cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13772813
title: Dataset associated with the conference paper "A Novel MADDPG Algorithm for Efficient Power Allocation in Cell-Free Massive MIMO"

description: Description

This repository contains a dataset that represents the simulation of 4 distinct cell-free massive MIMO scenarios. Each scenario includes 21,000 setups, derived from a customized version of the MATLAB code package available here. The simulations take into account three power allocation optimization schemes: max-min Spectral Efficiency (SE) fairness, sum SE maximization, and Fractional Power Allocation (FPA). In addition, two different types of user equipments (UEs) are considered: static UEs (fixed_UEs) and dynamic UEs (moving_UEs).

The results for the simulation for each scenario are split across 200 MATLAB storage files ('train_part#.mat') for the training part, and accros 10 files ('test_part#.mat') for the testing part, with each file encompassing 100 setups. Denoting the number of access points (APs) as L, the numer of user equipments (UEs ) as K, and the number of setups as M. The variables within these files are defined as follows:



'gainOverNoise': This is a [L x K x M] matrix that contains the large-scale fading coefficients.

'rhokl_DL_LPMMSE_X': This is a [L x K x M] matrix that includes the power values with; (1) X = 'equal' when the maximum power is distributed equally among all the UEs, (2) X = 'maxmin' for the max-min SE fairness, (3) X = 'sumSE' for the sum SE maximization, and (4) X = 'FPA' for the FPA power scheme.

'SE_DL_LPMMSE_X': This is a [K x M] matrix that includes the SE per UE with; (1) X = 'equal' when the maximum power is distributed equally among all the UEs, (2) X = 'maxmin' for the max-min SE fairness, (3) X = 'sumSE' for the sum SE maximization, and (4) X = 'FPA' for the FPA power scheme.

'bk_dist': This is a [L x K x M] matrix that represents the average channel gain of the desired signal.

'ck_dist': This is a [L x L x K  x K x M] matrix that represents the average channel gains for the respective interfering signals.

'D_dist': This is a [L x K x M] matrix where (l,k,m) is one if AP l serves UE k in setup n and zero otherwise.


Additonally, the file 'setup.mat' contains information about the simulated environment.

Please refer to the conference paper for more detailed information about the simulations.

The simulation code is available here on GitHub for training and testing the MADDPG model.

Acknowledgements

This work is supported by the Spanish ministry of economic affairs and digital transformation and the European Union - NextGenerationEU [UNICO I+D 6G/INSIGNIA] (TSI-064200-2022-006).
DOI: 10.5281/zenodo.13790180
title: Dataset associated with the conference paper "A Novel MADDPG Algorithm for Efficient Power Allocation in Cell-Free Massive MIMO"

description: Description

This repository contains a dataset that represents the simulation of 4 distinct cell-free massive MIMO scenarios. Each scenario includes 21,000 setups, derived from a customized version of the MATLAB code package available here. The simulations take into account three power allocation optimization schemes: max-min Spectral Efficiency (SE) fairness, sum SE maximization, and Fractional Power Allocation (FPA). In addition, two different types of user equipments (UEs) are considered: static UEs (fixed_UEs) and dynamic UEs (moving_UEs).

The results for the simulation for each scenario are split across 200 MATLAB storage files ('train_part#.mat') for the training part, and accros 10 files ('test_part#.mat') for the testing part, with each file encompassing 100 setups. Denoting the number of access points (APs) as L, the numer of user equipments (UEs ) as K, and the number of setups as M. The variables within these files are defined as follows:



'gainOverNoise': This is a [L x K x M] matrix that contains the large-scale fading coefficients.

'rhokl_DL_LPMMSE_X': This is a [L x K x M] matrix that includes the power values with; (1) X = 'equal' when the maximum power is distributed equally among all the UEs, (2) X = 'maxmin' for the max-min SE fairness, (3) X = 'sumSE' for the sum SE maximization, and (4) X = 'FPA' for the FPA power scheme.

'SE_DL_LPMMSE_X': This is a [K x M] matrix that includes the SE per UE with; (1) X = 'equal' when the maximum power is distributed equally among all the UEs, (2) X = 'maxmin' for the max-min SE fairness, (3) X = 'sumSE' for the sum SE maximization, and (4) X = 'FPA' for the FPA power scheme.

'bk_dist': This is a [L x K x M] matrix that represents the average channel gain of the desired signal.

'ck_dist': This is a [L x L x K  x K x M] matrix that represents the average channel gains for the respective interfering signals.

'D_dist': This is a [L x K x M] matrix where (l,k,m) is one if AP l serves UE k in setup n and zero otherwise.


Additonally, the file 'setup.mat' contains information about the simulated environment.

Please refer to the conference paper for more detailed information about the simulations.

The simulation code is available here on GitHub for training and testing the MADDPG model.

Acknowledgements

This work is supported by the Spanish ministry of economic affairs and digital transformation and the European Union - NextGenerationEU [UNICO I+D 6G/INSIGNIA] (TSI-064200-2022-006).
DOI: 10.48804/8yn47h
title: Dataset sEFSA - Interpretation and Production (Dutch, French, German)

description: The project contains the results of a survey (n=152) where we have investigated how Dutch-, French-, and German-native speakers interpret and produce English verbal probability expressions (VPEs). Popular synonyms for VPEs which can be found in literature are judgment terms, probabilistic phrases, probability terms, or uncertainty expressions. The VPEs under investigation were "(Almost) impossible", "unlikely", "about as likely as not", "likely", and "(almost) certain". The five terms are a subset of "approximate probability scale" of the European Food Safety Authority (EFSA) which is why we refer to the subset as "sEFSA".

The projects describes the study design and contains the dataset that resulted from the survey, an analysis on the dataset, and the software to create and analyze the dataset.
DOI: 10.15468/dl.2q8p3d
title: Occurrence Download

description: A dataset containing 2894 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jupunba trapezifolia var. micradenia (Benth.) M.V.B.Soares, M.P.Morim & Iganci"
 ]
}

 The dataset includes 2894 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021609-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15598511
title: From Eyes to Brain: A Genetic and Imaging Exploration of Graves' Ophthalmopathy's Neurological Effects
DOI: 10.5281/zenodo.15598512
title: From Eyes to Brain: A Genetic and Imaging Exploration of Graves' Ophthalmopathy's Neurological Effects
DOI: 10.15468/dl.vf8stz
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia polita (Nees) Profice"
 ]
}

 The dataset includes 188 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021611-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdgew2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.6.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Sus scrofa Linnaeus, 1758, Sus scrofa domesticus Erxleben, 1777, Sus scrofa domesticus Linnaeus, 1758, Sus scrofa leucomystax Temminck, 1842, Sus scrofa cristatus Wagner, 1839, Sus scrofa nigripes Blanford, 1875, Sus scrofa algira Loche, 1867, Sus scrofa davidi Groves, 1981, Sus scrofa majori De Beaux & Festa, 1927)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021612-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmyw4s
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia valerii Leonard"
 ]
}

 The dataset includes 35 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021613-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.4659098
title: Islamic Law [IO Bijapur 60]

description: Law: Ḥanafite.

This manuscript is now IO Bijapur 60 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 245 here with further notations and hyperlinks].


245.B 60. Size 91/2 in. by 61/4 in.; foll. 114. From seventeen to twenty-four lines in a page.Another Commentary on the Sirâjîyah, imperfect at the beginning. According to the inscription, which is repeated on the first leaf of each quire, it is الضوء or ضوء السراج, by (Shams al-dîn Abu’l-‘alâ) MAḤMÛD B. ABU BAKR b. Abu’l-‘alâ Bukhârî KALÂBÂDÎ (d. A.H. 700), who completed his work in A.H. 676. See Ḥ. Kh. iv. 121, 404, and Cat. Bodl. i. 82 sq.The text of the Sirâjîyah is introduced by قال. The commentary is concluded by an appendix on different questions (فصل فی لواحق الکتاب, fol. 109), which is not mentioned by Ḥ. Kh.1 No date or epilogue is found in this MS. Clearly written, of the tenth century. Some notes.The first sixteen foll. are missing. Begins: النسبیّة و مولی العتاقة.

1 He mentions, however, such an appendix with another commentary on the work, iv. 400.
DOI: 10.5281/zenodo.4659099
title: Islamic Law [IO Bijapur 60]

description: Law: Ḥanafite.

This manuscript is now IO Bijapur 60 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 245 here with further notations and hyperlinks].


245.B 60. Size 91/2 in. by 61/4 in.; foll. 114. From seventeen to twenty-four lines in a page.Another Commentary on the Sirâjîyah, imperfect at the beginning. According to the inscription, which is repeated on the first leaf of each quire, it is الضوء or ضوء السراج, by (Shams al-dîn Abu’l-‘alâ) MAḤMÛD B. ABU BAKR b. Abu’l-‘alâ Bukhârî KALÂBÂDÎ (d. A.H. 700), who completed his work in A.H. 676. See Ḥ. Kh. iv. 121, 404, and Cat. Bodl. i. 82 sq.The text of the Sirâjîyah is introduced by قال. The commentary is concluded by an appendix on different questions (فصل فی لواحق الکتاب, fol. 109), which is not mentioned by Ḥ. Kh.1 No date or epilogue is found in this MS. Clearly written, of the tenth century. Some notes.The first sixteen foll. are missing. Begins: النسبیّة و مولی العتاقة.

1 He mentions, however, such an appendix with another commentary on the work, iv. 400.
DOI: 10.5441/001/1.j484vk24
title: Data from: Human selection of elk behavioural traits in a landscape of fear

description: Among agents of selection that shape phenotypic traits in animals, humans can cause more rapid changes than many natural factors. Studies have focused on human selection of morphological traits, but little is known about human selection of behavioural traits. By monitoring elk (Cervus elaphus) with satellite telemetry, we tested whether individuals harvested by hunters adopted less favourable behaviours than elk that survived the hunting season. Among 45 2-year-old males, harvested elk showed bolder behaviour, including higher movement rate and increased use of open areas, compared with surviving elk that showed less conspicuous behaviour. Personality clearly drove this pattern, given that inter-individual differences in movement rate were present before the onset of the hunting season. Elk that were harvested further increased their movement rate when the probability of encountering hunters was high (close to roads, flatter terrain, during the weekend), while elk that survived decreased movements and showed avoidance of open areas. Among 77 females (2-19 y.o.), personality traits were less evident and likely confounded by learning because females decreased their movement rate with increasing age. As with males, hunters typically harvested females with bold behavioural traits. Among less-experienced elk (2-9 y.o.), females that moved faster were harvested, while elk that moved slower and avoided open areas survived. Interestingly, movement rate decreased as age increased in those females that survived, but not in those that were eventually harvested. The latter clearly showed lower plasticity and adaptability to the local environment. All females older than 9 y.o. moved more slowly, avoided open areas and survived. Selection on behavioural traits is an important but often-ignored consequence of human exploitation of wild animals. Human hunting could evoke exploitation-induced evolutionary change, which, in turn, might oppose adaptive responses to natural and sexual selection.
DOI: 10.15151/esrf-es-2175675237
title: cryo-EM of type III restriction enzymes

description: Type III restriction enzymes recognize specific DNA sequences and cut at a short distance from the recognition site, requiring both ATP and S-adenosylmethionine (SAM) for activity. Unlike Type I and Type II enzymes, Type III restriction enzymes require two inversely oriented recognition sites on the DNA to cleave the target sequence. Type III restriction-modification systems function as multi-subunit complexes, consisting of both a restriction enzyme and a methyltransferase, which work together to protect the host DNA. They exhibit both nuclease and methylase activity, playing a role in the host defense mechanism against foreign DNA.The cleavage by Type III restriction enzymes is often unpredictable, occurring several bases away from the recognition site. Structural studies are lacking and our aim is to determine the cryo-EM structure of a model Type III restriction enzyme, called MBOIII with DNA substrates and elucidate the functional mechanism of the type III restriction enzyme.
DOI: 10.6084/m9.figshare.28374815
title: Short-term Outcomes of Cytoreductive Surgery and Hyperthermic Intrathoracic Chemotherapy for Thymic Epithelial Tumors with Pleural Spread or Recurrence: A Prospective, Single-Arm, Phase II Study

description: Primary data for HITOC
DOI: 10.6084/m9.figshare.28374815.v1
title: Short-term Outcomes of Cytoreductive Surgery and Hyperthermic Intrathoracic Chemotherapy for Thymic Epithelial Tumors with Pleural Spread or Recurrence: A Prospective, Single-Arm, Phase II Study

description: Primary data for HITOC
DOI: 10.5519/qd.6jvzks7l
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (4652 records)
DOI: 10.6084/m9.figshare.28502477
title: Ischemic endothelial necroptosis induces hemolysis and COVID-19 angiopathy

description: Each data set contains source files used for the compilation of figures in this manuscript
DOI: 10.6084/m9.figshare.28502477.v1
title: Ischemic endothelial necroptosis induces hemolysis and COVID-19 angiopathy

description: Each data set contains source files used for the compilation of figures in this manuscript
DOI: 10.6084/m9.figshare.28795160
title: Substrate-based discovery of α-hydroxycarboxylic acid derivatives as potential herbicides targeting dihydroxyacid dehydratase

description: co-crystal structure of AtDHAD with inhibitor
DOI: 10.6084/m9.figshare.28795160.v1
title: Substrate-based discovery of α-hydroxycarboxylic acid derivatives as potential herbicides targeting dihydroxyacid dehydratase

description: co-crystal structure of AtDHAD with inhibitor
DOI: 10.6084/m9.figshare.27913806
title: Harmonized aerosol size distribution, cloud condensation nuclei, chemistry and optical properties at 12 sites

description: There are 6 file types: SMPS which has aerosol size distribution, CCN_colA which contains CCN at different supersaturations, CCN_colB which contains CCN at constant supersaturation, ACSM which contains aerosol chemistry from an ACSM, NEPH which contains spectral aerosol scattering and backscattering and PSAP which contains spectral aerosol absorption. ACSM and CCN_colA are for hourly data, the rest are provided in both hourly and 5 minute resolution. There are also README files for each filetype and site. Additionally, there is a location file for the one mobile measurement site. Data files are in csv format; Readme files are in txt format.
DOI: 10.6084/m9.figshare.27913806.v1
title: Harmonized aerosol size distribution, cloud condensation nuclei, chemistry and optical properties at 12 sites

description: There are 6 file types: SMPS which has aerosol size distribution, CCN_colA which contains CCN at different supersaturations, CCN_colB which contains CCN at constant supersaturation, ACSM which contains aerosol chemistry from an ACSM, NEPH which contains spectral aerosol scattering and backscattering and PSAP which contains spectral aerosol absorption. ACSM and CCN_colA are for hourly data, the rest are provided in both hourly and 5 minute resolution. There are also README files for each filetype and site. Additionally, there is a location file for the one mobile measurement site. Data files are in csv format; Readme files are in txt format.
DOI: 10.15468/dl.p5y22n
title: Occurrence Download

description: A dataset containing 7230 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kalanchoe delagoensis Eckl. & Zeyh."
 ]
}

 The dataset includes 7230 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021615-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11064230
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.14049351
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10065700
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10065701
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10066178
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10142055
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10224345
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10279743
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10417166
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.
DOI: 10.5281/zenodo.10457600
title: ARE-Konsultationsinzidenz

description: Zur Einschätzung der Krankheitslast akuter Atemwegsinfektionen im ambulanten Bereich wird die Inzidenz der Arztbesuche wegen einer akuten respiratorischen Erkrankung pro 100.000 Einwohner mit Daten aus einem Netzwerk primärversorgender Praxen in Deutschland wöchentlich berechnet (ARE-Konsultationsinzidenz). Zeitnahe und valide Daten über die Häufigkeit von akuten Atemwegserkrankungen, die zu einem Arztbesuch führen, sind essenziell für die Einschätzung der epidemiologischen Lage und die Entwicklung und Anpassung von Präventionsstrategien.