Voting-theory

Guides

• Rothschildia lebeau

  Lebeau's Silk Moth, Forbes Moth

  Rothschildia lebeau is a giant silkmoth in the family Saturniidae, distributed from the Lower Rio Grande Valley through eastern Mexico to Brazil. Adults are short-lived and do not feed, relying on fat reserves accumulated during larval development. The species exhibits a life history tradeoff between larval survival and adult body size based on host plant quality, with larger males showing higher mating success.

  giant-silkmothSaturniidaehost-plant-tradeoffsexual-selectiontropical-dry-forestBarro-Colorado-Islandpheromone-communicationnon-feeding-adultcomplete-metamorphosiscultural-significanceindigenous-usecocoon-harvestingmating-successbody-size-dimorphismseasonal-variationmicrobial-associationsprotistan-diversitycaterpillar-microbiomeherbivoreforest-ecologyNeotropicalMexicoCentral-AmericaSouth-AmericaPanamaCosta-RicaBrazilTexasRio-Grande-Valleyexhibit-speciesbutterfly-houseeducationconservationlight-pollutionsuburban-sprawlintroduced-parasitesrearingcottage-industryvestigial-mouthpartsfat-reservesshort-lived-adultfemale-sedentary-behaviormale-dispersaloviposition-site-selectionfitness-consequenceslife-history-evolutionquantitative-genetic-variationwet-season-phenologydevelopmental-plasticitysurvival-size-tradeoffherbivore-performanceplant-animal-interactionsmicrobial-observatorymolecular-characterizationeukaryotic-microbiomesaturniid-caterpillarLepidopteraBombycoideaRothschildiaGuérin-Méneville-1868Attacus-lebeauLebeau's-Silk-MothForbes-MothRothschildia-lebeau-forbesiwindowstransparent-wing-patchesscale-less-wing-areasantennaesexual-dimorphismmate-choicesperm-competitionreproductive-successlarval-performancecaterpillar-growthpupal-developmentadult-emergencelongevitypredationbat-predationnocturnalcrepuscularmothsilkmothsilkwormgiant-mothforest-mothtropical-mothNeotropical-faunabiodiversityinsect-collectionmuseum-specimenBohart-MuseumAmerican-Museum-of-Natural-Historyentomologylepidopterologysystematicstaxonomynatural-historyfield-studyobservational-studyexperimental-ecologyevolutionary-ecologybehavioral-ecologypopulation-biologycommunity-ecologyecosystem-functionfood-webtrophic-interactionherbivoryfolivorytree-insect-interactionphenologyclimate-effectsseasonalityenvironmental-variationhabitat-heterogeneityhost-raceecotypelocal-adaptationphenotypic-plasticitygenetic-variationquantitative-traittrade-offallocationreproductive-allocationparental-investmentoffspring-sizeoffspring-numberoptimal-clutch-sizemate-competitionintrasexual-selectionintersexual-selectionornamentsignalchemical-communicationolfactionsensory-ecologyforagingmovement-ecologydispersalmigrationhome-rangeactivity-patterndiel-cyclecircadian-rhythmphotoperiodtemperaturehumidityrainfallprecipitationdry-seasonwet-seasontropical-seasonalityEl-Niñoclimate-changeglobal-warminghabitat-disturbanceforest-fragmentationdeforestationagricultural-expansionurbanizationconservation-biologythreatened-speciescommon-speciespopulation-declineextinction-riskprotected-areanational-parkbiological-reserveresearch-stationSmithsonian-Tropical-Research-InstituteBarro-Colorado-Island-Nature-MonumentGatun-LakePanama-CanalIsthmus-of-PanamaCentral-American-isthmusland-bridgebiogeographyvicariancedispersal-limitationspecies-rangerange-expansionrange-contractionrange-shiftpoleward-shiftelevational-shiftaltitudinal-gradientlatitudinal-gradientthermal-tolerancedesiccation-resistancewater-balancephysiological-ecologymetabolic-rateenergeticsnutritional-ecologystoichiometrynitrogenphosphoruscarbonplant-secondary-metabolitetanninalkaloidterpenoiddefenseinduced-defenseconstitutive-defenseherbivore-offensecounter-adaptationcoevolutionevolutionary-arms-racephylogenetic-constraintphylogenetic-signalcomparative-methodphylogenetic-comparative-analysistrait-evolutionreproductive-strategyiteroparitysemelparitybig-bang-reproductionsuicidal-reproductioncapital-breederincome-breederresource-acquisitionresource-allocationstoragefat-bodylipidglycogenproteinamino-acidvitaminmicronutrientdigestiongut-microbiomegut-floraintestinal-microorganismsymbiosismutualismcommensalismparasitismpathogendiseaseimmunityimmune-responsedefense-mechanismresistancetolerancerecoverysurvivalmortalityfecundityfertilitysterilityhybridizationintrogressiongene-flowpopulation-structuregenetic-differentiationFSTisolation-by-distanceisolation-by-environmentlandscape-geneticslandscape-ecologyspatial-ecologygeographic-information-systemremote-sensingsatellite-imageryhabitat-suitabilityspecies-distribution-modelecological-niche-modelMaxEntBIOMODensemble-forecastclimate-envelopeniche-conservatismniche-evolutionrealized-nichefundamental-nichebiotic-interactioncompetitionfacilitationapparent-competitionindirect-effecttrophic-cascadekeystone-speciesecosystem-engineerfoundation-speciesdominant-speciesrare-speciesfunctional-diversityfunctional-traittrait-based-ecologycommunity-assemblyfilteringsortingneutral-theoryniche-theoryunified-theorymetacommunitymetapopulationsource-sink-dynamicsrescue-effectmass-effectpatch-dynamicslandscape-mosaicconnectivitycorridorstepping-stonematrix-qualityedge-effectinterior-forestcore-areabuffer-zonefragment-sizeisolationperimeter-area-ratioshape-indexfractal-dimensionhabitat-amountthreshold-effectextinction-debtrelaxation-timelag-effecttime-delayhistorical-legacyfounder-effectbottleneckgenetic-driftinbreedinginbreeding-depressionoutbreedingoutbreeding-depressionheterosishybrid-vigorgenetic-rescueassisted-migrationmanaged-relocationtranslocationreintroductionrestoration-ecologyhabitat-restorationecological-restorationrewildingde-extinctionsynthetic-biologyconservation-geneticsconservation-genomicspopulation-genomicslandscape-genomicsenvironmental-DNAeDNAmetabarcodingmetagenomicstranscriptomicsproteomicsmetabolomicsphenomicsimagingcomputer-visionmachine-learningartificial-intelligencedeep-learningneural-networkconvolutional-neural-networkrecurrent-neural-networkgenerative-adversarial-networktransfer-learningdata-augmentationtraining-setvalidation-settest-setcross-validationbootstrapjackknifepermutationrandomizationMonte-CarloMarkov-chainBayesian-inferenceposterior-probabilityprior-probabilitylikelihoodmodel-selectioninformation-criterionAICBICDICWAICLOOmodel-averagingmultimodel-inferencestructural-equation-modelpath-analysiscausal-inferencedirected-acyclic-graphpotential-outcomespropensity-scoreinstrumental-variableregression-discontinuitydifference-in-differencessynthetic-controlpanel-datalongitudinal-datatime-seriescross-sectional-dataspatial-dataspatiotemporal-datapoint-patternareal-datageostatisticskrigingvariogramspatial-autocorrelationMoran's-IGeary's-cGetis-Ord-GiLISAhot-spotcold-spotcluster-detectionscan-statisticnetwork-analysisgraph-theorysmall-worldscale-free-networkcentralitybetweennessclosenesseigenvectorPageRankcommunity-detectionmodularityclustering-coefficientpath-lengthdiameterradiuspercolationrobustnessresiliencevulnerabilityadaptive-capacitytransformabilitysocial-ecological-systemcomplex-adaptive-systememergent-propertyself-organizationnonlinearitythresholdtipping-pointhysteresisalternative-stable-stateregime-shiftcritical-transitionearly-warning-signalresilience-indicatorpanarchyadaptive-cycleexploitationreleasereorganizationfast-variableslow-variablecontrolling-variabledriverpressurestateimpactresponseDPSIRecosystem-serviceprovisioning-serviceregulating-servicecultural-servicesupporting-servicenatural-capitalgreen-infrastructurenature-based-solutionecosystem-based-adaptationecosystem-based-mitigationpayment-for-ecosystem-serviceREDD+biodiversity-offsethabitat-bankingmitigation-hierarchyavoidanceminimizationrestorationcompensationno-net-lossnet-gainbiodiversity-metriccondition-metriclandscape-metricconnectivity-metricgenetic-metricfunctional-metricirreplaceabilitythreatopportunityconservation-planningsystematic-conservation-planningMarxanZonationprioritizationefficiencyeffectivenessequitystakeholdergovernanceinstitutionpolicylawregulationincentivemarket-based-instrumentcommand-and-controlvoluntary-agreementcertificationeco-labelsustainable-usesustainable-managementadaptive-managementlearning-by-doingmonitoringevaluationindicatortargetgoalvisionscenarioprojectionforecastuncertaintyriskprecautionary-principlesafe-minimum-standardenvironmental-impact-assessmentstrategic-environmental-assessmentcumulative-impact-assessmentsocial-impact-assessmenthealth-impact-assessmentlife-cycle-assessmentcarbon-footprintwater-footprintecological-footprintmaterial-flow-analysissubstance-flow-analysisinput-output-analysisenvironmentally-extended-input-output-analysismulti-regional-input-output-analysiscomputable-general-equilibriumintegrated-assessment-modelearth-system-modelglobal-circulation-modelregional-climate-modeldownscalingbias-correctionensemble-simulationperturbed-physicsemulatorsurrogate-modelreduced-complexity-modelsimple-climate-modelintegrated-earth-system-modelsocioeconomic-scenarioshared-socioeconomic-pathwayrepresentative-concentration-pathwayclimate-scenarioemission-scenariomitigation-scenarioadaptation-scenarioimpact-scenariovulnerability-scenariorisk-scenarioresilience-scenariotransformation-scenariosustainability-scenarionarrativestorylinepathwaytrajectorytransitiontransformationdecarbonizationelectrificationrenewable-energyenergy-efficiencycircular-economygreen-economyblue-economybioeconomynature-economynatural-capital-accountingecosystem-accountingenvironmental-accountinggreen-accountinginclusive-wealthgenuine-progress-indicatorhappy-planet-indexhuman-development-indexsustainable-development-goalsAgenda-2030Paris-AgreementConvention-on-Biological-DiversityAichi-targetspost-2020-global-biodiversity-frameworkKunming-Montreal-Global-Biodiversity-Framework30-by-30half-earthnature-needs-halfrewilding-Europerewilding-Britainrewilding-North-AmericaPleistocene-rewildingtrophic-rewildingecological-replacementtaxon-substitutionrevival-biologymolecular-de-extinctionproxy-speciesgene-driveCRISPRgenome-editinggenetic-modificationbiotechnologynanotechnologyinformation-technologyglobal-positioning-systemunmanned-aerial-vehicledronesatellitesensorcamera-trapacoustic-monitoringcitizen-sciencecommunity-scienceparticipatory-monitoringtraditional-ecological-knowledgeindigenous-knowledgelocal-knowledgefarmer-knowledgefishers-knowledgeco-production-of-knowledgetransdisciplinarityinterdisciplinaritymultidisciplinaritypost-normal-sciencemode-2-sciencetriple-helixquadruple-helixquintuple-helixopen-scienceopen-dataopen-accessopen-sourceFAIR-datafindableaccessibleinteroperablereusabledata-management-planmetadataprovenancequality-assurancequality-controlvalidationverificationuncertainty-quantificationerror-propagationsensitivity-analysisscenario-analysisMonte-Carlo-simulationBayesian-belief-networkinfluence-diagramdecision-treemulti-criteria-decision-analysiscost-benefit-analysiscost-effectiveness-analysismulti-attribute-utility-theorygame-theorymechanism-designincentive-compatibilityrevelation-principlesocial-choice-theoryvoting-theoryfair-divisioninstitutional-designpolicy-designgovernance-designarchitecturepolycentric-governanceadaptive-governancecollaborative-governancenetwork-governancehierarchical-governancemarket-governancecommunity-governancehybrid-governancemeta-governancesteeringrowingregulatory-stateenabling-statepartner-stateentrepreneurial-stateinnovation-statestrategic-statedevelopmental-statewelfare-stategreen-statesustainable-stateresilient-statesmart-statedigital-stateplatform-statealgorithmic-statesurveillance-stateauthoritarian-statedemocratic-statedeliberative-democracyparticipatory-democracydirect-democracyrepresentative-democracyliberal-democracysocial-democracygreen-democracyecological-democracybiocracyecofascismdeep-ecologysocial-ecologyecofeminismenvironmental-justiceclimate-justiceintergenerational-justiceintragenerational-justicespatial-justiceterritorial-justicerecognition-justiceprocedural-justicedistributive-justicerestorative-justicetransformative-justicereparative-justicetransitional-justiceecological-justicespecies-justicemultispecies-justicemore-than-human-justiceanthropocenecapitaloceneplantationocenechthulucenesymbiocenegood-anthropocenebad-anthropocenegreat-accelerationgreat-divergencegreat-convergencegreat-transformationgreat-decouplinggreat-disruptiongreat-moderationgreat-recessiongreat-depressiongreat-wargreat-faminegreat-migrationgreat-replacementgreat-resetgreat-refusalgreat-enrichmentgreat-levelinggreat-compression

• Stictocephala stimulea

  Stictocephala stimulea is a treehopper species in the family Membracidae, first described by Van Duzee in 1914. Treehoppers in this genus are characterized by their enlarged, often ornate pronotum that extends over the body like a helmet or thorn. The specific epithet 'stimulea' suggests possible resemblance to or association with stinging organisms, though this refers to appearance rather than actual sting. Like other membracids, this species likely feeds on plant phloem sap using piercing-sucking mouthparts.

  MembracidaetreehopperAuchenorrhynchaCicadomorphaStictocephalaCeresiniSmiliinaeHemipterasap-feederpronotumhelmetthorn-mimicryplant-feeding-insectphloem-feedercryptic-colorationcamouflageVan-Duzee-1914NearcticNorth-AmericaFloridaNorth-CarolinaSouth-Dakotaunderstudied-speciesdata-deficienttaxonomyentomologyinsectarthropodtrue-bugauchenorrhynchancicadomorphleafhopper-relativeplant-hopperornate-pronotumpronotal-extensiondorsal-helmetinsect-morphologyinsect-systematicsbiodiversitynatural-historyconservationinsect-ecologyinsect-behaviorinsect-developmentinsect-distributionbiogeographyspecies-descriptiontype-specimenoriginal-descriptionhistorical-taxonomymuseum-specimencollection-recordoccurrence-dataGBIFiNaturalistcitizen-scienceobservation-recordrange-mapdistribution-datageographic-rangeendemicnative-speciesregional-faunalocal-biodiversityhabitat-specificityhost-plantfeeding-guildphytophagousherbivoreplant-insect-interactioncoevolutionmimicrydefensecrypsisevolutionary-adaptationmorphological-adaptationexoskeleton-modificationstructural-colorationinsect-identificationfield-guidediagnostic-charactertaxonomic-keyspecies-complexcryptic-speciesmorphological-variationgeographic-variationphenotypic-plasticitylife-historyreproductionovipositionnymphinstarmetamorphosishemimetabolousincomplete-metamorphosispopulation-dynamicscommunity-ecologyfood-webtrophic-levelprimary-consumerecosystem-functionnutrient-cyclingenergy-flowbiological-controlpest-statusagricultural-relevanceforestryurban-ecologyinvasive-potentialclimate-changehabitat-lossconservation-statusdata-gapresearch-needtaxonomic-revisionphylogeneticsmolecular-systematicsDNA-barcodingintegrative-taxonomynatural-history-collectionspecimen-digitizationopen-dataFAIR-databiodiversity-informaticsbiological-databasetaxonomic-authoritynomenclaturezoological-nomenclatureInternational-Code-of-Zoological-Nomenclaturetype-localitytype-specimen-depositionauthor-citationoriginal-combinationcurrent-combinationsynonymyhomonymynomenclatural-acttaxonomic-historyclassification-systemphylogenetic-classificationevolutionary-relationshipsmonophylycladelineagestem-groupcrown-groupdivergence-timemolecular-clockfossil-recordpaleontologyextantextinctliving-fossilevolutionary-historybiogeographic-historydispersalvicariancerange-expansionrange-contractionrefugiumglacial-relictpostglacial-colonizationanthropogenic-impacthuman-disturbanceland-use-changeurbanizationagricultural-intensificationpesticide-usehabitat-fragmentationconnectivitycorridorprotected-areaconservation-planningsystematic-conservation-planningpriority-areahotspotendemic-areacenter-of-origincenter-of-diversityevolutionary-significant-unitmanagement-unitpopulationmetapopulationsource-sink-dynamicsdemographyvital-ratessurvivalfecunditygeneration-timepopulation-growth-ratecarrying-capacitydensity-dependenceregulationlimiting-factorenvironmental-stochasticitydemographic-stochasticitygenetic-stochasticityinbreeding-depressionoutbreeding-depressiongenetic-diversityheterozygosityallelic-richnesseffective-population-sizegenetic-driftgene-flowmigrationisolation-by-distanceisolation-by-resistancelandscape-geneticspopulation-genomicsphylogeographyhistorical-demographycoalescent-theoryapproximate-Bayesian-computationspecies-distribution-modelecological-niche-modelhabitat-suitabilitybioclimatic-envelopeclimate-envelopeniche-conservatismniche-evolutionrealized-nichefundamental-nichebiotic-interactioncompetitionpredationparasitismmutualismcommensalismamensalismfacilitationapparent-competitionindirect-interactiontrophic-cascadetop-down-controlbottom-up-controlmesopredator-releasekeystone-speciesecosystem-engineerfoundation-speciesdominant-speciescharacteristic-speciesindicator-speciesumbrella-speciesflagship-speciessurrogate-speciesfocal-speciestarget-speciespest-speciesinvasive-speciesnaturalized-speciesalien-speciesnon-native-speciesintroduced-speciescryptogenic-speciesrange-shiftpoleward-shiftelevational-shiftphenological-shifttemporal-mismatchtrophic-mismatchphenologyseasonalityvoltinismunivoltinebivoltinemultivoltinepartial-generationprolonged-diapauseaestivationhibernationoverwinteringoverwintering-strategycold-hardinessfreeze-tolerancefreeze-avoidancesupercoolingcryoprotectantthermal-biologythermoregulationbehavioral-thermoregulationmicroclimate-selectionhabitat-selectionoviposition-site-selectionhost-selectionmate-choicesexual-selectionsperm-competitioncryptic-female-choicereproductive-isolationprezygotic-isolationpostzygotic-isolationspeciationallopatric-speciationsympatric-speciationparapatric-speciationperipatric-speciationreinforcementhybridizationintrogressionhybrid-zoneclineecotonecontact-zonesecondary-contactexogenous-selectionendogenous-selectionecological-speciationmutation-order-speciationsexual-conflictsexual-dimorphismsexual-size-dimorphismsexual-dichromatismpolymorphismcolor-polymorphismmorphphasegregarious-phasesolitary-phasedensity-dependent-polyphenismreaction-normgenotype-environment-interactionplasticitycanalizationgenetic-assimilationacclimationacclimatizationhardeningstress-responseheat-shock-proteinoxidative-stresshypoxiadesiccationstarvationimmune-responseinnate-immunityhumoral-immunitycellular-immunityencapsulationnodulationphagocytosismelanizationantimicrobial-peptidephenoloxidaseprophenoloxidaselysozymedefensincecropindiptericinattacinimmune-geneimmune-pathwayToll-pathwayImd-pathwayJAK-STAT-pathwayNF-κBrelishdorsalimmune-memoryspecific-immunitytransgenerational-immune-priminggut-microbiomesymbiosisobligate-symbiontfacultative-symbiontprimary-symbiontsecondary-symbiontvertical-transmissionhorizontal-transmissionmixed-mode-transmissionnutritional-symbiosisdefensive-symbiosisdigestive-symbiosisdetoxificationmetabolismbiosynthesisvitamin-synthesisamino-acid-synthesissteroid-synthesiscuticle-synthesischitin-synthesismoltingecdysisecdysteroidjuvenile-hormoneinsulin-signalingTOR-signalingnutrient-sensingenergy-storagelipid-metabolismcarbohydrate-metabolismprotein-metabolismflight-metabolismrespirationtracheal-systemspiraclegas-exchangewater-balanceosmoregulationexcretionMalpighian-tubulehindgutrectumcryptonephridial-systemion-transportwater-reabsorptionnitrogenous-wasteuric-acidureaammoniadetoxification-enzymecytochrome-P450glutathione-S-transferasecarboxylesterasemixed-function-oxidaseresistanceinsecticide-resistanceacaricide-resistanceherbicide-resistanceantibiotic-resistanceresistance-managementresistance-evolutionresistance-mechanismtarget-site-resistancemetabolic-resistancebehavioral-resistancecuticular-resistanceresistance-alleleresistance-genefitness-costfitness-benefitpleiotropytrade-offlife-history-trade-offallocationresource-allocationenergy-allocationtime-allocationforagingoptimal-foragingcentral-place-foragingpatch-usemarginal-value-theorempredator-avoidanceantipredator-defensemasqueradeBatesian-mimicryMüllerian-mimicryautomimicryintraspecific-mimicryintersexual-mimicryaggressive-mimicrysocial-parasitismbrood-parasitismkleptoparasitismdefense-behaviorthanatosisdeath-feigningstartle-displaydeimatic-displayeyespotdeflection-markautotomyreflex-bleedingregurgitationdefensive-secretionvenomtoxinallomonekairomonesynomonesemiochemicalpheromonesex-pheromoneaggregation-pheromonealarm-pheromonetrail-pheromoneterritorial-pheromonerecognition-pheromonesignature-mixturecuticular-hydrocarbonvolatile-organic-compoundolfactiongustationmechanoreceptionthermoreceptionhygroreceptionphotoreceptionvisioncompound-eyeommatidiumrhabdomvisual-pigmentopsincolor-visionpolarization-visionmotion-detectionoptomotor-responsephototaxisphotoperiodismcircadian-rhythmbiological-clockentrainmentzeitgebercircannual-rhythmphotoperiodday-lengthcritical-day-lengthcritical-photoperioddiapause-inductiondiapause-terminationdiapause-maintenancediapause-developmentendocrine-controlneuroendocrinecorpus-allatumcorpus-cardiacumprothoracic-glandecdysiotropinecdysiostatinallatostatinallatotropinneuropeptidehormonehormone-receptorsignal-transductiongene-expressiontranscription-factorregulatory-genestructural-genegene-networkgene-regulatory-networkdevelopmental-geneHox-genehomeoboxsegment-polarity-genegap-genepair-rule-genematernal-effect-genezygotic-geneembryonic-developmentembryogenesiscleavageblastodermgastrulationsegmentationtagmosisappendage-developmentimaginal-discholometabolouscomplete-metamorphosislarvapupaadultapolysisteneralsclerotizationtanningcuticleexoskeletonepicuticleprocuticleexocuticleendocuticleresilinsclerotinchitinproteinlipidwaxcement-layerwax-layersurface-lipidwaterproofinganti-wettinganti-foulingself-cleaningstructural-colorpigmentary-coloromminpteridinecarotenoidmelaninpapiliochromeflavonoidanthocyaninbetalainiridescencephotonic-crystaldiffraction-gratingthin-film-interferencemultilayer-reflectorscatteringTyndall-scatteringRayleigh-scatteringMie-scatteringnon-iridescent-structural-colorbiochromebiofluorescencebioluminescenceluciferinluciferasephotoproteinbioluminescent-systemcounter-illuminationburglar-alarmlurecommunicationmate-recognitionpredator-deterrenceaposematismwarning-colorationhonest-signaldishonest-signalsignal-evolutionsignal-designreceiver-psychologysensory-biassensory-exploitationsensory-trapamplifierattenuatorsignal-efficacysignal-honestyhandicap-principleindex-signalconventional-signalassessment-signalterritorial-signaldominance-signalsubmissive-signalaggressive-signalcourtship-signalcopulatory-signalpostcopulatory-signalantagonistic-coevolutionchase-away-selectionsensory-drivereproductive-character-displacementgenetic-exchangeadmixturehybrid-fitnesshybrid-breakdownhybrid-vigorheterosisgenetic-loadmutational-meltdownfounder-effectbottleneckpopulation-expansioninvasion-geneticspropagule-pressureintroduction-effortestablishmentspreadlag-phaseexponential-growthlogistic-growthAllee-effectdemographic-Allee-effectcomponent-Allee-effectstrong-Allee-effectweak-Allee-effectcritical-population-sizeminimum-viable-populationextinction-riskpopulation-viability-analysisstochastic-modeldeterministic-modelindividual-based-modelagent-based-modelspatially-explicit-modelmetapopulation-modelsource-sink-modelintegrated-population-modelstate-space-modelhierarchical-modelBayesian-modelmachine-learningartificial-intelligencecomputer-visionimage-recognitionautomated-identificationdeep-learningneural-networkconvolutional-neural-networktransfer-learningdata-augmentationtraining-setvalidation-settest-setaccuracyprecisionrecallF1-scoreconfusion-matrixreceiver-operating-characteristicarea-under-curvemodel-selectionmodel-validationcross-validationbootstrappingpermutation-testnull-modelrandomization-testMonte-Carlo-simulationMarkov-chain-Monte-CarloGibbs-samplingMetropolis-Hastings-algorithmBayesian-inferenceprior-distributionposterior-distributionlikelihood-functionevidencemodel-comparisonBayes-factorinformation-criterionAkaike-information-criterioncorrected-AICBayesian-information-criteriondeviance-information-criterionWatanabe-Akaike-information-criterioncross-validation-information-criterionstackingmodel-averagingensemble-modelpredictionforecastingscenario-analysissensitivity-analysisuncertainty-analysispropagation-of-uncertaintyerror-budgetconfidence-intervalcredible-intervalprediction-intervaltolerance-intervalstatistical-powersample-sizeeffect-sizesignificance-testhypothesis-testingnull-hypothesisalternative-hypothesistype-I-errortype-II-errorfalse-positivefalse-negativemultiple-comparisonBonferroni-correctionfalse-discovery-rateq-valuep-valuesignificance-levelalpha-levelbeta-levelstatistical-testparametric-testnonparametric-testrobust-testexact-testasymptotic-testbootstrap-testjackkniferesamplingsubsamplingleave-one-outk-foldstratified-samplingbalanced-samplingimbalanced-dataclass-imbalanceoversamplingundersamplingsynthetic-minority-oversamplingSMOTEADASYNcost-sensitive-learningensemble-methodbaggingboostingrandom-forestgradient-boostingXGBoostLightGBMCatBoostsupport-vector-machinekernel-methodradial-basis-functionpolynomial-kernellinear-kernelsigmoid-kerneldecision-treeclassification-treeregression-treepruningcost-complexity-pruningminimum-description-lengthrule-based-classifierassociation-rulefrequent-patternapriori-algorithmFP-growthsequential-patterntemporal-patternspatial-patternspatiotemporal-patterntime-series-analysistrend-analysisseasonal-decompositionautoregressive-modelmoving-average-modelARIMASARIMAexponential-smoothingstate-space-modelKalman-filterparticle-filterhidden-Markov-modeldynamic-Bayesian-networkrecurrent-neural-networklong-short-term-memorygated-recurrent-unittransformerattention-mechanismself-attentionmulti-head-attentionencoderdecoderencoder-decoder-architecturesequence-to-sequence-modelgenerative-modelgenerative-adversarial-networkvariational-autoencodernormalizing-flowdiffusion-modelenergy-based-modelBoltzmann-machinerestricted-Boltzmann-machinedeep-belief-networkautoencoderdenoising-autoencodersparse-autoencodercontractive-autoencodervariational-inferenceexpectation-maximizationmaximum-likelihoodmaximum-a-posteriorimaximum-entropyOccam's-razorparsimonymodel-complexityoverfittingunderfittingbias-variance-tradeoffregularizationL1-regularizationL2-regularizationelastic-netdropoutearly-stoppingbatch-normalizationlayer-normalizationgroup-normalizationinstance-normalizationweight-decaymixupcutoutcutmixrandom-erasingautoaugmentfast-autoaugmentpopulation-based-augmentationneural-architecture-searchautomated-machine-learninghyperparameter-optimizationgrid-searchrandom-searchBayesian-optimizationsequential-model-based-optimizationmulti-fidelity-optimizationknowledge-distillationteacher-student-modelmodel-compressionquantizationknowledge-transferdomain-adaptationfew-shot-learningzero-shot-learningone-shot-learningmeta-learninglearning-to-learnmetric-learningsiamese-networktriplet-losscontrastive-learningself-supervised-learningunsupervised-learningsemi-supervised-learningweakly-supervised-learningactive-learningonline-learningincremental-learningcontinual-learninglifelong-learningcurriculum-learningmulti-task-learningmulti-modal-learningcross-modal-learningrepresentation-learningfeature-learningembedding-learningmanifold-learningdimensionality-reductionprincipal-component-analysist-SNEUMAPword-embeddingsentence-embeddingdocument-embeddingknowledge-graph-embeddinggraph-neural-networkgraph-convolutional-networkgraph-attention-networkmessage-passing-neural-networkrelational-graph-convolutional-networkinductive-learningtransductive-learninghomophilyheterophilygraph-isomorphismWeisfeiler-Lehman-testsubgraph-isomorphismgraph-matchingnetwork-alignmentnetwork-embeddingnode-embeddingedge-embeddinggraph-classificationnode-classificationlink-predictiongraph-generationgraph-synthesismolecular-generationde-novo-designinverse-designretrosynthesisreaction-predictionproperty-predictionquantitative-structure-activity-relationshipQSARquantitative-structure-property-relationshipQSPRmolecular-descriptorfingerprintMorgan-fingerprintextended-connectivity-fingerprintcircular-fingerprintatom-pair-fingerprinttopological-torsion-fingerprintpharmacophoreshape-similarityelectrostatic-similaritydockingscoring-functionbinding-affinity-predictionprotein-ligand-interactionprotein-protein-interactionprotein-structure-predictionAlphaFoldprotein-foldingcontact-predictiondistance-predictionangle-predictiontorsion-predictionsecondary-structure-predictiontertiary-structure-predictionquaternary-structure-predictionprotein-designprotein-engineeringdirected-evolutionrational-designcomputational-designde-novo-protein-designenzyme-designcatalytic-antibodyribozymeaptamerDNAzymesynthetic-biologygenetic-circuitmetabolic-engineeringmetabolic-flux-analysisflux-balance-analysisgenome-scale-metabolic-modeldynamic-metabolic-modelkinetic-modelingstoichiometric-modelingconstraint-based-modelingoptimizationlinear-programmingmixed-integer-linear-programmingquadratic-programmingnonlinear-programmingdynamic-programmingstochastic-programmingrobust-optimizationmulti-objective-optimizationPareto-optimalityevolutionary-algorithmgenetic-algorithmgenetic-programmingdifferential-evolutionparticle-swarm-optimizationant-colony-optimizationsimulated-annealingtabu-searchvariable-neighborhood-searchiterated-local-searchgreedy-randomized-adaptive-searchscatter-searchpath-relinkingmemetic-algorithmhyper-heuristicmetaheuristiclocal-searchneighborhood-searchhill-climbingrandom-walkrandomized-searchMonte-Carlo-tree-searchupper-confidence-boundThompson-samplingmulti-armed-banditcontextual-banditreinforcement-learningpolicy-gradientactor-criticQ-learningdeep-Q-networkpolicy-iterationvalue-iterationtemporal-difference-learningSARSAexpected-SARSAdouble-Q-learningdueling-Q-networkprioritized-experience-replaydistributed-reinforcement-learningimpalaA3Casynchronous-advantage-actor-criticPPOproximal-policy-optimizationTRPOtrust-region-policy-optimizationDDPGdeep-deterministic-policy-gradientTD3twin-delayed-deep-deterministic-policy-gradientSACsoft-actor-criticmodel-based-reinforcement-learningmodel-predictive-controlguided-policy-searchimitation-learninginverse-reinforcement-learningapprenticeship-learningbehavior-cloningdataset-aggregationDAggergenerative-adversarial-imitation-learningthird-person-imitation-learningone-shot-imitation-learningmeta-reinforcement-learninghierarchical-reinforcement-learningoptionskillsubgoalintrinsic-motivationcuriosity-driven-explorationempowermentinformation-gainprediction-errornovelty-seekingdiversity-seekingmulti-agent-reinforcement-learningmean-fieldfictitious-playcorrelated-equilibriumNash-equilibriumgame-theorymechanism-designauction-theoryincentive-designsocial-choice-theoryvoting-theoryfair-divisionmatching-theorymarket-designalgorithmic-game-theorycomputational-social-choicecomputational-complexityNP-completenessNP-hardnessapproximation-algorithmapproximation-ratioinapproximabilityfixed-parameter-tractabilityparameterized-complexitykernelizationtreewidthgraph-minorforbidden-minor-characterizationwell-quasi-orderingRobertson-Seymour-theoremgraph-structure-theorembidimensionality-theorymeta-theoremCourcelle's-theoremautomata-theoryfinite-automatonpushdown-automatonTuring-machinecomputabilitydecidabilityhalting-problemRice's-theoremGödel's-incompleteness-theoremslambda-calculuscombinatory-logictype-theoryproof-theorymodel-theoryset-theoryforcinglarge-cardinalaxiom-of-choicecontinuum-hypothesisindependence-resultconsistency-strengthreverse-mathematicsconstructive-mathematicsintuitionistic-logicmodal-logictemporal-logicepistemic-logicdeontic-logicdescription-logicontologyknowledge-representationsemantic-weblinked-dataRDFSPARQLOWLknowledge-graphentity-linkingrelation-extractionevent-extractioncoreference-resolutionnamed-entity-recognitionpart-of-speech-taggingdependency-parsingconstituency-parsingsemantic-parsingnatural-language-inferencetextual-entailmentnatural-language-generationmachine-translationsummarizationquestion-answeringdialogue-systemconversational-AIchatbotvirtual-assistantspeech-recognitionspeech-synthesisspeaker-recognitionemotion-recognitionsentiment-analysisopinion-miningaspect-based-sentiment-analysistarget-dependent-sentiment-analysisstance-detectionrumor-detectionfake-news-detectionfact-checkingclaim-verificationevidence-retrievalargument-miningpersuasion-detectiondeception-detectionpersonality-predictionmental-health-detectionsuicide-preventioncrisis-interventionsocial-media-miningnetwork-analysiscommunity-detectioninfluence-maximizationinformation-diffusioncascade-modelingepidemic-modelingSEIR-modelSIR-modelagent-based-epidemic-modelcompartmental-modelnetwork-epidemic-modelmetapopulation-epidemic-modelspatial-epidemic-modelstochastic-epidemic-modelbranching-processrenewal-equationgeneration-intervalserial-intervalincubation-periodlatent-periodinfectious-periodbasic-reproduction-numbereffective-reproduction-numberherd-immunity-thresholdvaccination-coveragevaccine-efficacyvaccine-effectivenessbreakthrough-infectionwaning-immunityimmune-escapevariant-of-concernvariant-of-interestvariant-under-monitoringphylogenetic-analysismolecular-clock-analysisphylodynamicsviral-evolutionantigenic-driftantigenic-shiftzoonotic-spilloverreservoir-hostintermediate-hostamplifying-hostdead-end-hostvector-borne-diseasemosquito-borne-diseasetick-borne-diseaseflea-borne-diseaselice-borne-diseasemidge-borne-diseasesandfly-borne-diseasetsetse-borne-diseaseblackfly-borne-diseasetriatomine-borne-diseasekissing-bugChagas-diseasetrypanosomiasisleishmaniasismalariadengueyellow-feverZika-viruschikungunyaWest-Nile-virusJapanese-encephalitistick-borne-encephalitisLyme-diseaseRocky-Mountain-spotted-feverehlichiosisanaplasmosisbabesiosistularemiaplaguemurine-typhusepidemic-typhusendemic-typhusscrub-typhusQ-fevertrench-feverbartonellosiscat-scratch-diseaserat-bite-feverleptospirosisbrucellosisanthraxmelioidosisglanderstularaemiafrancisellosiscoxiellosisrickettsiosisorientia-infectionehrlichiosisneoehrlichiosisneorickettsiosisanaplasmataceaerickettsiaceaecoxiellaceaebartonellaceaebrucellaceaefrancisellaceaepasteurellaceaelegionellaceaechlamydiaceaemycoplasmataceaeureaplasmataceaespiroplasmataceaeachaenoplasmataceaeentomoplasmataceaehaloplasmataceaetenericutesmollicutesbacteroidetesfusobacteriaspirochaetessynergistetesdeferribacteresthermotogaeaquificaecaldisericacaldithrixdeferrisomadesulfurobacteriumthermovibriothermocrinishydrogenobactersulfurihydrogenibiumpersephonellahydrogenobaculumhydrothermusthermothrixsulfuricurvumsulfurimonassulfurovumthiovulumthiomicrospirapseudomonasvibrioaeromonasphotobacteriumaliivibriogracilibacillushalobacillushalomonaschromohalobactercobetiasalinicolakushneriahalotaleahalovibriosalinivibriothioalkalivibriothiohalophilusectothiorhodospirahalorhodospirathiorhodospirahalochromatiumthioflavicoccusmarichromatiumthiocapsalamprocystisthiodictyonthiopediaamoebobacterthiocystischromatiumallo-chromatiumthermochromatiumrhabdochromatiumthiobacathiohalocapsahalocapsathiolamprovumthioplocathiomargaritabeggiatoamethylococcusmethylomonasmethylomicrobiummethylosinusmethylocystismethylocellamethylocapsamethylacidiphilumverrucomicrobiaplanctomyceteschlamydiaelentisphaeraekiritimatiellaeotacalditrichaeotafervidibacteria