cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15151/esrf-es-2238913770
title: 3D imaging of domains and domain wall motion in uniaxial ferroelectrics

description: We propose to investigate the characteristics and dynamics of 180° ferroelectric domains in the uniaxial ferroelectric material BaMgF4 by Dark-Field X-ray Microscopy (DFXM). Our approach is to exploit the Friedel-pair contrast to obtain 3D images of these domains and study the strain fields to indirectly visualize polarization gradients near the domain walls. We thereby expect to better understand the mechanisms behind effects like domain wall pinning, incomplete poling and spontaneous back-switching in BaMgF4 that are detrimental in the field of nonlinear optics based on periodic poling.
DOI: 10.6084/m9.figshare.30578951.v10
title: Ajayi Crowther University, Ibadan 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Ajayi Crowther University, Ibadan 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.21227/4fb5-7d89
title: "Deep Nonparametric Bayesian Multimodal Sensor Fusion Method for Real-Time Motion and Emotion Modeling in Immersive Virtual Reali"

description: "    Immersive virtual reality (VR) is widely applied in healthcare, education and entertainment. Its key challenge is to simulate realistic environments and capture users\u2019 motion and emotional responses in real time. Existing research typically employs machine learning methods on single-modal or simple multimodal signals for emotion recognition, but single modalities are susceptible to noise and fail to reflect genuine emotions. Moreover, many works treat motion modeling and emotion recognition as separate tasks, ignoring the inherent coupling between them. This paper proposes a deep nonparametric Bayesian multimodal sensor fusion method for real-time modeling of users\u2019 motion and emotional states in immersive VR. At the sensor acquisition layer, multimodal signals (EEG, EMG, EDA, heart rate, respiration, fNIRS, etc.) are collected and a nonparametric Bayesian process adaptively learns the latent distribution of motion\u2013emotion states. At the feature fusion layer, a deep neural network is introduced to model nonlinear relationships and inference is performed using a dynamic Bayesian network. Experiments constructed immersive VR scenarios based on the DEAP dataset and compared nine baseline methods, including support vector machine, random forest, K\u2011nearest neighbors, XGBoost, CNN\u2013LSTM, residual convolutional network, BiGRU, Transformer fusion and multi\u2011head attention fusion. Results demonstrate that the proposed model significantly outperforms the comparative models in accuracy, F1 score, convergence speed and training time. The contribution of this work lies in proposing a unified nonparametric Bayesian framework for joint motion and emotion modeling, demonstrating its effectiveness in real\u2011time immersive VR environments, and providing complete algorithmic derivations and reproduction details."
DOI: 10.25345/c5rx93s6h
title: MassIVE MSV000099815 - Jordan Plants - HT - Crude and Extracts
title: Hypericum triquetrifolium (flowers) crude and fractional ethyl acetate extracts, 1mg/mL
DOI: 10.6084/m9.figshare.30578951.v11
title: Al-Hikmah University, Ilorin 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Al-Hikmah University, Ilorin 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.5281/zenodo.17568410
title: A Case Study on Targeting a Practically Simple Pre-training Method to Enhance Machine Learning-based Climate Prediction Models

description: This repository holds relevant data for the paper "A Case Study on Targeting a Practically Simple Pre-training Method to Enhance Machine Learning-based Climate Prediction Models". It includes three folders:code: Fortran code for the study’s experimentsObsData: Observational sample data required for the experimental codeFigures: Data and plotting scripts for each figure in the paper
DOI: 10.5281/zenodo.17568411
title: A Case Study on Targeting a Practically Simple Pre-training Method to Enhance Machine Learning-based Climate Prediction Models

description: This repository holds relevant data for the paper "A Case Study on Targeting a Practically Simple Pre-training Method to Enhance Machine Learning-based Climate Prediction Models". It includes three folders:code: Fortran code for the study’s experimentsObsData: Observational sample data required for the experimental codeFigures: Data and plotting scripts for each figure in the paper
DOI: 10.6084/m9.figshare.30578951.v12
title: Al-Qalam University, Katsina 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Al-Qalam University, Katsina 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.6084/m9.figshare.30578951.v13
title: Bells University of Technology, Otta 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Bells University of Technology, Otta 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.25345/c5n58d03k
title: MassIVE MSV000099816 - Jordan Plants - SF - Crude and Extracts
title: Salvia Fructosa crude and fractional ethyl acetate extracts, 1mg/mL
DOI: 10.6084/m9.figshare.30578951.v14
title: Bingham University, New Karu 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Bingham University, New Karu 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.6084/m9.figshare.30578624
title: <b>Toward a new phylogeny-based classification of Flatidae (Hemiptera: Fulgoromorpha): a diversification shaped by angiosperm expansion</b>

description: <b>Toward a new phylogeny-based classification of Flatidae (Hemiptera: Fulgoromorpha): a diversification shaped by angiosperm expansion</b>
DOI: 10.6084/m9.figshare.30578624.v1
title: <b>Toward a new phylogeny-based classification of Flatidae (Hemiptera: Fulgoromorpha): a diversification shaped by angiosperm expansion</b>

description: <b>Toward a new phylogeny-based classification of Flatidae (Hemiptera: Fulgoromorpha): a diversification shaped by angiosperm expansion</b>
DOI: 10.15468/dl.3s5vkd
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is An annotated checklist of Dolichopodidae (Diptera) species from Sakhalin, Russia, with new records"
 ]
}

 The dataset includes 164 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024434-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb4a66
title: Occurrence Download

description: A dataset containing 23068317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Brazil",
 "TaxonKey is Animalia",
 "Year 2010-2025"
 ]
}

 The dataset includes 23068317 records from 196 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024418-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/5e439bbf-746d-4bed-bcda-c13bdcf7876f
title: Data underlying the publication: Rehabilitation Outcomes in Nonagenarian Stroke Survivors: A Retrospective Cohort Study

description: This dataset contains clinical, demographic, and rehabilitation outcome data of nonagenarian stroke survivors who underwent inpatient rehabilitation following ischemic or hemorrhagic cerebrovascular accidents (CVA). The aim of the dataset is to characterize functional outcomes, medical comorbidities, and rehabilitation trajectories among this unique elderly population, and to identify factors associated with successful discharge to the community. Data were collected retrospectively from patient medical records and rehabilitation assessments at a geriatric rehabilitation hospital. Variables include socio-demographic data (age, sex, marital status, education), pre-stroke independence and cognition, stroke characteristics (type, laterality, neurological symptoms), comorbidities, medications, laboratory values, and complications during hospitalization. Functional measures include the Functional Independence Measure (FIM) and cognitive scores (MMSE, MoCA) at admission and discharge. Discharge destination and post-discharge survival (years to death) are also included. The dataset is anonymized and intended to support secondary analyses in geriatric rehabilitation, stroke recovery prediction, and outcome modeling.
DOI: 10.4121/5e439bbf-746d-4bed-bcda-c13bdcf7876f.v1
title: Data underlying the publication: Rehabilitation Outcomes in Nonagenarian Stroke Survivors: A Retrospective Cohort Study

description: This dataset contains clinical, demographic, and rehabilitation outcome data of nonagenarian stroke survivors who underwent inpatient rehabilitation following ischemic or hemorrhagic cerebrovascular accidents (CVA). The aim of the dataset is to characterize functional outcomes, medical comorbidities, and rehabilitation trajectories among this unique elderly population, and to identify factors associated with successful discharge to the community. Data were collected retrospectively from patient medical records and rehabilitation assessments at a geriatric rehabilitation hospital. Variables include socio-demographic data (age, sex, marital status, education), pre-stroke independence and cognition, stroke characteristics (type, laterality, neurological symptoms), comorbidities, medications, laboratory values, and complications during hospitalization. Functional measures include the Functional Independence Measure (FIM) and cognitive scores (MMSE, MoCA) at admission and discharge. Discharge destination and post-discharge survival (years to death) are also included. The dataset is anonymized and intended to support secondary analyses in geriatric rehabilitation, stroke recovery prediction, and outcome modeling.
DOI: 10.15468/dl.rmebmc
title: Occurrence Download

description: A dataset listing the 89 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Grammitis"
 ]
}

 The dataset's 89 records were derived from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024429-251025141854904/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.30578951.v15
title: Caritas University, Enugu 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Caritas University, Enugu 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.25345/c5hd7p59t
title: MassIVE MSV000099817 - Jordan Plants - CS - Crude and Extracts
title: Capparis spinosa (roots) crude and fractional ethyl acetate extracts, 1mg/mL
DOI: 10.6084/m9.figshare.30578951.v16
title: Crawford University Igbesa 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Crawford University Igbesa 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.13140/rg.2.2.11133.42722
title: Program Committee Member and Reviewer in the 7th International Conference on Sustainable and Innovative Solutions for Current Challenges in Engineering & Technology (ICSISCET 2025) held at Madhav Institute of Technology & Science (MITS), Gwalior, India, during November 01–02, 2025. organized under Springer publication.
DOI: 10.15468/dl.wc8dvv
title: Occurrence Download

description: A dataset containing 56523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Zimbabwe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 56523 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024424-251025141854904/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.30577703.v1
title: Species-area relationships of arbuscular mycorrhizal fungi community on tropical islands: patterns and underlying mechanisms

description: Our dataset was collected from the Paracel archipelago and the surrounding island of Hainan Island. The islands surveyed included various types of islands, such as those composed of coral and sand, and bridge-and-road islands. Vegetation on the islands is primarily composed of trees and shrubs, with dominant plant species including Ardisia humilis, Casuarina equisetifolia, Scaevola taccada, Guettarda speciosa, and Messerschmidia argentea. Although there are numerous islands in the area under investigation, many of them are too small or lack vegetation to meet the requirements for field surveys. Thus, in April 2023 and April 2024, we selected 13 tropical islands with minimal human disturbance, ranging in area from 1.19 to 405.99 ha. On each island, soil, woody plants, and soil arbuscular mycorrhizal fungi were sampled simultaneously.
DOI: 10.6084/m9.figshare.30579060
title: Code.R from Dance complexity is not associated with cognitive performance but positively linked with body condition and attractiveness in male zebra finches

description: This code (dynamic report) allows to perform all statiscal analyses presented in this manuscript and to produce the figures.
DOI: 10.6084/m9.figshare.30578951.v17
title: Crescent University 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Crescent University 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.15468/dl.vu6xfv
title: Occurrence Download

description: A dataset containing 60133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uganda",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 60133 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024423-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/732d2ec8-6a24-4619-8a22-c7d286dce5d2
title: Code underlying the PhD thesis: Efficient Evolutionary Hyperparameter Optimization for Deep Learning

description: Code underlying the PhD thesis: Efficient Evolutionary Hyperparameter Optimization for Deep Learning. As the focus of the thesis is on hyperparameter optimization, code for the algorithms developed during the PhD research are included, namely ENCAS, PBT-NAS, IPBT, HyFree-S3, as well as code for comparing and evaluating previously existing PBT variants. A general readme file is included, as well as code directories, one per chapter/project, each containing its own readme file with instructions on reproducing the experiments.
DOI: 10.4121/732d2ec8-6a24-4619-8a22-c7d286dce5d2.v1
title: Code underlying the PhD thesis: Efficient Evolutionary Hyperparameter Optimization for Deep Learning

description: Code underlying the PhD thesis: Efficient Evolutionary Hyperparameter Optimization for Deep Learning. As the focus of the thesis is on hyperparameter optimization, code for the algorithms developed during the PhD research are included, namely ENCAS, PBT-NAS, IPBT, HyFree-S3, as well as code for comparing and evaluating previously existing PBT variants. A general readme file is included, as well as code directories, one per chapter/project, each containing its own readme file with instructions on reproducing the experiments.
DOI: 10.15468/dl.y9rtcz
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A revised and annotated checklist of the genus Passiflora L. in French Guiana"
 ]
}

 The dataset includes 102 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024437-251025141854904/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.30578951.v18
title: Kwararafa University, Wukari 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Kwararafa University, Wukari 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.25345/c5cn6zc46
title: MassIVE MSV000099818 - Jordan Plants - AF - Crude and Extracts
title: Achillea fragrantissima crude and fractional ethyl acetate extracts, 1mg/mL
DOI: 10.5281/zenodo.17568483
title: Weekly vehicle rental rates for private use with prior reservation: Barcelona 2026

description: This dataset contains detailed information on vehicle rental offers with prior reservation for private use (whether tourist or personal) in the city of Barcelona during the year 2026. The dataset focuses on weekly contracts, considered short-term rentals. This dataset will allow us to have a global view of the vehicle rental market in Barcelona, thus having information from multiple companies and different periods.

The data has been scrapped from the Pepecar website on November 2025 for all the Barcelona locations and 7 days periods from 01/01/2026 to 31/12/2026.
DOI: 10.5281/zenodo.17568482
title: Weekly vehicle rental rates for private use with prior reservation: Barcelona 2026

description: This dataset contains detailed information on vehicle rental offers with prior reservation for private use (whether tourist or personal) in the city of Barcelona during the year 2026. The dataset focuses on weekly contracts, considered short-term rentals. This dataset will allow us to have a global view of the vehicle rental market in Barcelona, thus having information from multiple companies and different periods.

The data has been scrapped from the Pepecar website on November 2025 for all the Barcelona locations and 7 days periods from 01/01/2026 to 31/12/2026.
DOI: 10.6084/m9.figshare.30578951.v19
title: Lead City University, Ibadan 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)

description: Lead City University, Ibadan 2025/26 (Admission Form (1st & 2nd) Batch Admission list is out Call ☎️(07035392356) OR ☎️(+2347035392356) DR RITA on how to apply for Jupeb/Ijmb form, Transfer form, Direct entry form, Masters, PGD and Phd form Call ☎️(07035392356) OR ☎️(+2347035392356)
DOI: 10.4121/df7ca98d-f2f3-485c-a91c-12810555321f
title: Data underlying the publication "Above-Unity Coherent Cooperativity of Tin-Vacancy Centers in Diamond Photonic Crystal Cavities"

description: Data underlying the research article "Above-Unity Coherent Cooperativity of Tin-Vacancy Centers in Diamond Photonic Crystal Cavities". In this physics experiment, we demonstrate and quantify the coherent interaction of Tin-Vacancy centers with diamond photonic-crystal cavities. The measurements are performed in a quantum optics setup.The dataset contains both measured and simulated data, as well as the Python code used to analyze and reproduce the figures presented in the main text and appendix. The measurements are conducted using the Python 3 framework Quantum Measurement Interface (QMI), and data are collected with a Python-based data acquisition framework, Quantify (see the appendix for more details and references). The measured and simulated data are stored in individual HDF5 files, with a unique timestamp and identifier. The analyzed data is stored in HDF5 files named 'processed dataset'.Please see the README.md file for instructions on how to analyse the data and reproduce the figures