Weighted averaging partial least squares regression (WA-PLS)
An improved method for reconstructing environmental variables from species assemblages
Bibliographic Data
| ID | 23340910 |
|---|---|
| Authors | Cajo J F Ter Braak (0000-0002-0414-8745, Research Institute for Nature and Forest), Steve Juggins (0000-0003-4466-424X, University of Bergen) |
| Year | 1993 |
| Volume | 269-270 |
| Issue | 1 |
| Pages | 485-502 |
| Publication date | 1993-10-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Hydrobiologia (JOURNAL) |
| Journal identifiers | ISSN: 0018-8158 • E-ISSN: 1573-5117 |
| Publisher | Springer Science and Business Media LLC (PUBLISHER) |
| DOI | 10.1007/bf00028046 |
| OpenAlex | W4249900816 |
| Language | EN |
| Citations received | 106 |
| References cited | 36 |
Calibration · Chemometrics · Least-squares function approximation · Linear regression · Machine learning · Multivariate statistics · Partial least squares regression · Principal component analysis · Principal component regression · Regression · Regression analysis · Statistics · Computer Science · Geochemistry and Geologic Mapping · Mathematics · Soil Geostatistics and Mapping · Species Distribution and Climate Change
The Holocene thermal maximum and late-Holocene cooling in the tundra of NE European Russia
Holocene climate background for lake evolution in the Badain Jaran Desert of northwestern China revealed by proxies from calcareous root tubes
A Quantitative Holocene Climatic Record from Diatoms in Northern Fennoscandia
Sedimentary Cladocera as indicators of past water-level changes in shallow northern lakes
The impact of methodological decisions on climate reconstructions using WA-PLS
Diatom-inferred total phosphorus from dystrophic Lake Arapisto, Finland, in relation to Holocene paleoclimate
Seasonal temperature and moisture changes in interior semi‐arid Spain from the last interglacial to the Late Holocene
Limnological changes and chironomid-inferred summer air temperature from the Late Pleniglacial to the Early Holocene in the East Carpathians
New evidence of warm early-Holocene summers in subarctic Finland based on an enhanced regional chironomid-based temperature calibration model
Holocene Climate Reconstructions from the Fennoscandian Tree-Line Area Based on Pollen Data from Toskaljavri
Holocene lake salinity changes in the Wimmera, southeastern Australia, provide evidence for millennial-scale climate variability
Late-Quaternary summer temperature changes in the northern-European tree-line region
A chironomid-based reconstruction of late glacial summer temperatures in the southern Carpathians (Romania)
Holocene annual mean temperature changes in Estonia and their relationship to solar insolation and atmospheric circulation patterns
A Holocene Pollen and Diatom Record from Vanderlin Island, Gulf of Carpentaria, Lowland Tropical Australia
Assessing the performance of a foraminifera-based transfer function to estimate sea-level changes in northern Portugal
Not really white - again
Last nine-thousand years of temperature variability in Northern Europe
Holocene vegetation and climate dynamics of NE China based on the pollen record from Sihailongwan Maar Lake
Phytoliths as quantitative indicators for the reconstruction of past environmental conditions in China I
D.G. Frey and E.S. Deevey Review 1
Anthropogenic inlet modification redirected the centennial evolution of a tropical coastal lagoon
Anthropogenic and climatic‐driven peatland degradation during the past 150 years in the Greater Khingan Mountains, NE China
Quantitative pollen-based reconstructions of climate characteristics and forest coverage for Northern Central Siberia
Minimizing the edge-effect in environmental reconstructions by trimming the calibration set
Phytolith-inferred transfer function for paleohydrological reconstruction of Dajiuhu peatland, central China
Two chironomid-inferred mean July air temperature reconstructions in the South Carpathian Mountains over the last 2000 years
Holocene temperature and salinity variability of the Atlantic Water inflow to the Nordic seas
Holocene palaeoclimate reconstructions at Vanndalsvatnet, western Norway, with particular reference to the 8200 cal. yr BP event
Modern pollen–climate relationships and their application for pollen-based quantitative climate reconstruction of the mid-Holocene on the southern Korean Peninsula
Abrupt and consistent responses of aquatic and terrestrial ecosystems to the 8200 cal. yr cold event
An expanded calibration model for inferring lakewater and air temperatures from fossil chironomid assemblages in northern Fennoscandia
Assessing the accuracy of diatom-based transfer functions in defining reference pH conditions for acidified lakes in the United Kingdom
High-resolution reconstruction of wetness dynamics in a southern boreal raised bog, Finland, during the late Holocene
Holocene climatic and environmental changes inferred from midge records (Diptera
Decadal-resolution record of winter monsoon intensity over the last two millennia from planktic foraminiferal assemblages in the northeastern Arabian Sea
Holocene lake level fluctuations and environmental changes at Taro Co, southwestern Tibet, based on ostracod-inferred water depth reconstruction
Holocene records of effective precipitation in West Greenland
Holocene climate variability reflected in diatom-derived sea surface temperature records from the subpolar North Atlantic
Indicator pollen taxa of human-induced and natural vegetation in Northern China
Ecology of testate amoebae (Protista) in south-central Alaska peatlands
Using foraminiferal transfer functions to produce high-resolution sea-level records from salt-marsh deposits, Maine, USA
Mid to late-Holocene sea-surface temperature variability off north-eastern Newfoundland and its linkage to the North Atlantic Oscillation
Comparing different calibration methods (WA/WA-PLS regression and Bayesian modelling) and different-sized calibration sets in pollen-based quantitative climate reconstruction
Stacking of discontinuous regional palaeoclimate records
A transfer-function model developed from an extensive surface-pollen data set in northern China and its potential for palaeoclimate reconstructions
The expansion of Central and Northern European Neolithic populations was associated with a multi-century warm winter and wetter climate
Holocene land-cover changes on the Tibetan Plateau
Interactions of climate and land use documented in the varved sediments of Seebergsee in the Swiss Alps
Quantifying human-induced eutrophication in Swiss mountain lakes since AD 1800 using diatoms
Testate amoebae and δ13C of Sphagnum as surface-moisture proxies in Alaskan peatlands
A modern pollen–temperature calibration data set from Korea and quantitative temperature reconstructions for the Holocene
Integrated varve and pollen-based temperature reconstruction from Finland
Quantitative estimates of water tables and soil moisture in Holocene peatlands from testate amoebae
Mid- to late-Holocene land-use change and lake development at Dallund Sø, Denmark
Holocene seasonality changes in the central Mediterranean region reconstructed from the pollen sequences of Lake Accesa (Italy) and Tenaghi Philippon (Greece)
East Asian summer monsoon precipitation variations in China over the last 9500 years
Late-Holocene summer temperature reconstruction from chironomid assemblages of Lake Anterne, northern French Alps
A high mountain pollen-altitude calibration set for palaeoclimatic use in the tropical Andes
Revealing the Emperor's new clothes
Comparison of quantitative Holocene temperature reconstructions using multiple proxies from a northern boreal lake
Chironomid-inferred Holocene temperature reconstruction in Basa de la Mora Lake (Central Pyrenees)
Calibrating aquatic microfossil proxies with regression-tree ensembles
Palaeolimnological and sedimentary responses to Holocene forest retreat in the Scandes Mountains, west-central Sweden
Aeolian sand movement and relative sea-level rise in Ho Bugt, western Denmark, during the `Little Ice Age
July mean temperature and annual precipitation trends during the Holocene in the Fennoscandian tree-line area
Late Holocene climate change and anthropogenic activities in north Xinjiang
Holocene sea-level change in the Severn Estuary, southwest England
Quantitative multiproxy assessment of long-term patterns of Holocene environmental change from a small lake near Abisko, northern Sweden
Holocene mean July temperature and winter precipitation in western Norvay inferred from palynological and glaciological lake-sediment proxies
Pollen distribution along climatic and biogeographic gradients in northern Central America
A chironomid-based Holocene summer air temperature reconstruction from the Swiss Alps
High frequency climate variability of the Norwegian Atlantic Current during the early Holocene period and a possible connection to the Gleissberg cycle
Chironomid response to environmental drivers during the Holocene in a shallow treeline lake in northwestern Fennoscandia
A multiproxy palaeolimnological investigation of Holocene environmental change, between c. 10 700 and 7200 years BP, at Holebudalen, southern Norway
Chironomid-inferred Holocene temperature changes in the South Carpathians (Romania)
Reconstructing Holocene water tables in New Zealand using testate amoebae
Holocene changes in atmospheric circulation recorded in the oxygen-isotope stratigraphy of lacustrine carbonates from northern Sweden
Late-Holocene temperature and precipitation changes in Vindelfjällen, mid-western Swedish Lapland, inferred from chironomid and geochemical data
Elevational transects of modern pollen samples
Modern pollen spectra from the east European forest steppe reflect land use patterns rather than a climatic gradient
Biomass burning response to high-amplitude climate and vegetation changes in Southwestern France from the Last Glacial to the early Holocene
Modern pollen assemblages from human-influenced vegetation in northwestern China and their relationship with vegetation and climate
One hundred years of Quaternary pollen analysis 1916–2016
Holocene environmental history of Lake Vuolep Njakajaure (Abisko National Park, northern Sweden) reconstructed using biological proxy indicators
Vegetation and climate dynamics in Southwestern China during the Han and Jin Dynasties (202 BC-AD 420)
Changes in the Southern Urals environment
Water depth related ostracod distribution in Lake Pumoyum Co, southern Tibetan Plateau
Evidence of Holocene water level changes inferred from diatoms and the evolution of the Honghe Peatland on the Sanjiang Plain of Northeast China
Pollen–climate transfer functions intended for temperate eastern Asia
Holocene environments in the Middle Urals
Reconstructing recent relative sea-level changes in West Greenland
Quantitative summer and winter temperature reconstructions from pollen and chironomid data between 15 and 8 ka BP in the Baltic–Belarus area
Resonance of the ‘4.2ka event’ and terminations of global civilizations during the Holocene, in the palaeoclimate records around PT Tso Lake, Eastern Himalaya
The application of intertidal foraminifera to reconstruct coastal subsidence during the giant Cascadia earthquake of AD 1700 in Oregon, USA
Distribution of foraminifera in salt marshes along the Atlantic coast of SW Europe
Reconstructing peatland water tables using transfer functions for plant macrofossils and testate amoebae
Pollen record of precipitation changes during the Younger Dryas and Early Holocene in the North China Plain
Years of diatom changes related to land use and climatic fluctuations in the Lake Aydat catchment (Auvergne, France)
The role of Southern Hemispheric Westerlies for Holocene hydroclimatic changes in the steppe of Tierra del Fuego (Argentina)
Climatic transfer function from quaternary molluscs in European loess deposits
Methodology of the last climatic cycle reconstruction in France from pollen data
A Theory of Gradient Analysis
Detrended correspondence analysis
Canonical Correspondence Analysis
Robust Locally Weighted Regression and Smoothing Scatterplots
Climatic Changes of the Last 18,000 Years
Diversity and Evenness
Quantitative Interpretation of Fossil Pollen Spectra
Diatoms and pH reconstruction
| Unique citing works | 106 |
|---|---|
| Citations per year | 3,79 |
| Citation span | 1998 - 2026 (29) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 89 |