cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29039311.v1
title: A new approach to optimal design under model uncertainty motivated by multi-armed bandits

description: An optimal design is usually model-dependent and is sub-optimal if the postulated model is not correctly specified. Furthermore, it is far from ideal even if it is efficient for model selection but has a poor performance for estimating parameters in the selected model. In practice, it is common that a researcher has a list of candidate models at hand and a design has to be found that is efficient for both model discrimination and parameter estimation in the (unknown) “true” model. In this article, we use a multi-armed bandits approach to balance these two competing goals in the design of experiments. We develop a sequential algorithm to provide a design that has asymptotically the same performance as an optimal design when the “true” model could be correctly specified in advance. A lower bound is established to quantify the relative efficiency between the proposed design and an optimal design for the “true” model. Some comparisons with other state-of-the-art algorithms for model discrimination and parameter estimation are discussed. The advantages of the proposed method are illustrated by several numerical examples.
DOI: 10.21233/66tn-3s90
title: Kangiguksuk, [XBM-012] vertebrate fauna dataset

description: Raw data for the Kangiguksuk, [XBM-012] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/51ey-k390
title: Reviers pollen dataset

description: Raw data for the Reviers pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.29039192
title: CT and MRI scan of a 2yo male dog Yorkshire Terrier

description: This dataset contains de-identified DICOM files from CT (250 DICOM slices) and MRI (356 slices) studies of a 2-year-old male Yorkshire Terrier (body weight: 2.2 kg; estimated skull coronal width: ~50 mm) who sustained traumatic cranial injury. The imaging was performed on post-injury day 11 following initial stabilization. De-identification was performed using the RSNA Clinical Trial Processor (CTP) anonymization tool, in accordance with standard protocols.Cross-sectional imaging demonstrated a large scalp hematoma over the frontal and parietal bones, multiple depressed cranial fractures, and a left cerebral contusion characterized by heterogeneous signal intensity, structural disruption, and intraparenchymal fluid accumulation.
DOI: 10.21233/c3dj-vm03
title: Rodgers Ridge [45BR5250] vertebrate fauna dataset

description: Raw data for the Rodgers Ridge [45BR5250] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7sr1-yz82
title: Jerusalem, Mamilla Pool ostracode surface sample dataset

description: Raw data for the Jerusalem, Mamilla Pool ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/8v3y-9b79
title: L1 diatom surface sample dataset

description: Raw data for the L1 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.28012562
title: 2024-12-12-domestic - high seasonal pattern-SeasonalMeans.csv

description: Results for NZ locations categorised as having strong, significant differences in incoming vessel total wetted surface area between seasons, from domestic source locations.
DOI: 10.21233/xgme-pm19
title: LDDsite3838 ostracode surface sample dataset

description: Raw data for the LDDsite3838 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/43mp-7v32
title: Les Pontins testate amoebae surface sample dataset

description: Raw data for the Les Pontins testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0je7-xm44
title: Point Lena testate amoebae surface sample dataset

description: Raw data for the Point Lena testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/g07v-dd52
title: Duck Lake diatom dataset

description: Raw data for the Duck Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/y6te-3279
title: Moidach More testate amoebae surface sample dataset

description: Raw data for the Moidach More testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15387937
title: momordica_foetida_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15387938
title: momordica_foetida_zanfona_1.fasta.gz
DOI: 10.21233/f1z9-ce65
title: Lake Couchiching ostracode surface sample dataset

description: Raw data for the Lake Couchiching ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/6yst-yy67
title: B95-24 water chemistry dataset

description: Raw data for the B95-24 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15343822
title: Response of reaction mechanisms to electric-field catalysis on carbon nanotubes in microfluidic reactors: Original data

description: Original data underlying the publication
DOI: 10.5281/zenodo.15343823
title: Response of reaction mechanisms to electric-field catalysis on carbon nanotubes in microfluidic reactors: Original data

description: Original data underlying the publication
DOI: 10.21233/z6h7-pg31
title: Wally Creek testate amoebae surface sample dataset

description: Raw data for the Wally Creek testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7z8r-0s28
title: Paisley Caves surface sample pollen surface sample dataset

description: Raw data for the Paisley Caves surface sample pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a72h-2m44
title: LDDsite2789 ostracode surface sample dataset

description: Raw data for the LDDsite2789 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/zp3d-qs26
title: Dewar Lake water chemistry dataset

description: Raw data for the Dewar Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.7b2ngx
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Acer laurinum Hassk."
 ]
}

 The dataset includes 151 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026254-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/ddrd-xc95
title: Fox Cabin Spring ostracode surface sample dataset

description: Raw data for the Fox Cabin Spring ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/x0nr-mz64
title: Raigastvere Lake loss-on-ignition dataset

description: Raw data for the Raigastvere Lake loss-on-ignition dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qtbj-rr17
title: Mowich Lake water chemistry dataset

description: Raw data for the Mowich Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.18419/darus-4360
title: Linked RDF graphs of an architectural and structural representation of a timber structure

description: This dataset provides a collection of semantically enriched RDF graphs representing both architectural and structural aspects of a timber structure. The data is organized into modular Turtle (.ttl) files and one RIF rule definition (.txt) for reasoning purposes.
&lt;br/&gt;&lt;br/&gt;
Included in the dataset:
&lt;br/&gt;&lt;br/&gt;
&lt;b&gt;Architectural Graph.ttl:&lt;/b&gt; Captures the spatial and material characteristics of the architectural model, defined using standard RDF vocabularies.
&lt;br/&gt;&lt;br/&gt;
&lt;b&gt;Structural Graph.ttl:&lt;/b&gt; Encodes structural elements and their relationships, including support systems and load-bearing components, structured for semantic querying.
&lt;br/&gt;&lt;br/&gt;
&lt;b&gt;Neutral Building Model (Architectural + Structural).ttl:&lt;/b&gt; A consolidated RDF representation integrating architectural and structural elements. All proprietary references (e.g., BHoM) have been removed to ensure vendor neutrality and interoperability. Architectural columns are linked to structural bars, and architectural floors to structural panels. The model is fully queryable using SPARQL and adheres to open-access, GDPR-compliant standards.
&lt;br/&gt;&lt;br/&gt;
&lt;b&gt;RDF_RIF_Rule.pie.txt:&lt;/b&gt; A rule expressed in RDF/RIF Core syntax that demonstrates reasoning capabilities on the dataset.
&lt;br/&gt;&lt;br/&gt;
This dataset supports the findings of a related journal paper (currently under submission) and is complemented by a GitHub repository containing the scripts and tools used to generate the RDF data. It is intended for researchers and professionals working on Linked Building Data, semantic modeling, ontology design, and integrated architectural/structural workflows in BIM.
&lt;br/&gt;&lt;br/&gt;
All files are formatted using open standards (RDF, Turtle, RIF) and designed for use in FAIR-compliant, interdisciplinary design environments.
description: A GitHub repository is linked as a secondary location for the same core dataset. It includes the main RDF graphs (architectural, structural, and integrated models) and the RIF rule file. Some additional files in the GitHub repo (Architectural Graph to link.ttl and Structural Graph to link.ttl) represent intermediate or experimental versions used in earlier stages of the project or during paper development. These contains also links that are used in the integrated model. These are not essential for reproducing the results but are provided for completeness and transparency.
DOI: 10.21233/bb18-zs38
title: Lake Superior/Alona Bay water chemistry dataset

description: Raw data for the Lake Superior/Alona Bay water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/kaeh-d181
title: Travers Reservoir ostracode surface sample dataset

description: Raw data for the Travers Reservoir ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/wsr1-mm37
title: Sifton testate amoebae surface sample dataset

description: Raw data for the Sifton testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q5ss-0z69
title: Independence Peatland testate amoebae surface sample dataset

description: Raw data for the Independence Peatland testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.29039324
title: Hubbard et al mesocosm data for L&O

description: Data associated with Hubbard et al (2025): <b>Daily temperature variation explains zooplankton community differences in freshwater mesocosms recovering from a natural drought</b>
DOI: 10.21233/drzw-0y90
title: Trout Peatland A testate amoebae surface sample dataset

description: Raw data for the Trout Peatland A testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.jnvnys
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((118.62684 9.79849,118.5758 9.76529,118.56935 9.70582,118.62486 9.67906,118.66847 9.69591,118.68284 9.75092,118.62684 9.79849))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 69 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026257-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/f234-mf29
title: Winooski [VT-CH-0046] vertebrate fauna dataset

description: Raw data for the Winooski [VT-CH-0046] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ngnk-vf11
title: Mauntschas testate amoebae surface sample dataset

description: Raw data for the Mauntschas testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15387952
title: melanorivulus_apiamici_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.15387953
title: melanorivulus_apiamici_zanfona_1.fasta.gz
DOI: 10.21233/v4qq-8z44
title: Nolf Crater, Diamond Craters vertebrate fauna dataset

description: Raw data for the Nolf Crater, Diamond Craters vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/d9t0-3x73
title: LDDsite2065 water chemistry dataset

description: Raw data for the LDDsite2065 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/5vw9-3960
title: Howe Lake diatom dataset

description: Raw data for the Howe Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15386626
title: Benchmark Sets and Experimental Results for "Parallel Unconstrained Local Search for Partitioning Irregular Graphs"

description: set_r.tar.xz: benchmark set of 33 large regular graphs (i.e., graphs with low degree variance, such as mesh graphs). Referenced as set R or in our publications. All graphs are unweighted and in Metis format

set_i.tar.xz: benchmark set of 38 large irregular graphs (i.e., graphs with high degree variance, such as social networks). Referenced as set I or in our publications. The recomp_XXX instances have edge weights, while the remaining graphs are unweighted. Metis format

stats_regular.csv: general statistics on the benchmark set of regular graphs

stats_irregular.csv: general statistics on the benchmark set of irregular graphs

results_alenex24.zip: experimental results for our paper "Parallel Unconstrained Local Search for Partitioning Irregular Graphs" (ALENEX 2024)

results_acda25.zip: experimental results for our paper "Deterministic Parallel High-Quality Hypergraph Partitioning" (ACDA 2025)
DOI: 10.5281/zenodo.15386627
title: Benchmark Sets and Experimental Results for "Parallel Unconstrained Local Search for Partitioning Irregular Graphs"

description: set_r.tar.xz: benchmark set of 33 large regular graphs (i.e., graphs with low degree variance, such as mesh graphs). Referenced as set R or in our publications. All graphs are unweighted and in Metis format

set_i.tar.xz: benchmark set of 38 large irregular graphs (i.e., graphs with high degree variance, such as social networks). Referenced as set I or in our publications. The recomp_XXX instances have edge weights, while the remaining graphs are unweighted. Metis format

stats_regular.csv: general statistics on the benchmark set of regular graphs

stats_irregular.csv: general statistics on the benchmark set of irregular graphs

results_alenex24.zip: experimental results for our paper "Parallel Unconstrained Local Search for Partitioning Irregular Graphs" (ALENEX 2024)

results_acda25.zip: experimental results for our paper "Deterministic Parallel High-Quality Hypergraph Partitioning" (ACDA 2025)
DOI: 10.21233/98mt-vt26
title: Titus Peatland testate amoebae surface sample dataset

description: Raw data for the Titus Peatland testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/jfa9-2863
title: Upper Danforth Pond diatom surface sample dataset

description: Raw data for the Upper Danforth Pond diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4heq-v171
title: LDDsite1753 ostracode surface sample dataset

description: Raw data for the LDDsite1753 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.