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High resolution predictions of potential and actual distribution of forest tree species for Europe (2000-2020) based on spatiotemporal Machine Learning

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 Bonannella, Carmelo

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High resolution predictions of potential and actual distribution of forest tree species for Europe (2000-2020) based on spatiotemporal Machine Learning
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57
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CC Attribution 3.0 Germany:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor.
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Production PlaceWageningen

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Abstract
Carmelo Bonnanella, PhD candidate & research assistant at OpenGeoHub, presented the results of modeling species distribution maps for both potential and actual natural vegetation through spatiotemporal machine learning using a data-driven, robust, objective and fully reproducible workflow. The presentation focussed on the benefits of using ensemble machine learning for species distribution modeling to capture patterns of niche changes in both space and time: yearly (from 2000 to 2020) probability distribution maps for both potential and actual natural vegetation were shown for forest tree species that live in different climatic conditions across Europe. The high spatial (30 m) and temporal (1 year) resolution of the outputs should allow us to enhance and better understand the patterns of niche change.
Keywords
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PredictionSpeciesVector potentialVirtual machineTexture mappingTheoryBitTerm (mathematics)Wave packetSpeciesProbability distributionEndliche ModelltheorieComputer animationMeeting/Interview
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Menu (computing)View (database)Computer fileVector potentialAngular resolutionSpeciesForestPredictionProbability distributionNetwork topologyDemo (music)Archaeological field surveyIntegral domainVariable (mathematics)Similarity (geometry)EstimationSpacetimeComputer-generated imageryFundamental theorem of algebraIntegrated development environmentDuality (mathematics)SpeciesProbability distributionIntegrated development environmentInjektivitätDifferent (Kate Ryan album)Multiplication signEndliche ModelltheorieForm (programming)AreaCondition numberResultantSpacetimeSimilarity (geometry)Apache ForrestCASE <Informatik>Scaling (geometry)Military baseTerm (mathematics)Boss CorporationWebsiteUniform resource locatorOcean currentVector potentialFeature spaceVariable (mathematics)Human migrationDemo (music)Server (computing)Software developerWave packetComputer animation
03:13
Computer-generated imageryMaxima and minimaTwin primeExecution unitNetwork topologyMachine codeForestPoint (geometry)SpeciesForestEndliche ModelltheorieSet (mathematics)Network topologySpeciesProbability distributionPoint (geometry)Procedural programmingCovering spaceSampling (statistics)AreaMachine codeFunction (mathematics)Product (business)Auditory maskingArchaeological field surveyTexture mappingSocial classDifferent (Kate Ryan album)NumberScaling (geometry)Hybrid computerForcing (mathematics)Server (computing)Labour Party (Malta)Core dumpSystem callComputer animation
05:41
Set (mathematics)ForestPoint (geometry)Rule of inferenceBeta functionSocial classComputer animation
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Maxima and minimaWater vaporVaporSpeciesNetwork topologyDenial-of-service attackMusical ensembleGreen's functionSampling (music)AlgorithmProbability distributionBlock (periodic table)Strategy gameThresholding (image processing)Point (geometry)Cluster samplingMedianRandom numberForestLogistic distributionLinear regressionCondition numberParameter (computer programming)Mathematical optimizationHypercubeSpacetimePhase transitionCurve fittingNegative numberBit ratePredictionEmailDefault (computer science)Metric systemPerformance appraisalNumberGaussian eliminationRecursionFunction (mathematics)Auditory maskingForestSocial classSet (mathematics)Presentation of a groupPoint (geometry)SpacetimeAlgorithmSpeciesHeegaard splittingProcess (computing)Endliche ModelltheorieSelectivity (electronic)Markov chainSampling (statistics)MereologyForm (programming)Virtual machineSoftware developerConsistencyPhysical lawLibrary (computing)Software frameworkWave packetNumberMultiplication signScaling (geometry)Term (mathematics)Probability distributionStress (mechanics)Speech synthesisDerivation (linguistics)Discrete element methodSoftware testingSubsetMedianThresholding (image processing)AutocovarianceMeta elementGene clusterLinear regressionParameter (computer programming)Graph (mathematics)TesselationCovering spaceMusical ensembleMathematical optimizationInsertion lossMappingTime seriesFeature spaceState of matterRecursionCross-validation (statistics)Metric systemRandomizationServer (computing)AverageProcedural programmingComputer animation
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View (database)Computer fileVector potentialAngular resolutionSpeciesNetwork topologyForestProbability distributionPositional notationActuaryCloningData typeChemical equationMathematical optimizationExecution unitInternet forumSpeciesServer (computing)Software developerWebsiteCovering spaceYouTubeEntropie <Informationstheorie>VarianceOnline chatScaling (geometry)Term (mathematics)AreaPixelMusical ensembleMultiplication signGraph coloringPoint (geometry)Reflection (mathematics)Wave packetMappingProcedural programmingProbability distributionIntegrated development environmentCondition numberMereologyDivisorFrame problemProbability distributionTexture mappingUsabilityPairwise comparisonExpert systemDifferent (Kate Ryan album)ExtrapolationHypermediaMetropolitan area networkFrustrationArithmetic meanShared memoryVector potentialDirection (geometry)Focus (optics)FamilySpacetimeComputer animation
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Transportation theory (mathematics)Texture mappingEmailSquare numberWritingData typeThread (computing)PasswordFile viewerPoint cloudVideoconferencingLattice (order)Programmer (hardware)Mathematical analysisComputing platformZoom lensPhysical systemProgrammable read-only memorySampling (music)Message passingComputer animation
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Data typeDreizehnSpeciesMappingHypermediaNeuroinformatik1 (number)AreaProbability distributionIndependence (probability theory)Matching (graph theory)Point (geometry)VideoconferencingMathematical analysisMultiplication signGroup actionTerm (mathematics)Noise (electronics)Product (business)Level (video gaming)Forcing (mathematics)Frame problemInverter (logic gate)Scaling (geometry)Network topologyWorkstation <Musikinstrument>Selectivity (electronic)Moment (mathematics)MereologyAngular resolutionEndliche ModelltheorieDifferent (Kate Ryan album)Universe (mathematics)AutocovarianceForestMessage passingSet (mathematics)Variable (mathematics)Mathematical optimizationTwitterReflection (mathematics)Presentation of a groupImage resolutionLimit (category theory)Online chatRotationComputer animation
Transcript: English(auto-generated)