cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/za4s-mm13
title: "Auto-ML vs OPEL Classification Accuracy Test on Hotel Booking Status"

description: "This study presents a novel Optimised Parallelised Ensemble Learning (OPEL) theory that enhances multi-ensemble learning through a unique combination of Parallel multi-Model Execution (PME), Consensus-Based Model Selection (CMS), and an Optimised Parallel Voting Mechanism (OPVM). Together, these components significantly reduce computational complexity, as analytically supported by Amdahl\u2019s Law, while enhancing model robustness by dynamically varying participating voting models for any varied sample sizes through model selection, weighting, and parallel execution strategies. Performance metrics utilised selected top-performing models, achieving speed-ups of up to 1.3ms for some samples and higher accuracy scores. These results validate OPEL as a scalable, efficient, and high-performing approach for ensemble learning in resource-constrained and high-throughput applications. Unlike existing methods such as Auto-ML or A-Stacking, OPEL\u2019s real-time dynamic model selection and multi-model parallel execution significantly show improved accuracy. Experimental simulations on real-world datasets demonstrated significant improvement of around 5.6% in model accuracy on weather-based sales prediction datasets and had a win rate of 60.64%, unlike Auto-ML for the hotel booking predictions, using McNemar's analysis. A paired t-test confirmed the statistical significances of these improvements, proving OPEL to be a scalable, adaptive ensemble framework for real-time applications that demanded both speed and accuracy by selecting and re-weighting models dynamically during runtime based on live performance metrics, offering dynamic and computationally efficient system as compared to traditional methods, validated across classification tasks involving SME market sales and hotel booking datasets. OPEL\u2019s novel contribution lies in its run-time optimised voting and parallel selection mechanism, making it suitable for dynamic-non-stationary environments."
DOI: 10.15468/dl.mg7ww7
title: Occurrence Download

description: A dataset containing 8680 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Anser fabalis)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 8680 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000291-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15863305
title: Machine-Precision Prediction of Low-Dimensional Chaotic Systems
DOI: 10.15468/dl.f7snez
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum harputicum"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000295-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6qs57
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Austrocactus ferrarii, Austrocactus philippii, Austrocactus spiniflorus, Eulychnia saint-pieana)"
 ]
}

 The dataset includes 107 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000296-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn3dea
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Guatemala, Honduras, El Salvador)",
 "TaxonKey is Brahea dulcis"
 ]
}

 The dataset includes 25 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000297-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc26prl8
title: CCDC 2046700: Experimental Crystal Structure Determination

description: Related Article: Himangsu Sekhar Dutta, Ashfaq Ahmad, Afsar Ali Khan, Mohit Kumar, Raziullah, Jayanti Vaishnav, Manoj Gangwar, Ravi Sankar Ampapathi, Dipankar Koley|2021|J.Org.Chem.|86|16558|doi:10.1021/acs.joc.1c01872
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.6dvzcc
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adesmia hemisphaerica"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000298-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc26prm9
title: CCDC 2046701: Experimental Crystal Structure Determination

description: Related Article: Himangsu Sekhar Dutta, Ashfaq Ahmad, Afsar Ali Khan, Mohit Kumar, Raziullah, Jayanti Vaishnav, Manoj Gangwar, Ravi Sankar Ampapathi, Dipankar Koley|2021|J.Org.Chem.|86|16558|doi:10.1021/acs.joc.1c01872
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27jhlw
title: CCDC 2071438: Experimental Crystal Structure Determination

description: Related Article: Sana Karbalaei, Erik Knecht, Alicja Franke, Achim Zahl, Alexander C. Saunders, P. Raj Pokkuluri, Ronald J. Beyers, Ivana Ivanović-Burmazović, Christian R. Goldsmith|2021|Inorg.Chem.|60|8368|doi:10.1021/acs.inorgchem.1c00896
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27tgm5
title: CCDC 2080057: Experimental Crystal Structure Determination

description: Related Article: Thomas Varlet, Mateja Matišić, Elsa Van Elslande, Luc Neuville, Vincent Gandon, Géraldine Masson|2021|J.Am.Chem.Soc.|143|11611|doi:10.1021/jacs.1c04648
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27tgvd
title: CCDC 2080064: Experimental Crystal Structure Determination

description: Related Article: Thomas Varlet, Mateja Matišić, Elsa Van Elslande, Luc Neuville, Vincent Gandon, Géraldine Masson|2021|J.Am.Chem.Soc.|143|11611|doi:10.1021/jacs.1c04648
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc27tgwf
title: CCDC 2080065: Experimental Crystal Structure Determination

description: Related Article: Thomas Varlet, Mateja Matišić, Elsa Van Elslande, Luc Neuville, Vincent Gandon, Géraldine Masson|2021|J.Am.Chem.Soc.|143|11611|doi:10.1021/jacs.1c04648
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2881tf
title: CCDC 2093114: Experimental Crystal Structure Determination

description: Related Article: Mervic D. Kagho, Helen Hintersatz, Andreas Ihle, Haoxuan Zeng, Hedda Schrey, Wera Colisi, Philipp Klahn, Marc Stadler, Clemens Bruhn, Tobias Rüffer, Heinrich Lang, Klaus Banert|2021|J.Org.Chem.|86|14903|doi:10.1021/acs.joc.1c01650
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gv7v
title: CCDC 2099637: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gv8w
title: CCDC 2099638: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gv9x
title: CCDC 2099639: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gvcz
title: CCDC 2099641: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gvd0
title: CCDC 2099642: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gvf1
title: CCDC 2099643: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28gvxj
title: CCDC 2099658: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.qepwsm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Anser fabalis)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000299-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc28gvyk
title: CCDC 2099659: Experimental Crystal Structure Determination

description: Related Article: Walker R. Marks, Eric W. Reinheimer, Takele Seda, Lev N. Zakharov, John D. Gilbertson|2021|Inorg.Chem.|60|15901|doi:10.1021/acs.inorgchem.1c02285
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.jv2qne
title: Occurrence Download

description: A dataset containing 1746 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lesueurigobius friesii"
 ]
}

 The dataset includes 1746 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049813-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmhexz
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Wallago attu)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 85 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049814-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4bw28
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium alexandrinum",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049816-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrjh63
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carduelis caniceps)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 94 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049815-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhvaa7
title: Occurrence Download

description: A dataset containing 525 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucoraja circularis"
 ]
}

 The dataset includes 525 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049818-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg9trr
title: Occurrence Download

description: A dataset containing 28226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sonchus palustris"
 ]
}

 The dataset includes 28226 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049817-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hus6mn
title: Occurrence Download

description: A dataset containing 125519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmonia axyridis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 125519 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049793-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wmmhd
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Loricaria coximensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049819-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6vs43
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium alexandrinum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049821-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p24hr9
title: Occurrence Download

description: A dataset containing 141858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmonia axyridis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 141858 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049798-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwy5mh
title: Occurrence Download

description: A dataset containing 50892 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Zingiberaceae"
 ]
}

 The dataset includes 50892 records from 463 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049808-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wwbq7
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucoraja fullonica"
 ]
}

 The dataset includes 165 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049822-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cda7qx
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium alexandrinum",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049823-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.