cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31310528
title: Computational Approaches for Exponential-Family Factor Analysis

description: We study a general factor analysis framework where the <i>n</i>-by-<i>p</i> data matrix is assumed to follow a general exponential family distribution entry-wise. While this model framework has been proposed before, we here further relax its distributional assumption by using a quasi-likelihood setup. By parameterizing the mean-variance relationship on data entries, we additionally introduce a dispersion parameter and entry-wise weights to model large variations and missing values. The resulting model is thus not only robust to distribution misspecification but also more flexible and able to capture mean-dependent covariance structures of the data matrix. Our main focus is on efficient computational approaches to perform the factor analysis. Previous modeling frameworks rely on simulated maximum likelihood (SML) to find the factorization solution, but this method was shown to lead to asymptotic bias when the simulated sample size grows slower than the square root of the sample size <i>n</i>, eliminating its practical application for data matrices with large <i>n</i>. Borrowing from expectation-maximization (EM) and stochastic gradient descent (SGD), we investigate three estimation procedures based on iterative factorization updates. Our proposed solution does not show asymptotic biases, and scales even better for large matrix factorizations with error O(1/p). To support our findings, we conduct simulation experiments and discuss its application in four case studies.
DOI: 10.6084/m9.figshare.31310528.v1
title: Computational Approaches for Exponential-Family Factor Analysis

description: We study a general factor analysis framework where the <i>n</i>-by-<i>p</i> data matrix is assumed to follow a general exponential family distribution entry-wise. While this model framework has been proposed before, we here further relax its distributional assumption by using a quasi-likelihood setup. By parameterizing the mean-variance relationship on data entries, we additionally introduce a dispersion parameter and entry-wise weights to model large variations and missing values. The resulting model is thus not only robust to distribution misspecification but also more flexible and able to capture mean-dependent covariance structures of the data matrix. Our main focus is on efficient computational approaches to perform the factor analysis. Previous modeling frameworks rely on simulated maximum likelihood (SML) to find the factorization solution, but this method was shown to lead to asymptotic bias when the simulated sample size grows slower than the square root of the sample size <i>n</i>, eliminating its practical application for data matrices with large <i>n</i>. Borrowing from expectation-maximization (EM) and stochastic gradient descent (SGD), we investigate three estimation procedures based on iterative factorization updates. Our proposed solution does not show asymptotic biases, and scales even better for large matrix factorizations with error O(1/p). To support our findings, we conduct simulation experiments and discuss its application in four case studies.
DOI: 10.15468/dl.n5mdmm
title: Occurrence Download

description: A dataset containing 1189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arcidens confragosus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1189 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006757-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4ufsh
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (South America, North America)",
 "TaxonKey is Moniliophthora"
 ]
}

 The dataset includes 477 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006758-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvz8hc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetragonopterus ommatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006760-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lukmye
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carphoborus minimus (J.C.Fabricius, 1798)"
 ]
}

 The dataset includes 26 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003743-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqhu13
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tomicus destruens (Wollaston, 1865) Wollaston, 1865"
 ]
}

 The dataset includes 141 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003810-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/clw3dx
title: Registros de anuros presentes en los Páramos de Santurbán, Rabanal y Las Hermosas

description: Como parte del Convenio de Cooperación No. 18-14-331-117CE entre el Instituto Humboldt y la Universidad de los Andes, y con el fin de evaluar riesgos de extinción en anfibios de páramo, se realizaron tres salidas de campo en los páramos de Santurbán, Rabanal y las Hermosas en los municipios de Cácota (Norte de Santander), Villapinzón (Cundinamarca) y Chaparral (Tolima), respectivamente. Las salidas fueron realizadas en los meses de febrero, marzo y abril de 2019. Durante las tres salidas fueron colectados y registrados un total de 125 ejemplares pertenecientes a tres (3) familias, cuatro (4) géneros y dieciocho (18) especies.
DOI: 10.15468/dl.yvcf3c
title: Occurrence Download

description: A dataset containing 28613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus radiata D.Don",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 28613 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055949-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21249/dzhw:ssy16:1.0.0
title: 16. Sozialerhebung
title: 16th Social Survey

description: Die Sozialerhebung ist eine seit 1951 bestehende Untersuchungsreihe zur wirtschaftlichen und sozialen Lage der Studierenden in Deutschland. In drei- bis vierjährigem Abstand wird ein Querschnitt von Studierenden zu Aspekten des Hochschulzugangs, zu Strukturmerkmalen des Studiums, zur sozialen und wirtschaftlichen Lage, u.a. Einnahmen und Lebenshaltungskosten, Erwerbstätigkeit, Wohnsituation, sowie zu sozio-demographischen Merkmalen wie ethnische und soziale Herkunft, Partnerschaftsstatus und Elternschaft befragt. Das Datenpaket umfasst die Daten der Befragung der deutschen, bildungsin- und bildungsausländischen Studierenden im Rahmen der 16. Sozialerhebung (2000), die einen Schwerpunkt zum Thema Computernutzung und neue Medien enthält.
description: The Social Survey is a series of surveys on the economic and social situation of students in Germany that has been in existence since 1951. At three- to four-year intervals, a cross-section of students is surveyed on aspects of university access, structural features of study, social and economic situation, including income and cost of living, employment, housing situation, and socio-demographic characteristics such as ethnic and social origin, partnership status and parenthood. The data package includes data from the survey of German, educationally native, and educationally foreign students conducted as part of the 16th Social Survey (2000), that includes a focus on computer use and new media.
description: Self-administered questionnaire: Paper
description: 16. Sozialerhebung: Standardisierte postalische Befragung
description: 16th Social Survey: Standardised self-administered survey
description: <strong>16. Sozialerhebung:</strong>
 Studierende, die im Sommersemester 2000 an einer staatlichen oder staatlich anerkannten Hochschule in der Bundesrepublik Deutschland eingeschrieben waren (mit Ausnahme der Verwal-tungsfachhochschulen, Hochschulen des Fernstudiums und Uni-versitäten der Bundeswehr)
description: <strong>16th Social Survey:</strong>
 Students with that have been enrolled in a state or state-recognized higher education institution in the summer semester of 2000 (not including public administration colleges, schools for distance learning and universities of the federal armed forces)
description: Wahrscheinlichkeitsauswahl: Disproportional geschichtete Zufallsauswahl
DOI: 10.15468/dl.nxxuv6
title: Occurrence Download

description: A dataset containing 1001448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is FALSE",
 "HasCoordinate is TRUE",
 "Geometry POLYGON((10.00353 63.30279, 10.0012017 63.51659, 10.72517 63.51659, 10.72517 63.30279, 10.00353 63.30279))"
 ]
}

 The dataset includes 1001448 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049965-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rda9vv
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Touit melanonotus (Wied-Neuwied, 1820)"
 ]
}

 The dataset includes 614 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035357-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5164/iab.pass-suf0619.de.en.v3
title: Panel Arbeitsmarkt und soziale Sicherung (PASS) – Version 0619 v3
title: Panel Study Labour Market and Social Security (PASS) – Version 0619 v3
title: PASS-SUF 0619 v3

description: Mit dem Panel Arbeitsmarkt und soziale Sicherung (PASS) baut das IAB seit 2007 einen zentralen Datensatz für die Arbeitsmarkt-, Armuts- und SGB-II-Forschung in Deutschland auf. Befragt werden in jährlichem Rhythmus zum einen Haushalte, die Transferleistungen beziehen und zum anderen Haushalte der allgemeinen Wohnbevölkerung. In jedem dieser Haushalte wird zunächst mit einer Person ein Haushaltsinterview und anschließend mit jeder Person ab 15 Jahren ein Personeninterview geführt.
Mit Hilfe des PASS können zentrale Forschungsfragen, wie beispielsweise die Dynamik des Bezugs von Arbeitslosengeld II sowie die Auswirkungen des Transferleistungsbezugs auf die wirtschaftliche und soziale Lage der betroffenen Haushalte und Personen untersucht werden. Aber auch über den Kernbereich Beschäftigung und Arbeitslosigkeit hinaus bietet das PASS ein breites Fragenspektrum, das z.B. auch zahlreiche soziodemographische Merkmale oder subjektive Indikatoren (wie Zufriedenheit, Ängste und Sorgen, Erwerbsorientierung) beinhaltet.
description: The Panel Labour Market and Social Security (PASS) is a central dataset for research on the labour market, poverty and means-tested income support in Germany (German Social Code Book II). Established by the IAB in 2007, annual surveys are conducted in households in receipt of Unemployment Benefit II and households registered as residents of Germany. Initially, a personal interview is carried out with the heads of all selected households. Subsequently, all members of the household aged 15 or over are interviewed.
The Panel Study Labour Market and Social Security allows to analyse the dynamic of the receipt of Unemployment Benefit II as well as the effects of receipt of social benefits on the economic and social situation of the affected households and individuals. Furthermore, PASS also offers information beyond its central issues of employment and unemployment, comprising a variety of socio-demographic characteristics and subjective indicators such as contentment, fears and problems or employment orientation.
DOI: 10.15468/dl.tvqn3u
title: Occurrence Download

description: A dataset containing 3814 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pharomachrus fulgidus (Gould, 1838)"
 ]
}

 The dataset includes 3814 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050094-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3e8vg
title: Occurrence Download

description: A dataset containing 267145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piaya cayana (Linnaeus, 1766)"
 ]
}

 The dataset includes 267145 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209366-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/md2vr6
title: Plan de gestion 2013 - 2018 du Lac de La Prade (33) mené par le CEN Aquitaine-Observations faunistiques (inventaire) réalisées par le CEN Aquitaine

description: Observations faunistiques (inventaire) réalisées par le CEN Aquitaine. Il n'y a pas de protocole associé à ce jeu de donnée (observations réalisées in situ)
DOI: 10.15468/dl.u62pnc
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia mituana Wurdack"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342582-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/wzuyl3
title: Système d'Information sur la Nature et les Paysages d'Ile de France - Données du naturaliste Grégoire Loïs

description: Jeux de données provenant de la base de données CETTIA du Système d'Information sur la Nature et les Paysages d'Ile de France. Il concerne la faune à l'exception des insectes.
DOI: 10.15468/dl.wb3jwp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Styrax duidae Steyerm."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218245-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3e2of
title: Occurrence Download

description: A dataset containing 4892 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psidium cattleianum Afzel. ex Sabine"
 ]
}

 The dataset includes 4892 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008888-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/95pcdf
title: Suivi post-implantation du parc éolien de Flavin entre 2019 et 2021

description: Suivi de la mortalité des oiseaux et des chauves-souris, suivi de l'activité des chiroptères et de l'avifaune entre 2019 et 2021
DOI: 10.15468/3kykrd
title: Système d'Information sur la Nature et les Paysages d'Ile de France - Données du naturaliste Charlie Darenne

description: Jeux de données provenant de la base de données CETTIA du Système d'Information sur la Nature et les Paysages d'Ile de France. Il concerne la faune à l'exception des insectes.
DOI: 10.15468/dl.jp265x
title: Occurrence Download

description: A dataset containing 42563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratonia siliqua L."
 ]
}

 The dataset includes 42563 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239085-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23664/ahri.stepping.stones.v2
title: Adapting the Stepping Stones intervention to strengthen HIV-related outcomes, and enable scale- up,for young men in South Africa.Release Version 02
DOI: 10.15468/dl.rmzb1d
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ips duplicatus Wood & Bright, 1992"
 ]
}

 The dataset includes 177 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003767-190307172214381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8ujd7
title: Occurrence Download

description: A dataset containing 2561 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophius piscatorius Linnaeus, 1758"
 ]
}

 The dataset includes 2561 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080747-200221144449610/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.26074954
title: The dataset used in the paper "HCGAN: Hierarchical Contrast Generative Adversarial Network for Unpaired Sketch Face Synthesis"

description: datasets for the paper "HCGAN: hierarchical contrast generative adversarial network for unpaired sketch face synthesis"
DOI: 10.6084/m9.figshare.26074954.v1
title: The dataset used in the paper "HCGAN: Hierarchical Contrast Generative Adversarial Network for Unpaired Sketch Face Synthesis"

description: datasets for the paper "HCGAN: hierarchical contrast generative adversarial network for unpaired sketch face synthesis"
DOI: 10.15468/8ctmuj
title: CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de ORIOL françois

description: Les données issues de l'outil de gestion CardObs et de son application mobile Carnat (hors programme relavant d'un cadre d'acquisition spécifique) regroupent les observations de naturalistes expérimentés. Ces observations concernent la faune, la flore et la fonge tant continentales que marines. L’emprise géographique des saisies couvre la France métropolitaine et l’Outre-mer. Les données peuvent être opportunistes aussi bien que protocolées en fonction des utilisateurs, et peuvent disposer de champs complémentaires propres à chaque jeu de données. L'outil CardObs a été mis en place en 2007 par le Service du Patrimoine Naturel du MNHN. Il est actuellement géré par PatriNat (OFB, MNHN, CNRS, IRD).
DOI: 10.15468/dl.emdte2
title: Occurrence Download

description: A dataset containing 62578 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alcippe morrisonia Swinhoe, 1863"
 ]
}

 The dataset includes 62578 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262680-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5jd4q13q
title: MassIVE MSV000095098 - GNPS brayonia methanolic extracts data
title: Methanolic extracts of Breynia oblongifolia was carried out LC-MS study using orbitrap mass spectroscopy and now we wanted to identify the molecule present in this extract. Followed by molecular networking of the identified compounds from GNPS database.
DOI: 10.23667/saprin.sc19sicad2020
title: SAPRIN COVID-19 surveillance intensive cohort April-December 2020: sub-dataset for Protective Behaviours and Secondary Harms paper
DOI: 10.15468/dl.xjmxd3
title: Occurrence Download

description: A dataset containing 4350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ISL",
 "TaxonKey is Anser brachyrhynchus Baillon, 1834"
 ]
}

 The dataset includes 4350 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032384-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12757/bbk.ida.0721.03.03
title: Insolvency data of non-financial corporations 2007-06/2021
title: Ida

description: The Ida database contains information about the insolvency proceedings of non-financial corporations that are collected for the credit assessment process in the In-house credit assessment system (ICAS) of Deutsche Bundesbank. It is available from 2007 on for research purposes and provides information on the date, the reasons and the actual result of insolvency proceedings.
The data can be matched via a corresponding identifier with the Ustan and JANIS data in order to get additional information concerning the financial statements of the corporations.
description: Balance sheet data of non-financial enterprises reported to the Deutsche Bundesbank in the framework of the refinancing business.
description: Ida basically consists of non-financial corporations with insolvency proceedings which are used in the framework of the credit assessment of the Deutsche Bundesbank. In addition, Ida contains minimum number of financial corporations which are either parents of groups or were previously non-financial corporations.
DOI: 10.23664/ahri.uoandcsc.dataset.2021
title: Social contact information from PIPSA residents in uMkhanyakude before and during the Covid-19 pandemic – data from the Umoya Omuhle and Covid Social Contacts studies
DOI: 10.15468/uknkek
title: Fish species occurrence and composition in Lakes Edward and George, 2016

description: This dataset presents occurrence records and composition of fish species collected in lakes Edward and George, Uganda.
DOI: 10.12757/ifsbase.09092106
title: Micro Database: Investments Funds Statistics-Base
title: IFS-Base
DOI: 10.15468/dl.6vzgcv
title: Occurrence Download

description: A dataset containing 20140 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Horornis fortipes Hodgson, 1845"
 ]
}

 The dataset includes 20140 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264642-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.