cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14887781
title: Performance Assessment of Population-Based Multiobjective Optimization Algorithms Using Composite Indicators

description: Dataset to help for the replication of the study about the performance assessment of population-Based multiobjective optimization algorithms using composite indicators.

In addition to the raw data, we also include scripts to process the data and output files containing composite quality indicators for different algorithms and optimization problems.
description: The performance of population-based multiobjective optimization algorithms is usually evaluated using indicators assessing the quality of the approximation set generated according to convergence, cardinality, spread, and uniformity (the combination of the last two known as diversity).

Since not all quality indicators can capture all these properties, we proposed to aggregate already-existing indicators into a single measure informing about the algorithm's performance from a general perspective. To synthesize the desired quality indicators, we built three composite quality indicators (weak, strong, and mixed) based on the reference point approach. This approach enabled the use of desirable value ranges for the aggregated quality indicators, defined by aspiration and reservation levels, that allow knowing which algorithms perform better, within, or worse than the desired limits.

Each of the composite quality indicators proposed enables a different compensation degree among the aggregated indicators, and their joint use permits a deep insight into the algorithms' performance. In addition, we showed that the weak and mixed composite indicators are Pareto-compliant, and the strong one is weakly Pareto-compliant if at least one of the aggregated indicators is Pareto-compliant. Finally, we demonstrated the benefits of our proposal when comparing many population-based algorithms on three-, five-, and eight-objective optimization problems.
DOI: 10.5281/zenodo.14887782
title: Performance Assessment of Population-Based Multiobjective Optimization Algorithms Using Composite Indicators

description: Dataset to help for the replication of the study about the performance assessment of population-Based multiobjective optimization algorithms using composite indicators.

In addition to the raw data, we also include scripts to process the data and output files containing composite quality indicators for different algorithms and optimization problems.
description: The performance of population-based multiobjective optimization algorithms is usually evaluated using indicators assessing the quality of the approximation set generated according to convergence, cardinality, spread, and uniformity (the combination of the last two known as diversity).

Since not all quality indicators can capture all these properties, we proposed to aggregate already-existing indicators into a single measure informing about the algorithm's performance from a general perspective. To synthesize the desired quality indicators, we built three composite quality indicators (weak, strong, and mixed) based on the reference point approach. This approach enabled the use of desirable value ranges for the aggregated quality indicators, defined by aspiration and reservation levels, that allow knowing which algorithms perform better, within, or worse than the desired limits.

Each of the composite quality indicators proposed enables a different compensation degree among the aggregated indicators, and their joint use permits a deep insight into the algorithms' performance. In addition, we showed that the weak and mixed composite indicators are Pareto-compliant, and the strong one is weakly Pareto-compliant if at least one of the aggregated indicators is Pareto-compliant. Finally, we demonstrated the benefits of our proposal when comparing many population-based algorithms on three-, five-, and eight-objective optimization problems.
DOI: 10.15468/dl.vrdq5w
title: Occurrence Download

description: A dataset containing 5799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizophora apiculata Blume",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5799 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000865-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xty2xu
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichandrone spathacea (L.fil.) K.Schum.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 275 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000866-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma5jhz
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aglaia cucullata (Roxb.) Pellegr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 81 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000867-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rahusg
title: Occurrence Download

description: A dataset containing 4322077 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vachellia horrida (L.) Kyal. & Boatwr., Baccharis salicifolia (Ruiz & Pav.) Pers., Cestrum auriculatum L'Hér., Amaranthaceae, Echinochloa crus-pavonis (Kunth) Schult., Encelia canescens Lam., Eriochloa pacifica Mez, Eucalyptus robusta Sm., Parkinsonia aculeata L., Paspalum conjugatum P.J.Bergius, Pluchea chingoyo (Kunth) DC., Poa horridula Pilg., Neltuma pallida (Humb. & Bonpl. ex Willd.) C.E.Hughes & G.P.Lewis, Senna bicapsularis (L.) Roxb., Spilanthes leiocarpa DC., Tamarix aphylla (L.) H.Karst., Tessaria integrifolia Ruiz & Pav., Vigna luteola (Jacq.) Benth.)"
 ]
}

 The dataset includes 4322077 records from 4976 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000853-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcfy8h
title: Occurrence Download

description: A dataset containing 900132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bromus lanceolatus Roth, Bromus lepidus Holmb., Bromus ramosus Huds., Bromus scoparius L., Brosimum alicastrum Sw., Browallia americana L., Brugmansia sanguinea (Ruiz & Pav.) D.Don, Brugmansia suaveolens (Humb. & Bonpl. ex Willd.) Bercht. & J.Presl, Brugmansia versicolor Lagerh., Bruguiera gymnorhiza (L.) Lam., Bruguiera parviflora (Roxb.) Wight & Arn. ex Griff., Bruguiera sexangula (Lour.) Poir., Bryonia alba L., Buchnera pusilla Kunth, Buddleja alternifolia Maxim., Buddleja asiatica Lour., Buddleja davidii Franch., Buddleja madagascariensis Lam., Buddleja officinalis Maxim., Buddleja saligna Willd., Bulbine semibarbata (R.Br.) Haw., Bulbostylis barbata (Rottb.) C.B.Clarke, Bunias erucago L., Bunias orientalis L., Bupleurum odontites L., Butia capitata (Mart.) Becc., Butomus umbellatus L., Buxus microphylla Siebold & Zucc., Cabomba palaeformis Fassett, Ticanto crista (L.) R.Clark & Gagnon, Erythrostemon mexicanus (Rose) Gagnon & G.P.Lewis, Caesalpinia pulcherrima (L.) Sw., Cajanus cajan (L.) Huth, Cakile maritima Scop., Acacia aneura F.Muell. ex Benth., Acacia auriculiformis A.Cunn. ex Benth., Acacia baileyana F.Muell., Acacia confusa Merr., Acacia cultriformis A.Cunn. ex G.Don, Acacia cyclops A.Cunn. ex G.Don, Acacia dealbata Link, Acacia decurrens Willd., Acacia elata A.Cunn. ex Benth., Acacia longifolia (Andrews) Willd., Acacia mangium Willd., Acacia mearnsii De Wild., Acacia paradoxa DC., Acacia parramattensis Tindale, Acacia podalyriifolia A.Cunn. ex G.Don, Albizia procera (Roxb.) Benth.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 900132 records from 3271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010109-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmgoem
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Tangara gyrola (Linnaeus, 1758)"
 ]
}

 The dataset includes 173 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046792-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxuzte
title: Occurrence Download

description: A dataset containing 492869 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Precis Plant Data"
 ]
}

 The dataset includes 492869 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012168-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngei1z
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schiedea globosa H.Mann"
 ]
}

 The dataset includes 246 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000581-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6v1pur
title: Occurrence Download

description: A dataset containing 56586 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Phocoena phocoena (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56586 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037320-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mq2hoh
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Pluvialis dominica (P.L.S.Müller, 1776)"
 ]
}

 The dataset includes 428 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003204-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mmiqj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3870903","matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"HUMANOBSERVATION","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009811-200221144449610/datasets/export for details.
DOI: 10.15468/dl.iihxkz
title: Occurrence Download

description: A dataset containing 395606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Year 2018-2020"
 ]
}

 The dataset includes 395606 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003200-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgcky2
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Thraupis episcopus (Linnaeus, 1766)"
 ]
}

 The dataset includes 222 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046807-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2scwy
title: Occurrence Download

description: A dataset containing 992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DwcaExtension is http://rs.tdwg.org/dwc/terms/MeasurementOrFact",
 "OccurrenceStatus is Present",
 "TaxonKey is Prunus padus L."
 ]
}

 The dataset includes 992 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025033-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ulxj0z
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 {
 "or" : [
 "Country is Puerto Rico",
 "Country is Virgin Islands (U.S.)",
 "Country is Dominican Republic",
 "Country is Cuba",
 "Country is Jamaica",
 "Country is Haiti"
 ]
 },
 "TaxonKey is Callinectes Stimpson, 1860"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007626-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.votg7x
title: Occurrence Download

description: A dataset containing 2027 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosoeca Schiner, 1867"
 ]
}

 The dataset includes 2027 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012174-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zi87gk
title: Occurrence Download

description: A dataset containing 239728 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Indonesia",
 {
 "or" : [
 "PublishingOrg is e2e717bf-551a-4917-bdc9-4fa0f342c530",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "PublishingOrg is 1f00d75c-f6fc-4224-a595-975e82d7689c",
 "PublishingOrg is bb646dff-a905-4403-a49b-6d378c2cf0d9",
 "PublishingOrg is 6d4d47b0-cfd2-4c4e-9cf8-799143d3adfc",
 "PublishingOrg is 10980920-6dad-11da-ad13-b8a03c50a862",
 "PublishingOrg is 17726825-3aa2-4fbc-b0e3-303d3fc5702f"
 ]
 },
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Taxon match higher rank",
 "Issue is Taxon match fuzzy",
 "Issue is Country derived from coordinates"
 ]
 },
 "Year 2008-2020",
 {
 "or" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is Xeno-canto - Bird sounds from around the world",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is naturgucker",
 "DatasetKey is Biodiverskripsi: Biodiversity Theses Database",
 "DatasetKey is Earth Guardians Weekly Feed",
 "DatasetKey is Animal Sound Archive",
 "DatasetKey is Anymals+plants - Citizen Science Data"
 ]
 },
 {
 "or" : [
 "InstitutionCode is clo",
 "InstitutionCode is inaturalist",
 "InstitutionCode is naturgucker",
 "InstitutionCode is mfn",
 "InstitutionCode is anymals.org"
 ]
 },
 "TaxonKey is Aves",
 {
 "or" : [
 "License is CC0 1.0",
 "License is CC-BY 4.0",
 "License is CC-BY-NC 4.0"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 239728 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015897-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xwutd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"TAXON_KEY","value":"3862798","matchCase":false},{"type":"equals","key":"MEDIA_TYPE","value":"StillImage","matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"HUMANOBSERVATION","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009820-200221144449610/datasets/export for details.
DOI: 10.15468/dl.d0xcav
title: Occurrence Download

description: A dataset containing 576 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Louteridium S.Watson"
 ]
}

 The dataset includes 576 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009833-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j4xgr
title: Occurrence Download

description: A dataset containing 29760 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castor fiber Linnaeus, 1758"
 ]
}

 The dataset includes 29760 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002029-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hxvxn
title: Occurrence Download

description: A dataset containing 416685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 416685 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002029-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tchn7z
title: Occurrence Download

description: A dataset containing 6191 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "TaxonKey is Culex pipiens Linnaeus, 1758"
 ]
}

 The dataset includes 6191 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002029-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cefgmd
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Vertebrates of the Gothenburg Natural History Museum (GNM)"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017844-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qthqb4
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Tangara nigroviridis (Lafresnaye, 1843)"
 ]
}

 The dataset includes 119 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046795-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iyzidh
title: Occurrence Download

description: A dataset containing 7634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picramniaceae",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 7634 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037331-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wy28t
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "TaxonKey is Thraupis cyanocephala (d'Orbigny & Lafresnaye, 1837)"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046806-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o7ffcb
title: Occurrence Download

description: A dataset containing 733257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Acacia Mill.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 733257 records from 619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003218-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26157557
title: Additional file 2 of Single-nucleus multi-omics of Parkinson’s disease reveals a glutamatergic neuronal subtype susceptible to gene dysregulation via alteration of transcriptional networks

description: Supplementary material 2. Supplementary tables S1–S13
DOI: 10.6084/m9.figshare.26157557.v1
title: Additional file 2 of Single-nucleus multi-omics of Parkinson’s disease reveals a glutamatergic neuronal subtype susceptible to gene dysregulation via alteration of transcriptional networks

description: Supplementary material 2. Supplementary tables S1–S13
DOI: 10.6084/m9.figshare.26157068
title: Additional file 1 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.26157068.v1
title: Additional file 1 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.26157352
title: Additional file 2 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26157352.v1
title: Additional file 2 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26741726
title: Additional file 3 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26741726.v1
title: Additional file 3 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26741729
title: Additional file 4 of Genome-wide identification and expression analysis of histone deacetylase and histone acetyltransferase genes in response to drought in poplars

description: Supplementary Material 4