cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26180/5619490.v1
title: Fuzzy forms of the rand , adjusted rand and jaccard indices for fuzzy partitions of gene expression and other data

description: Clustering is one of the most basic processes that are performed in simplifying data and expressing knowledge in a scientific endeavor. Clustering algorithms have been proposed for the analysis of gene expression data with little guidance available to help choose among them however. Since the output of clustering is a partition of the input data, the quality of the partition must be determined. This paper presents fuzzy extensions to some commonly used clustering measures including the rand index (RI), adjusted rand index(ARI) and the jaccard index(JI) that are already defined for crisp clustering. Fuzzy clustering, and therefore fuzzy cluster indices, is beneficial since it provides more realistic cluster memberships for the objects that are clustered rather than 0 or 1 values. If a crisp partition is still desired the fuzzy partition can be turned in to a crisp partition in an obvious manner. The usefulness of the fuzzy clustering in that case is that it processes noise better. These new indices proposed in this paper, called FRI, FARI, and FJI for fuzzy clustering, give the same values as the original indices do in the special case of crisp clustering. Through use in fuzzy clustering of artificial data and real data, including gene expression data, the effectiveness of the indices is demonstrated. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.6084/m9.figshare.30856892
title: Non-Equilibrium Snapshots of Ligand Efficacy at the μ-Opioid Receptor

description: All MD Simulation trajectories and associated .psf files.
DOI: 10.6084/m9.figshare.30856892.v1
title: Non-Equilibrium Snapshots of Ligand Efficacy at the μ-Opioid Receptor

description: All MD Simulation trajectories and associated .psf files.
DOI: 10.26180/5619487
title: Gene expression analysis for tumor classification using vector quantization

description: Gene expression analysis is one of the most important tasks for genomic medicine, using these it is possible to classify tumors, which are directly related with the development of cancer. This paper presents a clustering method for tumor classification, vector quantization, using gene expression profiles from microarrays of mRNA with samples of cervical cancer and normal cervix. Vector quantization is used to divide the space into regions, and the centroids of the regions represent patients with tumors or healthy ones. Also the regions found by the vector quantizer are used as the base for classifying other tumors, that could help in the prognostics of the illness or for finding new groups of tumors. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619487.v1
title: Gene expression analysis for tumor classification using vector quantization

description: Gene expression analysis is one of the most important tasks for genomic medicine, using these it is possible to classify tumors, which are directly related with the development of cancer. This paper presents a clustering method for tumor classification, vector quantization, using gene expression profiles from microarrays of mRNA with samples of cervical cancer and normal cervix. Vector quantization is used to divide the space into regions, and the centroids of the regions represent patients with tumors or healthy ones. Also the regions found by the vector quantizer are used as the base for classifying other tumors, that could help in the prognostics of the illness or for finding new groups of tumors. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619484
title: The strong convergence of visual classification method and its applications in disease diagnosis

description: Visual classification method is introduced as a learning strategy for pattern classification problem in bioinformatics. In this paper, we show the strong convergence property of the proposed method. In particular, the method is shown to converge to the Bayes estimator, i.e., the learning error of the method tends to achieve the posterior expected minimal value. The method is successfully applied to some practical disease diagnosis problems. The experimental results all verify the validity and effectiveness of the theoretical conclusions. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.26180/5619484.v1
title: The strong convergence of visual classification method and its applications in disease diagnosis

description: Visual classification method is introduced as a learning strategy for pattern classification problem in bioinformatics. In this paper, we show the strong convergence property of the proposed method. In particular, the method is shown to converge to the Bayes estimator, i.e., the learning error of the method tends to achieve the posterior expected minimal value. The method is successfully applied to some practical disease diagnosis problems. The experimental results all verify the validity and effectiveness of the theoretical conclusions. PRIB 2008 proceedings found at: http://dx.doi.org/10.1007/978-3-540-88436-1

Contributors: Monash University. Faculty of Information Technology. Gippsland School of Information Technology ; 
Chetty, Madhu ; 
Ahmad, Shandar ; 
Ngom, Alioune ; 
Teng, Shyh Wei ; 
Third IAPR International Conference on Pattern Recognition in Bioinformatics (PRIB) (3rd : 2008 : Melbourne, Australia) ; 
Coverage: 
Rights: Copyright by Third IAPR International Conference on Pattern Recognition in Bioinformatics. All rights reserved.
DOI: 10.5281/zenodo.18618130
title: Data for manuscript titled "Human-induced intensification of sea surface temperature regime shifts threatens global Large Marine Ecosystems"

description: The four regime shift detection methods described in the manuscript—namely the Sequential t-test Analysis of Regime Shifts (STARS), the structural change method, the chronological clustering method, and the non-parametric method—were implemented in MATLAB R2024b and R v4.4.1. The input variable is the annual SST time series spanning >150 years, and the output variables include the years of detected SST regime shifts as well as their corresponding amplitudes (the absolute difference between consecutive regimes).
DOI: 10.5281/zenodo.17089455
title: Data for manuscript titled "Human-induced intensification of sea surface temperature regime shifts threatens global Large Marine Ecosystems"

description: The four regime shift detection methods described in the manuscript—namely the Sequential t-test Analysis of Regime Shifts (STARS), the structural change method, the chronological clustering method, and the non-parametric method—were implemented in MATLAB R2024b and R v4.4.1. The input variable is the annual SST time series spanning >150 years, and the output variables include the years of detected SST regime shifts as well as their corresponding amplitudes (the absolute difference between consecutive regimes).
DOI: 10.17182/hepdata.167436.v1/t2
title: "Table 1" of "Search for a boosted Higgs boson decaying to bottom quark pairs in association with a W or Z boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Fitted signal strengths
description: No data abstract available.
DOI: 10.17182/hepdata.167436.v1/t1
title: "Signal strength fit" of "Search for a boosted Higgs boson decaying to bottom quark pairs in association with a W or Z boson in proton-proton collisions at $\sqrt{s}$ = 13 TeV"

description: Post-fit distributions for Signal and Background processes.
description: No data abstract available.
DOI: 10.3886/e245161
title: Abortion Pills In Dubai | )][(་༘࿐✓|+(་༘࿐✓)][(✓|+971)(521786258 )][( )] )][( )][(───୨200Mgৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Dubai

description: Abortion Pills In Dubai | )][(་༘࿐✓|+(་༘࿐✓)][(✓|+971)(521786258 )][( )] )][( )][(───୨200Mgৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In DubaiAbortion Pills In Dubai | )][(་༘࿐✓|+(་༘࿐✓)][(✓|+971)(521786258 )][( )] )][( )][(───୨200Mgৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In DubaiAbortion Pills In Dubai | )][(་༘࿐✓|+(་༘࿐✓)][(✓|+971)(521786258 )][( )] )][( )][(───୨200Mgৎ───( APPROVED FULL KIT ), | Mifepristone And Misoprostol Medicine Available In Dubai
DOI: 10.5281/zenodo.18618207
title: ARE-Konsultationsinzidenz

description: Im Datensatz "ARE-Konsultationsinzidenz" des Robert Koch-Instituts werden wöchentliche Inzidenzen von ambulanten Konsultationen mit akuter respiratorischer Erkrankung (ARE) in Deutschland bereitgestellt. Die Daten stammen vom ARE-Praxis-Sentinel des RKI. Hier werden aus Sentinelpraxen Daten von gesetzlich versicherten Patientinnen und Patienten mit einer akuten Atemwegserkrankung entweder einzelfallbasiert anhand von ICD-10-Diagnosecodes mit dem SEED/ARE-Modul oder aggregiert nach Altersgruppen über eine Online-Eingabemaske erfasst. Die ARE-Konsultationsinzidenz wird pro 100.000 Einwohner und nach Altersgruppen und Bundesländern ausgewiesen. Ziel ist es, die Krankheitslast und den saisonalen Verlauf von Atemwegserkrankungen wie Influenza, COVID-19 und RSV-Erkrankungen zu bewerten sowie epidemiologische Entwicklungen frühzeitig zu erkennen
DOI: 10.57760/sciencedb.37105
title: Experimental data-2
title: 实验数据-2

description: Original experimental data for the article "Synthesis and Nonlinear Optical Properties of Imidazole Borate Crystals" 
description: Original experimental data for the article "Synthesis and Nonlinear Optical Properties of Imidazole Borate Crystals"
DOI: 10.57760/sciencedb.37108
title: single crystal data-1
title: 单晶数据-1

description: Single crystal data related to the article "Synthesis and Nonlinear Optical Properties of Imidazole Borate Crystals" 
description: Single crystal data related to the article "Synthesis and Nonlinear Optical Properties of Imidazole Borate Crystals"
DOI: 10.15468/dl.qe54ev
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eurema hecabe, Curetis acuta, Brachydiplax chalybea)",
 "Country is Korea, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 429 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010839-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.36414
title: metagenomic data of companion animal guts
title: metagenomic data of companion animal guts

description: Fresh fecal samples from cats and dogs were collected between March and April 2024 across 21 cities in China. Total DNA was extracted from fecal samples using the Quick-DNATM Fecal/Soil Microbe MiniPrep Kit (Zymo) following the manufacturer’s protocol. DNA quantity and quality were assessed using NanoDrop 2000. High-quality DNA were subsequently transported to MagiGene Co. Ltd. for pair-end sequencing (150bp) on the Illumina Novaseq 6000 platform, yielding at least 15Gbp of raw data per sample.
description: Fresh fecal samples from cats and dogs were collected between March and April 2024 across 21 cities in China. Total DNA was extracted from fecal samples using the Quick-DNATM Fecal/Soil Microbe MiniPrep Kit (Zymo) following the manufacturer’s protocol. DNA quantity and quality were assessed using NanoDrop 2000. High-quality DNA were subsequently transported to MagiGene Co. Ltd. for pair-end sequencing (150bp) on the Illumina Novaseq 6000 platform, yielding at least 15Gbp of raw data per sample.
DOI: 10.15468/dl.z74pwq
title: Occurrence Download

description: A dataset containing 552 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Birds of the Chornobyl Radiation and Ecological Biosphere Reserve"
 ]
}

 The dataset includes 552 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010841-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.37062
title: Shallow Profile Mineralogical and Geochemical Characteristics Dataset of Xitai Jiner Salt Lake
title: 西台吉乃尔盐湖浅层剖面矿物学及地球化学特征数据集

description: This dataset was collected in September 2024 and covers the shallow profile of the West Taijinar Salt Lake. The data processing process mainly includes obtaining data through experiments, data processing and analysis, and using software such as Excel and SPSS to complete data cleaning and analysis. The dataset consists of 5 tables, with the column labels of the main tables representing sample numbers, covering fields such as chemical analysis results of samples, and measurement units including μ g/g. The data error mainly comes from the measurement accuracy of the instrument, with an error range of about ± 5%. The dataset file format is a universal format (such as CSV, TXT), which can be directly opened and processed using common software (such as Excel, text editor). 
description: This dataset was collected in September 2024 and covers the shallow profile of the West Taijinar Salt Lake. The data processing process mainly includes obtaining data through experiments, data processing and analysis, and using software such as Excel and SPSS to complete data cleaning and analysis. The dataset consists of 5 tables, with the column labels of the main tables representing sample numbers, covering fields such as chemical analysis results of samples, and measurement units including μ g/g. The data error mainly comes from the measurement accuracy of the instrument, with an error range of about ± 5%. The dataset file format is a universal format (such as CSV, TXT), which can be directly opened and processed using common software (such as Excel, text editor).
DOI: 10.57760/sciencedb.36924
title: RNA-seq of Arabidopsis thaliana for m6A-Associated Gene Expression Analysis
title: RNA-seq of Arabidopsis thaliana for m6A-Associated Gene Expression Analysis

description: This dataset contains high-throughput RNA sequencing (RNA-seq) data generated from Arabidopsis thaliana samples to investigate transcriptome-level gene expression changes associated with N6-methyladenosine (m6A)-related regulation. m6A is an important post-transcriptional modification that influences RNA metabolism and gene expression in plants. Raw sequencing reads were filtered to remove low-quality reads and adapters, resulting in clean reads. Quality control was performed using FastQC, indicating that the sequencing data are of high quality and suitable for downstream differential expression analysis. This dataset provides a valuable resource for studying m6A-associated gene expression patterns and regulatory mechanisms in Arabidopsis.
description: This dataset contains high-throughput RNA sequencing (RNA-seq) data generated from Arabidopsis thaliana samples to investigate transcriptome-level gene expression changes associated with N6-methyladenosine (m6A)-related regulation. m6A is an important post-transcriptional modification that influences RNA metabolism and gene expression in plants. Raw sequencing reads were filtered to remove low-quality reads and adapters, resulting in clean reads. Quality control was performed using FastQC, indicating that the sequencing data are of high quality and suitable for downstream differential expression analysis. This dataset provides a valuable resource for studying m6A-associated gene expression patterns and regulatory mechanisms in Arabidopsis.
DOI: 10.57760/sciencedb.37142
title: A dataset on the purchase intention of sustainable products under the recommended type
title: 推荐类型下可持续产品购买意愿数据集

description: During the period from August to December 2025, data collection was conducted on Wenjuanxing at three different time points, and each questionnaire data corresponted to a small study, totaling three small studies.
description: During the period from August to December 2025, data collection was conducted on Wenjuanxing at three different time points, and each questionnaire data corresponted to a small study, totaling three small studies.
DOI: 10.15468/dl.565an2
title: Occurrence Download

description: A dataset containing 730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bomarea multiflora",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 730 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010845-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00289.00059
title: The impact of managerial ability on corporate sustainable development：Based on the behavioral decision theory
title: 管理层能力对企业可持续发展的影响研究：基于行为决策理论

description: This paper takes A-share listed companies in China's Shanghai and Shenzhen stock exchanges from 2010 to 2021 as the research sample, with data sourced from the China Stock Market & Accounting Research (CSMAR) Database. All variables are matched using the combination of year and stock code.To ensure data quality and applicability, the following processing steps are applied to the sample data: (1) exclude samples of ST and *ST listed companies; (2) exclude samples of listed companies in the financial and insurance industries; (3) exclude samples of listed companies with missing data variables. Ultimately, 18,996 valid observations from 2,030 enterprises are obtained.Additionally, to eliminate the interference of extreme values on the research results, all continuous variables in this paper undergo Winsorization at the 1st and 99th percentiles.
description: This paper takes A-share listed companies in China's Shanghai and Shenzhen stock exchanges from 2010 to 2021 as the research sample, with data sourced from the China Stock Market & Accounting Research (CSMAR) Database. All variables are matched using the combination of year and stock code.To ensure data quality and applicability, the following processing steps are applied to the sample data: (1) exclude samples of ST and *ST listed companies; (2) exclude samples of listed companies in the financial and insurance industries; (3) exclude samples of listed companies with missing data variables. Ultimately, 18,996 valid observations from 2,030 enterprises are obtained.Additionally, to eliminate the interference of extreme values on the research results, all continuous variables in this paper undergo Winsorization at the 1st and 99th percentiles.
DOI: 10.57760/sciencedb.37145
title: Source-to-Sink Processes of lithium brines in the Western Kunlun: Multi-isotope constraints on the pegmatite-salt lake connection
title: Source-to-Sink Processes of lithium brines in the Western Kunlun: Multi-isotope constraints on the pegmatite-salt lake connection

description: Publication data of the thesis《Source-to-Sink Processes of lithium brines in the Western Kunlun: Multi-isotope constraints on the pegmatite-salt lake connection》
description: Publication data of the thesis《Source-to-Sink Processes of lithium brines in the Western Kunlun: Multi-isotope constraints on the pegmatite-salt lake connection》
DOI: 10.57760/sciencedb.37030
title: Microbial community OTU composition characteristics of Mollisols under the addition of carbon sources with contrasting lability
title: 不同碳源性质添加下黑土微生物群落 OTU 组成特征

description: Microbial community OTU data of Mollisols under labile and stable carbon source addition treatments.
description: Microbial community OTU data of Mollisols under labile and stable carbon source addition treatments.
DOI: 10.57760/sciencedb.37023
title: Microbial diversity data of Mollisols under different labile carbon source co-application treatments.
title: 不同活性碳源配施下黑土微生物多样性数据

description: Microbial diversity data of Northeast black soil under different activated carbon source addition/application treatments, including OTU feature tables obtained based on high-throughput sequencing, used to evaluate the impact of exogenous carbon input on microbial community structure. 
description: Microbial diversity data of Northeast black soil under different activated carbon source addition/application treatments, including OTU feature tables obtained based on high-throughput sequencing, used to evaluate the impact of exogenous carbon input on microbial community structure.
DOI: 10.6084/m9.figshare.28138832
title: Towards Generalist Robot Policies: What Matters in Building Vision-Language-Action Models

description: The dataset contains robotic arm action trajectories with language annotations in simulators and real scenarios. All the demonstration datasets are collected through human tele-operation. We open-source the real-world collected data at https://huggingface.co/datasets/robovlms/bytedance_robot_benchmark_20. Further, we open source the RoboVLMs framework and install guidelines at https://github.com/Robot-VLAs/RoboVLMs.
DOI: 10.6084/m9.figshare.28138832.v1
title: Towards Generalist Robot Policies: What Matters in Building Vision-Language-Action Models

description: The dataset contains robotic arm action trajectories with language annotations in simulators and real scenarios. All the demonstration datasets are collected through human tele-operation. We open-source the real-world collected data at https://huggingface.co/datasets/robovlms/bytedance_robot_benchmark_20. Further, we open source the RoboVLMs framework and install guidelines at https://github.com/Robot-VLAs/RoboVLMs.
DOI: 10.15468/dl.fa4893
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Wedelia biflora"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010846-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.