly BF (1997) Randomization, bootstrap and Monte Carlo methods in biology, 2nd edn. Chapman & Hall, Boca Raton Manly BF (1997) Randomization, bootstrap and Monte Carlo methods in biology, 2nd edn. Chapman & Hall, Boca Raton
Zurück zum Zitat McCarthy MA (2007) Bayesian methods for ecology. Cambridge University Press, CambridgeCrossRef McCarthy MA (2007) Bayesian methods for ecology. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat McGrayne SB (2011) The theory that would not die. Yale University Press, New Haven McGrayne SB (2011) The theory that would not die. Yale University Press, New Haven
Zurück zum Zitat Moran MD (2003) Arguments of rejecting the sequential Bonferroni in ecological studies. Oikos 100:403–405CrossRef Moran MD (2003) Arguments of rejecting the sequential Bonferroni in ecological studies. Oikos 100:403–405CrossRef
Zurück zum Zitat Nagelkerke NJD (1991) A note on a general definition of the coefficient of determination. Biometrika 78:691–692CrossRef Nagelkerke NJD (1991) A note on a general definition of the coefficient of determination. Biometrika 78:691–692CrossRef
Zurück zum Zitat Neave HR, Worthington PL (1988) Distribution-free tests. Routledge, London Neave HR, Worthington PL (1988) Distribution-free tests. Routledge, London
Zurück zum Zitat Noether GE (1991) Introduction to statistics: the nonparametric way. Springer, New YorkCrossRef Noether GE (1991) Introduction to statistics: the nonparametric way. Springer, New YorkCrossRef
Zurück zum Zitat Noreen EW (1989) Computer intensive methods for testing hypotheses: an introduction. Wiley, New York Noreen EW (1989) Computer intensive methods for testing hypotheses: an introduction. Wiley, New York
Zurück zum Zitat Peitgen HO, Jürgens H, Saupe D (1992) Chaos and fractals: new frontiers of science. Springer, New YorkCrossRef Peitgen HO, Jürgens H, Saupe D (1992) Chaos and fractals: new frontiers of science. Springer, New YorkCrossRef
Zurück zum Zitat Qian SS (2010) Environmental and ecological statistics with R. Chapman and Hall/CRC Press, Boca Raton Qian SS (2010) Environmental and ecological statistics with R. Chapman and Hall/CRC Press, Boca Raton
Zurück zum Zitat Qian SS, Shen Z (2007) Ecological applications of multilevel analysis of variance. Ecology 88:2489–2495PubMedCrossRef Qian SS, Shen Z (2007) Ecological applications of multilevel analysis of variance. Ecology 88:2489–2495PubMedCrossRef
Zurück zum Zitat Raue A, Kreutz C, Theis F, Timmer J (2013) Joining forces of Bayesian and frequentist methodology: a study for inference in the presence of non-identifiability. Philos Trans R Soc A 371:20110544CrossRef Raue A, Kreutz C, Theis F, Timmer J (2013) Joining forces of Bayesian and frequentist methodology: a study for inference in the presence of non-identifiability. Philos Trans R Soc A 371:20110544CrossRef
Zurück zum Zitat Royle JA, Dorazio RM (2008) Hierarchical modeling and inference in ecology. Academic Press, Amsterdam Royle JA, Dorazio RM (2008) Hierarchical modeling and inference in ecology. Academic Press, Amsterdam
Zurück zum Zitat Salsburg D (2001) The lady tasting tea: how statistics revolutionized science in the twentieth century. Owl Books, New York Salsburg D (2001) The lady tasting tea: how statistics revolutionized science in the twentieth century. Owl Books, New York
Zurück zum Zitat Sokal RR, Rohlf FJ (1981) Biometry, 2nd edn. W. H. Freeman & Company, San Francisco Sokal RR, Rohlf FJ (1981) Biometry, 2nd edn. W. H. Freeman & Company, San Francisco
Zurück zum Zitat Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A (2014) The deviance information criterion: 12 years on. J R Stat Soc B 76:485–493CrossRef Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A (2014) The deviance information criterion: 12 years on. J R Stat Soc B 76:485–493CrossRef
Zurück zum Zitat Sprent P (1993) Applied nonparametric statistical methods, 2nd edn. Chapman & Hall, London Sprent P (1993) Applied nonparametric statistical methods, 2nd edn. Chapman & Hall, London
Zurück zum Zitat Stan Development Team (2015) Stan modeling language users guide and reference manual, ver. 2.7.0 Stan Development Team (2015) Stan modeling language users guide and reference manual, ver. 2.7.0
Zurück zum Zitat Stephens PA, Buskirk SW, Hayward GD, del Rio CM (2005) Information theory and hypothesis testing: a call for pluralism. J Appl Ecol 42:4–12CrossRef Stephens PA, Buskirk SW, Hayward GD, del Rio CM (2005) Information theory and hypothesis testing: a call for pluralism. J Appl Ecol 42:4–12CrossRef
Zurück zum Zitat Taper ML (1990) Experimental character displacement in the adzuki bean weevil, Callosobruchus chinensis. In: Fujii K, Gatehouse AMR, Johnson CD, Mitchel R, Yoshida T (eds) Bruchids and legumes: economics, ecology and coevolution. Kluwer Academic, Dordrecht, pp 289–301CrossRef Taper ML (1990) Experimental character displacement in the adzuki bean weevil, Callosobruchus chinensis. In: Fujii K, Gatehouse AMR, Johnson CD, Mitchel R, Yoshida T (eds) Bruchids and legumes: economics, ecology and coevolution. Kluwer Academic, Dordrecht, pp 289–301CrossRef
Zurück zum Zitat Taper ML, Lele SR (eds) (2004) The nature of scientific evidence: statistical, philosophical, and empirical considerations. University of Chicago Press, Chicago Taper ML, Lele SR (eds) (2004) The nature of scientific evidence: statistical, philosophical, and empirical considerations. University of Chicago Press, Chicago
Zurück zum Zitat Trafimow D, Marks M (2015) Editorial. Basic Appl Soc Psychol 37:1–2CrossRef Trafimow D, Marks M (2015) Editorial. Basic Appl Soc Psychol 37:1–2CrossRef
Zurück zum Zitat Ward EJ (2008) A review and comparison of four commonly used Bayesian and maximum likelihood model selection tools. Ecol Model 211:1–10CrossRef Ward EJ (2008) A review and comparison of four commonly used Bayesian and maximum likelihood model selection tools. Ecol Model 211:1–10CrossRef
Zurück zum Zitat Zar JH (1984) Biostatistical analysis, 2nd edn. Prentice-Hall Inc., Englewood Cliffs Zar JH (1984) Biostatistical analysis, 2nd edn. Prentice-Hall Inc., Englewood Cliffs
Metadaten
Titel
How to walk on statistical mandalas as a population ecologist
verfasst von
Yukihiko Toquenaga
Publikationsdatum
21.12.2015
Verlag
Springer Japan
Erschienen in
Population Ecology / Ausgabe 1/2016
Print ISSN: 1438-3896
Elektronische ISSN: 1438-390X
DOI
https://doi.org/10.1007/s10144-015-0532-z

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