2012
DOI: 10.1007/s10584-012-0547-9
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Forecasting the effects of global warming on radial growth of subalpine trees at the upper and lower distribution limits in central Japan

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Cited by 14 publications
(13 citation statements)
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“…In contrast to comparable studies that divided the entire data set once into two periods for calibration and verification (Laroque & Smith 2003, Takahashi & Okuhara 2013, we randomly selected half of the observation years for calibration and the remaining half for verification and repeated this procedure many times. This results in a large number of regression models with the same predictors but different coefficients, depending on the chosen calibration years, and allows a comprehensive evaluation of the robustness of the final model and the quality of the predictors by analyzing the statistical spread across the calibration-verification runs.…”
Section: Calibration and Verificationmentioning
confidence: 99%
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“…In contrast to comparable studies that divided the entire data set once into two periods for calibration and verification (Laroque & Smith 2003, Takahashi & Okuhara 2013, we randomly selected half of the observation years for calibration and the remaining half for verification and repeated this procedure many times. This results in a large number of regression models with the same predictors but different coefficients, depending on the chosen calibration years, and allows a comprehensive evaluation of the robustness of the final model and the quality of the predictors by analyzing the statistical spread across the calibration-verification runs.…”
Section: Calibration and Verificationmentioning
confidence: 99%
“…For example, the inclusion of November precipitation of the previous year for beech at the central site in the final model is difficult to explain, and it may be that a small number of predictors were retained because of statistical mathematics only. To avoid the inclusion of spurious interaction terms, the models could have been constructed with a restricted number of exclusively significant climate variables resulting from foregoing correlation and/or response function analysis (Takahashi & Okuhara 2013), including the removal of inter-correlations. However, we favored to include all variables into model building to allow for capturing potential lag effects or hidden interactions between environmental factors affecting tree-ring growth.…”
Section: Calibration and Verificationmentioning
confidence: 99%
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“…Possible scenarios for forest ecosystems include changes in species composition, including the disappearance of multiple taxa (Thomas et al 2004), some of them key or ''foundation'' species (Ellison et al 2005), upward shifting of ecosystems (Parmesan and Yohe 2003), and extended die-off phenomena (Anderegg et al 2013). Plant demography studies based on permanent plots (Gustafson and Sturtevant 2013), tree rings (Takahashi and Okuhara 2013), and palaeoecological data (Tinner et al 2013) have been used to predict the future distribution of species and ecosystems, but some questions still remain. For instance, the two phylogenetically similar pinyon species Pinus edulis Engelm.…”
Section: Introductionmentioning
confidence: 99%