cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15128/r2jw827b67n
title: Cross-Domain Structure Preserving Projection for Heterogeneous Domain Adaptation [dataset]

description: Supporting open source software: https://github.com/hellowangqian/cdspp-hda
description: Heterogeneous Domain Adaptation (HDA) addresses the transfer learning problems where data from the source and target domains are of different modalities (e.g., texts and images) or feature dimensions (e.g., features extracted with different methods). It is useful for multi-modal data analysis. Traditional domain adaptation algorithms assume that the representations of source and target samples reside in the same feature space, hence are likely to fail in solving the heterogeneous domain adaptation problem. Contemporary state-of-the-art HDA approaches are usually composed of complex optimization objectives for favourable performance and are therefore computationally expensive and less generalizable. To address these issues, we propose a novel Cross-Domain Structure Preserving Projection (CDSPP) algorithm for HDA. As an extension of the classic LPP to heterogeneous domains, CDSPP aims to learn domain-specific projection to map sample features from source and target domains into a common subspace such that the class consistency is preserved and data distributions are sufficiently aligned. CDSPP is simple and has deterministic solutions by solving a generalized eigenvalue problem. It is naturally suitable for supervised HDA but has also been extended for semi-supervised HDA where the unlabelled target domain samples are available. Extensive experiments have been conducted on commonly used benchmark datasets (i.e. Office-Caltech, Multilingual Reuters Collection, NUS-WIDE-ImageNet) for HDA as well as the Office-Home dataset firstly introduced for HDA by ourselves due to its significantly larger number of classes than the existing ones (65 vs 10, 6 and 8). The experimental results of both supervised and semi-supervised HDA demonstrate the superior performance of our proposed method against contemporary state-of-the-art methods. Supporting dataset for: Cross-Domain Structure Preserving Projection for Heterogeneous Domain Adaptation (Q. Wang, T.P. Breckon), In Pattern Recognition, Elsevier, Volume 123, 2022. DOI: https://doi.org/10.1016/j.patcog.2021.108362 DRO: https://dro.dur.ac.uk/34127/
description: empirical machine learning
DOI: 10.6084/m9.figshare.13200482
title: data of Multiple-measurement-MPF.rar

description: The original data measured by the MPF method.(for multiple-measurement)
DOI: 10.6084/m9.figshare.13200482.v1
title: data of Multiple-measurement-MPF.rar

description: The original data measured by the MPF method.(for multiple-measurement)
DOI: 10.6084/m9.figshare.13273184.v1
title: 2.5D assessment.zip

description: CNN assessment detailed information
DOI: 10.6084/m9.figshare.13326347
title: Data File 1.csv

description: The optical constants (n/k) are presented for lactose from 6000-400 wavenumber. The optical constants are derived from a multi-sample analysis using ellipsometric data from pressed pellets of lactose, including a mixed lactose/KBr pellet. Transmission data are also used to derive initial k-values.
DOI: 10.6084/m9.figshare.13326347.v1
title: Data File 1.csv

description: The optical constants (n/k) are presented for lactose from 6000-400 wavenumber. The optical constants are derived from a multi-sample analysis using ellipsometric data from pressed pellets of lactose, including a mixed lactose/KBr pellet. Transmission data are also used to derive initial k-values.
DOI: 10.6084/m9.figshare.13386404
title: YAG,LUAG optical constants

description: YAG and LuAG optical constants – refractive index, extinction coefficient, e1,e2
DOI: 10.6084/m9.figshare.13386404.v1
title: YAG,LUAG optical constants

description: YAG and LuAG optical constants – refractive index, extinction coefficient, e1,e2
DOI: 10.6084/m9.figshare.13634888
title: lamp.ldt

description: Radiometric data of the lamp used in the simulations
DOI: 10.6084/m9.figshare.13634888.v1
title: lamp.ldt

description: Radiometric data of the lamp used in the simulations
DOI: 10.5281/zenodo.6598838
title: Dataset of "The Development of Explicit Equations for Estimating Settling Velocity Based on Artificial Neural Networks Procedure"

description: Digitized data from the Interagency Committee's charts used in this study.
DOI: 10.6084/m9.figshare.13643297
title: upload_microlas_supplement_audio_S1.mp3

description: Audio stream generated during vacuum ablation test at a pressure between 0.2 to 0.3 Pa.
DOI: 10.6084/m9.figshare.13643297.v1
title: upload_microlas_supplement_audio_S1.mp3

description: Audio stream generated during vacuum ablation test at a pressure between 0.2 to 0.3 Pa.
DOI: 10.5281/zenodo.6598837
title: Dataset of "The Development of Explicit Equations for Estimating Settling Velocity Based on Artificial Neural Networks Procedure"

description: Digitized data from the Interagency Committee's charts used in this study.
DOI: 10.6084/m9.figshare.13649807.v1
title: Images of a polished wedge on ground HPFS7980 (not etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground fused silica sample (HPFS7980, not etched), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649804
title: Images of a polished wedge on ground SF6 (not etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground optical glass sample (SF6, not etched), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649804.v1
title: Images of a polished wedge on ground SF6 (not etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground optical glass sample (SF6, not etched), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649807
title: Images of a polished wedge on ground HPFS7980 (not etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground fused silica sample (HPFS7980, not etched), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649810.v1
title: Images of a polished wedge on ground SF6 (etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground optical glass sample (SF6, wet etched, HF 10%, 10 s), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649810
title: Images of a polished wedge on ground SF6 (etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground optical glass sample (SF6, wet etched, HF 10%, 10 s), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649813.v1
title: Images of a polished wedge on ground HPFS7980 (etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground fused silica sample (HPFS7980, wet etched, HF 20%, 30 s), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13649813
title: Images of a polished wedge on ground HPFS7980 (etched) for the visualization of subsurface damage

description: digital microscopy image (DM) with co-registered OCT-images on a ground fused silica sample (HPFS7980, wet etched, HF 20%, 30 s), polished with a wedge by spherical polishing. TIFF-Stack. Layer 1: DM; Layer 2: DM+AIP; Layer 3: DM+CCDM. Colormap in Layer 3 ranges from -5 µm to 70 µm.
DOI: 10.6084/m9.figshare.13661132
title: Localization errors comparison

description: Comparison of localization error for several single-particle localization algorithms (RVT, FRST, OAT, Radcenter, Gaussian fit, XCorr, QI, C-Sym, TrackPy) on various kinds of particle PSFs and noise backgrounds.
DOI: 10.6084/m9.figshare.13667411.v1
title: Data.xlsx

description: Data from study "Effects of photobiomodulation on the redox state of healthy and cancer cells"
DOI: 10.6084/m9.figshare.13677100
title: ModesSphereDiel_n4R75_N5.dat

description: Quasinormal modes of a dielectric nanosphere (radius 75 nm and refractive index n=4).
DOI: 10.6084/m9.figshare.13677184
title: ModesSphereDiel_SiR75_N5.dat

description: Quasinormal modes of a silicon nanosphere (radius 75 nm and refractive index given by a Lorentz model).
DOI: 10.5281/zenodo.6598516
title: smallSSD: The Small Robot Company's detection dataset for agriculture

description: The Small Robot Company's detection dataset for agriculture, consisting of images collected by the Tom robot labelled with bounding boxes to delineate wheat and weeds.
DOI: 10.6084/m9.figshare.13772371
title: Feibelman d-parameters for crystalline noble metals

description: Tabulated Feibelman d-parameters obtained from quantum mechanical optical response simulations of a noble metal surfaces having either (100) and (111) crystallographic orientation as described by 1-D pseudopotentials; in each data file, the first column contains the optical frequency in electron volts (eV), while the second and third columns provide the real and imaginary parts of the d-perpendicular parameter, respectively, in nm.
DOI: 10.6084/m9.figshare.13772371.v1
title: Feibelman d-parameters for crystalline noble metals

description: Tabulated Feibelman d-parameters obtained from quantum mechanical optical response simulations of a noble metal surfaces having either (100) and (111) crystallographic orientation as described by 1-D pseudopotentials; in each data file, the first column contains the optical frequency in electron volts (eV), while the second and third columns provide the real and imaginary parts of the d-perpendicular parameter, respectively, in nm.
DOI: 10.6084/m9.figshare.14061626
title: data_article.zip

description: Dataset
DOI: 10.6084/m9.figshare.14096463.v1
title: SpO2_P1_SL_S1_311s.xlsx

description: Reference SpO2 recorded by oximeter during recording the video.
DOI: 10.5281/zenodo.6598514
title: Coherent contributions to population dynamics in a semiconductor microcavity

description: Dataset of the publication "Coherent contributions to population dynamics in a semiconductor microcavity", J. Paul, H. Rose, E. Swagel, T. Meier, J. K. Wahlstrand, and A. D. Bristow, Phys. Rev. B <strong>105</strong>, 115307 ( https://doi.org/10.1103/PhysRevB.105.115307 ). The zip file includes the data on which the plots shown in figures 1(b), 1(c), 2, 3, 4, 5, 6, and 7 are based.
description: This work was supported by NIST Award No. 70NANB18H238, Deutsche Forschungsgemeinschaft (DFG) Collaborative Research Center TRR 142 (Project No. 231447078, Project No. A02), and a grant for computing time from PC2 (Paderborn Center for Parallel Computing).
DOI: 10.5281/zenodo.6598513
title: Coherent contributions to population dynamics in a semiconductor microcavity

description: Dataset of the publication "Coherent contributions to population dynamics in a semiconductor microcavity", J. Paul, H. Rose, E. Swagel, T. Meier, J. K. Wahlstrand, and A. D. Bristow, Phys. Rev. B <strong>105</strong>, 115307 ( https://doi.org/10.1103/PhysRevB.105.115307 ). The zip file includes the data on which the plots shown in figures 1(b), 1(c), 2, 3, 4, 5, 6, and 7 are based.
description: This work was supported by NIST Award No. 70NANB18H238, Deutsche Forschungsgemeinschaft (DFG) Collaborative Research Center TRR 142 (Project No. 231447078, Project No. A02), and a grant for computing time from PC2 (Paderborn Center for Parallel Computing).
DOI: 10.21227/8fym-nx33
title: Kubernetes network policy dataset for Kano: Efficient Cloud Native Network Policy Verification

description: To generate the experimental datasets, we collect popular container applications mentioned in B4 like email and database. We also collect some applications based on containers mentioned in other papers.  We use these applications as templates and generate experimental datasets by massive replication. To make the dataset closer to reality, we also randomly attach user-specific labels to containers and policies.
DOI: 10.5517/ccdc.csd.cc26znwr
title: CCDC 2055265: Experimental Crystal Structure Determination

description: Related Article: Michał S. Dutkiewicz, Conrad A. P. Goodwin, Mauro Perfetti, Andrew J. Gaunt, Jean-Christophe Griveau, Eric Colineau, Attila Kovács, Ashley J. Wooles, Roberto Caciuffo, Olaf Walter, Stephen T. Liddle|2022|Nature Chemistry|14|342|doi:10.1038/s41557-021-00858-0
DOI: 10.6084/m9.figshare.14200049.v1
title: Supplementary Material.docx

description: Supplemental document
DOI: 10.6084/m9.figshare.14200049
title: Supplementary Material.docx

description: Supplemental document
DOI: 10.15468/dl.hsybmp
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liriope longipedicellata F.T.Wang & Tang"
 ]
}

 The dataset includes 59 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047514-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23728/b2share.1be0b08369e148d0b010c072ad14acb6
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM1 in 2016 (11h CET) (clipped GeoTIFF)

description: Clipped GeoTIFF file including interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM1 during 2016, aggregated by hour (11h CET).
DOI: 10.34816/efa.archives.796424
title: Délos-PV_614-Entablement inscrit.

description: Référence : PV_614<br />Publication(s) : Inédit<br />Domaine : Épigraphie<br />
DOI: 10.15468/dl.dbh3xv
title: Occurrence Download

description: A dataset containing 1950 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loxogramme cuspidata (Zenker) M.G.Price"
 ]
}

 The dataset includes 1950 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047515-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/efa.archives.796423
title: Délos-PV_613-Mur de la cour avec graffite.

description: Référence : PV_613<br />Publication(s) : Inédit<br />Domaine : Épigraphie<br />
DOI: 10.23728/b2share.e1e76274461c418ab7e2820306aad84b
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: temperature in 2016 (12h CET) (interpolated GeoTIFF)

description: GeoTIFF file including interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of temperature during 2016, aggregated by hour (12h CET).
DOI: 10.34816/efa.archives.796422
title: Délos-PV_612-Entablement inscrit.

description: Référence : PV_612<br />Publication(s) : Inédit<br />Domaine : Épigraphie<br />
DOI: 10.34816/efa.archives.796421
title: Délos-PV_611-Entablement inscrit.

description: Référence : PV_611<br />Publication(s) : Inédit<br />Domaine : Épigraphie<br />
DOI: 10.23728/b2share.fb9102ca82b644f7ae322106ba795763
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM2.5 in 2016 (11h CET) (interpolated GeoTIFF)

description: GeoTIFF file including interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM2.5 during 2016, aggregated by hour (11h CET).
DOI: 10.34816/efa.archives.796420
title: Délos-PV_610-Pièce K, fragment de peinture murale.

description: Référence : PV_610<br />Publication(s) : Inédit<br />Domaine : Peinture<br />
DOI: 10.34816/efa.archives.796419
title: Délos-PV_609-Mur de la cour avec graffite.

description: Référence : PV_609<br />Publication(s) : Inédit<br />Domaine : Épigraphie<br />
DOI: 10.34816/efa.archives.796418
title: Délos-PV_607-Vestibule.

description: Référence : PV_607<br />Publication(s) : EAD VIII 2, fig. 136<br />Domaine : Architecture<br />
DOI: 10.23728/b2share.de34bf7bdef2456a822475d4835fe85d
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM2.5 in 2016 (11h CET) (interpolated PNG)

description: PNG image representing interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM2.5 during 2016, aggregated by hour (11h CET).
DOI: 10.34816/efa.archives.796417
title: Délos-PV_605-Mosaïque du Dionysos, emblema, tigre, détail

description: Référence : PV_605<br />Publication(s) : Inédit<br />Domaine : Mosaïque<br />
DOI: 10.34816/efa.archives.796416
title: Délos-PV_599-Colonnades et façade de boutiques.

description: Référence : PV_599<br />Publication(s) : Inédit<br />Domaine : Architecture<br />
DOI: 10.23728/b2share.eebb63d7e565413a9d75928b646439d5
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM2.5 in 2016 (11h CET) (clipped GeoTIFF)

description: Clipped GeoTIFF file including interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM2.5 during 2016, aggregated by hour (11h CET).
DOI: 10.15468/dl.34f3wv
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Linaria grandiflora Desf."
 ]
}

 The dataset includes 137 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047516-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23728/b2share.8f617141cd884a8889c7939e8db771ea
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM2.5 in 2016 (11h CET) (clipped PNG)

description: PNG image representing clipped interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM2.5 during 2016, aggregated by hour (11h CET).
DOI: 10.23728/b2share.c06c774d9ecd40f3b3ea348a7b2462a3
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM10 in 2016 (11h CET) (interpolated GeoTIFF)

description: GeoTIFF file including interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM10 during 2016, aggregated by hour (11h CET).
DOI: 10.34816/efa.archives.796415
title: Délos-598-Entrée de l'escalier.

description: Référence : 598<br />Publication(s) : EAD XXXIX pl. 47<br />Domaine : Architecture<br />
DOI: 10.34816/efa.archives.796414
title: Délos-PV_597-Rue du théâtre, niche avec relief.

description: Référence : PV_597<br />Publication(s) : Inédit<br />Domaine : Architecture<br />
DOI: 10.23728/b2share.8845898801914dc8a696ab5d241a9e6a
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM10 in 2016 (11h CET) (interpolated PNG)

description: PNG image representing interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM10 during 2016, aggregated by hour (11h CET).
DOI: 10.34816/efa.archives.796413
title: Délos-PV_595-Cavaliers votifs entre la mer et le rivage.

description: Référence : PV_595<br />Publication(s) : Inédit<br />Domaine : Sculpture<br />
DOI: 10.23728/b2share.95c7f7ea471a4ba39426852303384ed2
title: Air quality data from the LIFE+RESPIRA project in Pamplona, Spain: PM10 in 2016 (11h CET) (clipped GeoTIFF)

description: Clipped GeoTIFF file including interpolated air quality data from the LIFE+RESPIRA project (http://www.liferespira.eu/) in Pamplona, Spain, with measures of PM10 during 2016, aggregated by hour (11h CET).
DOI: 10.34816/efa.archives.796412
title: Délos-PV_594-Rue entre le magasin à la baignoire et le magasin ε, peinture lithurgique.

description: Référence : PV_594<br />Publication(s) : Inédit<br />Domaine : Architecture<br />
DOI: 10.15468/dl.38bvs7
title: Occurrence Download

description: A dataset containing 1012249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Betula utilis subsp. jacquemontii (Spach) Kitam., Betula pubescens Ehrh., Betula populifolia Marshall, Betula platyphylla var. szechuanica (C.K.Schneid.) Rehder, Betula platyphylla var. japonica (Miq.) H.Hara, Betula platyphylla Sukaczev, Betula pendula Roth, Betula papyrifera Marshall, Betula occidentalis Hook., Betula maximowicziana Regel, Betula lenta L., Betula ermanii Cham., Betula dahurica Pall., Betula alleghaniensis Britton, Betula albosinensis Burkill)",
 "Year 1970-2024"
 ]
}

 The dataset includes 1012249 records from 2349 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047472-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1992946.08fu
title: SH1992946.08FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1992947.08fu
title: SH1992947.08FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.