메뉴 건너뛰기




Volumn 25, Issue 1, 2015, Pages 130-136

Taxon selection using statistical learning techniques to improve transfer function prediction

Author keywords

Boosted regression trees; Confounding variables; Maximum likelihood calibration; Transfer functions; Variable selection; Weighted averaging

Indexed keywords

CALIBRATION; DATA SET; FOSSIL RECORD; PHYSIOLOGICAL RESPONSE; PREDICTION; RECONSTRUCTION; TAXONOMY; TRANSFER FUNCTION;

EID: 84918542662     PISSN: 09596836     EISSN: 14770911     Source Type: Journal    
DOI: 10.1177/0959683614556388     Document Type: Article
Times cited : (26)

References (35)
  • 1
    • 0029668619 scopus 로고    scopus 로고
    • Predicting epilimnetic phosphorus concentrations using an improved diatom-based transfer function and its application to lake eutrophication management
    • Bennion H,Juggins S,Anderson NJ.Predicting epilimnetic phosphorus concentrations using an improved diatom-based transfer function and its application to lake eutrophication management.Environmental Science & Technology. 1996;30:2004-2007
    • (1996) Environmental Science & Technology , vol.30 , pp. 2004-2007
    • Bennion, H.1    Juggins, S.2    Anderson, N.J.3
  • 2
    • 0028164057 scopus 로고
    • The importance of pollen and diatom taxonomic precision in quantitative palaeoenvironmental reconstructions
    • Birks HJB.The importance of pollen and diatom taxonomic precision in quantitative palaeoenvironmental reconstructions.Review of Palaeobotany and Palynology. 1994;83:107-117
    • (1994) Review of Palaeobotany and Palynology , vol.83 , pp. 107-117
    • Birks, H.J.B.1
  • 4
    • 84875617310 scopus 로고    scopus 로고
    • Diatoms and pH reconstruction’ (1990) revisited
    • Birks HJB,Simpson GL.Diatoms and pH reconstruction’ (1990) revisited.Journal of Paleolimnology. 2013;49:363-371
    • (2013) Journal of Paleolimnology , vol.49 , pp. 363-371
    • Birks, H.J.B.1    Simpson, G.L.2
  • 7
    • 77953377890 scopus 로고    scopus 로고
    • Random walk simulations of fossil proxy data
    • Blaauw M,Bennett KD,Christen JA.Random walk simulations of fossil proxy data.The Holocene. 2010;20:645-649
    • (2010) The Holocene , vol.20 , pp. 645-649
    • Blaauw, M.1    Bennett, K.D.2    Christen, J.A.3
  • 9
    • 0345687977 scopus 로고    scopus 로고
    • A 150-year reconstruction of the history of coastal eutrophication in Roskilde Fjord, Denmark
    • Clarke A,Juggins S,Conley D.A 150-year reconstruction of the history of coastal eutrophication in Roskilde Fjord, Denmark.Marine Pollution Bulletin. 2003;46:1615-1629
    • (2003) Marine Pollution Bulletin , vol.46 , pp. 1615-1629
    • Clarke, A.1    Juggins, S.2    Conley, D.3
  • 10
    • 38449114584 scopus 로고    scopus 로고
    • Random forests for classification in ecology
    • Cutler DR,Edwards TC,Beard KH, et al.Random forests for classification in ecology.Ecology. 2007;88:2783-2792
    • (2007) Ecology , vol.88 , pp. 2783-2792
    • Cutler, D.R.1    Edwards, T.C.2    Beard, K.H.3
  • 12
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • Friedman J.Greedy function approximation: A gradient boosting machine.Annals of Statistics. 2001;29:1189-1232
    • (2001) Annals of Statistics , vol.29 , pp. 1189-1232
    • Friedman, J.1
  • 13
    • 0003684449 scopus 로고    scopus 로고
    • ,,. 2009) The Elements of Statistical Learning. 2nd Edition.New York: Springer.New York: ; :, Springer
    • Hastie T,Tibshirani R,Friedman JThe Elements of Statistical Learning. 2009) The Elements of Statistical Learning. 2nd Edition.New York: Springer.New York: Springer; 2009:
    • (2009) The Elements of Statistical Learning
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 14
    • 0002956272 scopus 로고
    • Turekian KK, ed. New Haven, CT: Yale University Press
    • Imbrie J,Kipp NGThe Late Cenozoic Glacial Ages. Turekian KK, ed. New Haven, CT: Yale University Press; 1971:77-181.
    • (1971) The Late Cenozoic Glacial Ages , pp. 77-181
    • Imbrie, J.1    Kipp, N.G.2
  • 15
    • 0024475158 scopus 로고
    • Acidification of lakes in Galloway, south west Scotland: A diatom and pollen study of the post-glacial history of the Round Loch of Glenhead
    • Jones VJ,Stevenson AC,Battarbee RW.Acidification of lakes in Galloway, south west Scotland: A diatom and pollen study of the post-glacial history of the Round Loch of Glenhead.Journal of Ecology. 1989;77:1-23
    • (1989) Journal of Ecology , vol.77 , pp. 1-23
    • Jones, V.J.1    Stevenson, A.C.2    Battarbee, R.W.3
  • 16
    • 84872545667 scopus 로고    scopus 로고
    • Quantitative reconstructions in palaeolimnology: New paradigm or sick science?
    • Juggins S.Quantitative reconstructions in palaeolimnology: New paradigm or sick science?.Quaternary Science Reviews. 2013a;64:20-32
    • (2013) Quaternary Science Reviews , vol.64 , pp. 20-32
    • Juggins, S.1
  • 17
    • 80155157894 scopus 로고    scopus 로고
    • Analysis of Quaternary Science Data
    • JugginsS (2013b) rioja
    • JugginsS (2013b) rioja: Analysis of Quaternary Science Data. R package version 0.8-7. Available at: http://cran.r-project.org/package=rioja.
    • R package version , vol.0 , pp. 7-8
  • 19
    • 84875602272 scopus 로고    scopus 로고
    • Reconstructing epilimnetic total phosphorus using diatoms: Statistical and ecological constraints
    • Juggins S,Anderson NJ,Hobbs JMR, et al.Reconstructing epilimnetic total phosphorus using diatoms: Statistical and ecological constraints.Journal of Paleolimnology. 2013;49:373-390
    • (2013) Journal of Paleolimnology , vol.49 , pp. 373-390
    • Juggins, S.1    Anderson, N.J.2    Hobbs, J.M.R.3
  • 20
    • 84914685223 scopus 로고    scopus 로고
    • R: A Language and Environment for Statistical Computing
    • Vienna: R Foundation for Statistical Computing
    • R Core Team (2014) R: A Language and Environment for Statistical Computing, version 3.1.0. Vienna: R Foundation for Statistical Computing. Available at: http://www.R-project.org/.
    • (2014) version 3.1.0
    • Core Team, R.1
  • 21
    • 84914685223 scopus 로고    scopus 로고
    • R: A Language and Environment for Statistical Computing
    • Vienna: R Foundation for Statistical Computing
    • R Core Team (2014) R: A Language and Environment for Statistical Computing, version 3.1.0. Vienna: R Foundation for Statistical Computing. Available at: http://www.R-project.org/.
    • (2014) version 3.1.0
    • Core Team, R.1
  • 22
    • 0038176479 scopus 로고    scopus 로고
    • Separating wheat from chaff: Diatom taxon selection using an artificial neural network pruning algorithm
    • Racca JMJ,Wild M,Birks HJB, et al.Separating wheat from chaff: Diatom taxon selection using an artificial neural network pruning algorithm.Journal of Paleolimnology. 2003;29:123-133
    • (2003) Journal of Paleolimnology , vol.29 , pp. 123-133
    • Racca, J.M.J.1    Wild, M.2    Birks, H.J.B.3
  • 23
    • 84879312293 scopus 로고    scopus 로고
    • Generalized Boosted Regression Models
    • RidgewayG (2013) gbm
    • RidgewayG (2013) gbm: Generalized Boosted Regression Models. R package version 2.1. http://CRAN.R-project.org/package=gbm.
    • R package version , vol.2 , pp. 1
  • 24
    • 84893739652 scopus 로고    scopus 로고
    • Reconstructing palaeoclimatic variables from fossil pollen using boosted regression trees: Comparison and synthesis with other quantitative reconstruction methods
    • Salonen JS,Luoto M,Alenius T, et al.Reconstructing palaeoclimatic variables from fossil pollen using boosted regression trees: Comparison and synthesis with other quantitative reconstruction methods.Quaternary Science Reviews. 2014;88:69-81
    • (2014) Quaternary Science Reviews , vol.88 , pp. 69-81
    • Salonen, J.S.1    Luoto, M.2    Alenius, T.3
  • 25
    • 79955722750 scopus 로고    scopus 로고
    • The distribution and abundance of chironomids in high-latitude Eurasian lakes with respect to temperature and continentality: Development and application of new chironomid-based climate-inference models in northern Russia
    • Self AE,Brooks SJ,Birks HJB, et al.The distribution and abundance of chironomids in high-latitude Eurasian lakes with respect to temperature and continentality: Development and application of new chironomid-based climate-inference models in northern Russia.Quaternary Science Reviews. 2011;30:1122-1141
    • (2011) Quaternary Science Reviews , vol.30 , pp. 1122-1141
    • Self, A.E.1    Brooks, S.J.2    Birks, H.J.B.3
  • 27
    • 79957917778 scopus 로고    scopus 로고
    • Effect of uneven sampling along an environmental gradient on transfer-function performance
    • Telford RJ,Birks HJB.Effect of uneven sampling along an environmental gradient on transfer-function performance.Journal of Paleolimnology. 2011;46:99-106
    • (2011) Journal of Paleolimnology , vol.46 , pp. 99-106
    • Telford, R.J.1    Birks, H.J.B.2
  • 28
    • 15944392491 scopus 로고    scopus 로고
    • Biases in the estimation of transfer function prediction errors
    • ,,, et al.. ;:
    • Telford RJ,Andersson C,Birks HJB, et al.Biases in the estimation of transfer function prediction errors.Paleoceanography. 2004;19:PA4014
    • (2004) Paleoceanography , vol.19 , pp. PA4014
    • Telford, R.J.1    Andersson, C.2    Birks, H.J.B.3
  • 30
    • 0022613514 scopus 로고
    • Weighted averaging of species indicator values: Its efficiency in environmental calibration
    • Ter Braak CJF,Barendregt LG.Weighted averaging of species indicator values: Its efficiency in environmental calibration.Mathematical Biosciences. 1986;78:57-72
    • (1986) Mathematical Biosciences , vol.78 , pp. 57-72
    • Ter Braak, C.J.F.1    Barendregt, L.G.2
  • 31
    • 0022903880 scopus 로고
    • Weighted averaging, logistic regression and the Gaussian response model
    • Ter Braak CJF,Looman CWN.Weighted averaging, logistic regression and the Gaussian response model.Vegetatio. 1986;65:3-11
    • (1986) Vegetatio , vol.65 , pp. 3-11
    • Ter Braak, C.J.F.1    Looman, C.W.N.2
  • 32
    • 0000049233 scopus 로고
    • Inferring pH from diatoms: A comparison of old and new calibration methods
    • Ter Braak CJF,Van Dam H.Inferring pH from diatoms: A comparison of old and new calibration methods.Hydrobiologia. 1989;178:209-223
    • (1989) Hydrobiologia , vol.178 , pp. 209-223
    • Ter Braak, C.J.F.1    Van Dam, H.2
  • 34
    • 34248650159 scopus 로고    scopus 로고
    • Using biological assemblage composition to infer the values of covarying environmental factors
    • Yuan LL.Using biological assemblage composition to infer the values of covarying environmental factors.Freshwater Biology. 2007;52:1159-1175
    • (2007) Freshwater Biology , vol.52 , pp. 1159-1175
    • Yuan, L.L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.