cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.12844329.v1
title: Bayesian Generalized Sparse Symmetric Tensor-on-Vector Regression

description: Motivated by brain connectome datasets acquired using diffusion weighted magnetic resonance imaging (DWI), this article proposes a novel generalized Bayesian linear modeling framework with a symmetric tensor response and scalar predictors. The symmetric tensor coefficients corresponding to the scalar predictors are embedded with two features: low-rankness and group sparsity within the low-rank structure. Besides offering computational efficiency and parsimony, these two features enable identification of important “tensor nodes” and “tensor cells” significantly associated with the predictors, with characterization of uncertainty. The proposed framework is empirically investigated under various simulation settings and with a real brain connectome dataset. Theoretically, we establish that the posterior predictive density from the proposed model is “close” to the true data generating density, the closeness being measured by the Hellinger distance between these two densities, which scales at a rate very close to the finite dimensional optimal rate of n−1/2, depending on how the number of tensor nodes grow with the sample size. The theoretical results with proofs are provided in the supplementary materials which are available online.
DOI: 10.6084/m9.figshare.12844323.v2
title: Can’t Ridge Regression Perform Variable Selection?

description: Ridge regression was introduced to deal with the instability issue of the ordinary least squares estimate due to multicollinearity. It essentially penalizes the least squares loss by applying a ridge penalty on the regression coefficients. The ridge penalty shrinks the regression coefficient estimate toward zero, but not exactly zero. For this reason, the ridge regression has long been criticized of not being able to perform variable selection. In this article, we proposed a new variable selection method based on an individually penalized ridge regression, a slightly generalized version of the ridge regression. An adaptive version is also provided. Our new methods are shown to perform competitively based on simulation and a real data example.
DOI: 10.6084/m9.figshare.12844329
title: Bayesian Generalized Sparse Symmetric Tensor-on-Vector Regression

description: Motivated by brain connectome datasets acquired using diffusion weighted magnetic resonance imaging (DWI), this article proposes a novel generalized Bayesian linear modeling framework with a symmetric tensor response and scalar predictors. The symmetric tensor coefficients corresponding to the scalar predictors are embedded with two features: low-rankness and group sparsity within the low-rank structure. Besides offering computational efficiency and parsimony, these two features enable identification of important “tensor nodes” and “tensor cells” significantly associated with the predictors, with characterization of uncertainty. The proposed framework is empirically investigated under various simulation settings and with a real brain connectome dataset. Theoretically, we establish that the posterior predictive density from the proposed model is “close” to the true data generating density, the closeness being measured by the Hellinger distance between these two densities, which scales at a rate very close to the finite dimensional optimal rate of n−1/2, depending on how the number of tensor nodes grow with the sample size. The theoretical results with proofs are provided in the supplementary materials which are available online.
DOI: 10.6084/m9.figshare.12844323
title: Can’t Ridge Regression Perform Variable Selection?

description: Ridge regression was introduced to deal with the instability issue of the ordinary least squares estimate due to multicollinearity. It essentially penalizes the least squares loss by applying a ridge penalty on the regression coefficients. The ridge penalty shrinks the regression coefficient estimate toward zero, but not exactly zero. For this reason, the ridge regression has long been criticized of not being able to perform variable selection. In this article, we proposed a new variable selection method based on an individually penalized ridge regression, a slightly generalized version of the ridge regression. An adaptive version is also provided. Our new methods are shown to perform competitively based on simulation and a real data example.
DOI: 10.6084/m9.figshare.12844323.v1
title: Can’t ridge regression perform variable selection?

description: Ridge regression was introduced to deal with the instability issue of the ordinary least squares estimate due to multicollinearity. It essentially penalizes the least squares loss by applying a ridge penalty on the regression coefficients. The ridge penalty shrinks the regression coefficient estimate towards zero, but not exactly zero. For this reason, the ridge regression has long been criticized of not being able to perform variable selection. In this paper, we proposed a new variable selection method based on an individually penalized ridge regression, a slightly generalized version of the ridge regression. An adaptive version is also provided. Our new methods are shown to perform competitively based on simulation and a real data example. Supplementary materials for some simulation results are available online.
DOI: 10.34740/kaggle/dsv/2193197
title: Molecular modelling
DOI: 10.34740/kaggle/dsv/2193198
title: Molecular modelling
DOI: 10.5281/zenodo.4737527
title: Linha do tempo COVID-19 no Brasil [planilha integral]

description: Planilha de notícias da grande mídia ocorridas desde o primeiro caso de COVID-19 no Brasil até o momento [30 mar 2021]. A planilha é o <em>dataset</em> base para a timeline (usando tecnologia Timeline JS do KnightLab da Northwestern University, EUA) publicada no portal do Ministério da Ciência, Tecnologia e Inovações no combate à COVID-19 &lt;http://covid19.mctic.gov.br/graf/&gt;. Neste <em>dataset</em> está presente o conteúdo da timeline completa.
description: Pesquisa realizada no âmbito do Laboratório em Rede de Humanidades Digitais (LARHUD), IBICT. Com apoio (financiamento) do CNPq e da FAPERJ.
DOI: 10.25824/redu/vmafb8
title: Dados_brutos.tab
DOI: 10.25824/redu/smwrr4
title: Effect of ascorbic acid topical application on the skin by high-frequency ultrasound

description: The general aim of the study is to evaluate the performance of a formulation containing ascorbic acid (AA) using the 50 MHz high-frequency ultrasound skin image analysis method. For this 25 healthy women with visible signs of facial aging, between 35 and 60 years old, were included. All participants randomly applied the placebo formulation to one of their forearms; and on the other forearm, the formulation containing ascorbic acid, 1x / day, for 30 days. HFUS measurements were performed before (T0), after two hours (T2h), and after 30 days of using the products (T30d). The parameters evaluated were: echogenicity of the total skin, dermis, and epidermis; variation and average thickness of the total skin, epidermal and dermal; and superficial roughness. Statistical analyzes were performed using Friedman's analysis followed by Dunn's test for comparisons of multiple means (α = 0.05). A significant increase in echogenicity of the total and dermal skin was observed after topical application of AA.
DOI: 10.5281/zenodo.4737552
title: Dataset for Paper "Towards Increased Diversity in STEM Education: Five archetypes Derived through a Data-Driven Approach Examining a Computer Science Student Cohort

description: # Dataset for Paper "Towards Increased Diversity in STEM Education: Five archetypes Derived through a Data-Driven Approach Examining a Computer Science Student Cohort" - Rev #0 This is the dataset for the paper titled "Towards Increased Diversity in STEM Education: Five archetypes Derived through a Data-Driven Approach Examining a Computer Science Student Cohort". In case of questions, feel free to contact the authors, *anonymised*, ORCID: https://orcid.org/*anonymised*, current affiliation and email: *anonymised* ## Survey 2019 ##<br> The raw survey data for the initial 2019 survey is available in the file *survey2019_anon.csv*. Note that the data is anonymised as free-text comments have been removed. Explanations on the variables and their levels are given in the files *variables_survey2019.csv* and *values_survey2019.csv*.<br> The questionnaire for the 2019 survey is contained in *survey2019_instrument.pdf*. ## Survey 2020 ##<br> The raw survey data for the 2020 survey is available in the file *rdata_anon_survey2020.csv*. Additional scripts are supplied to reproduce the exploratory factor analysis. The main entry is the file *EFA.R*, which imports the data. The file contains some comments on the process.<br> The questionnaire for the 2020 survey is contained in *survey2020_instrument.pdf*.
DOI: 10.34740/kaggle/dsv/2193241
title: Molecular modelling
DOI: 10.34740/kaggle/dsv/2193242
title: Molecular modelling
DOI: 10.15468/pf6z7f
title: Jassa (Crustacea: Amphipoda): a new morphological and molecular assessment of the genus

description: This dataset contains the digitized treatments in Plazi based on the original journal article Conlan, Kathleen E., Desiderato, Andrea, Beermann, Jan (2021): Jassa (Crustacea: Amphipoda): a new morphological and molecular assessment of the genus. Zootaxa 4939 (1): 1-191, DOI: https://doi.org/10.11646/zootaxa.4939.1.1
DOI: 10.5281/zenodo.4727709
title: Screw Classification TF Records

description: Tensorflow Records for the Screw Classification module. The records are loaded by the module for training the DCNN.
DOI: 10.5281/zenodo.4727529
title: Wire Detection TF Records

description: Tensorflow Records for the Wire Detection module. The records are loaded by the module for training the DCNN.
DOI: 10.5281/zenodo.4727706
title: Screw Detection TF Records

description: Tensorflow Records for the Screw Detection module. The records are loaded by the module for training the DCNN.
DOI: 10.5281/zenodo.4727708
title: Screw Classification TF Records

description: Tensorflow Records for the Screw Classification module. The records are loaded by the module for training the DCNN.
DOI: 10.5281/zenodo.4727705
title: Screw Detection TF Records

description: Tensorflow Records for the Screw Detection module. The records are loaded by the module for training the DCNN.
DOI: 10.5281/zenodo.4727528
title: Wire Detection TF Records

description: Tensorflow Records for the Wire Detection module. The records are loaded by the module for training the DCNN.
DOI: 10.5281/zenodo.4681539
title: Preus de les empreses de l'Ibex 35 amb latència de 15 minuts

description: Les dades que formen el dataset fan referència a la cotització en borsa de les empreses més importants de l’Ibex 35. Són dades diàries de dilluns a divendres que es generen cada 15 minuts de 9:00 a 17:30. El dataset conté els canvis d’aquests índexs durant un mateix dia (09/04/2021) i separats entre si 15 minuts. S’ha creat amb les dades dels 30 CSVs per a poder fer bones representacions gràfiques de les dades.
DOI: 10.5281/zenodo.4681538
title: Preus de les empreses de l'Ibex 35 amb latència de 15 minuts

description: Les dades que formen el dataset fan referència a la cotització en borsa de les empreses més importants de l’Ibex 35. Són dades diàries de dilluns a divendres que es generen cada 15 minuts de 9:00 a 17:30. El dataset conté els canvis d’aquests índexs durant un mateix dia (09/04/2021) i separats entre si 15 minuts. S’ha creat amb les dades dels 30 CSVs per a poder fer bones representacions gràfiques de les dades.
DOI: 10.5517/ccdc.csd.cc23z91g
title: CCDC 1965525: Experimental Crystal Structure Determination

description: Related Article: Nereida Hidalgo, Juan José Moreno, Marina Pérez-Jiménez, Celia Maya, Joaquín López-Serrano, Jesús Campos|2020|Organometallics|39|2534|doi:10.1021/acs.organomet.0c00330
DOI: 10.5517/ccdc.csd.cc23z92h
title: CCDC 1965526: Experimental Crystal Structure Determination

description: Related Article: Nereida Hidalgo, Juan José Moreno, Marina Pérez-Jiménez, Celia Maya, Joaquín López-Serrano, Jesús Campos|2020|Chem.-Eur.J.|26|5982|doi:10.1002/chem.201905793
DOI: 10.5517/ccdc.csd.cc26mks6
title: CCDC 2044598: Experimental Crystal Structure Determination

description: Related Article: Mehwash Zia, Shahid Hameed, Antonio Frontera, Elisabeth Irran, Muhammad Moazzam Naseer|2021|CrystEngComm|23|3144|doi:10.1039/D1CE00354B
DOI: 10.5517/ccdc.csd.cc1nb9dp
title: CCDC 1529242: Experimental Crystal Structure Determination

description: Related Article: Ji-Hong Gu, Wei Zhang, Wen-Ying Cai, Xiao-Xue Fu, Hong-Ling Zhou, Ni-Ping Li, Hai-Yan Tian, Jun-Shan Liu, Wen-Cai Ye, Lei Wang|2021|Org.Chem.Front.|8|1918|doi:10.1039/D0QO01559H
DOI: 10.5517/ccdc.csd.cc26rzjh
title: CCDC 2048837: Experimental Crystal Structure Determination

description: Related Article: Ji-Hong Gu, Wei Zhang, Wen-Ying Cai, Xiao-Xue Fu, Hong-Ling Zhou, Ni-Ping Li, Hai-Yan Tian, Jun-Shan Liu, Wen-Cai Ye, Lei Wang|2021|Org.Chem.Front.|8|1918|doi:10.1039/D0QO01559H
DOI: 10.5517/ccdc.csd.cc26sl8w
title: CCDC 2049418: Experimental Crystal Structure Determination

description: Related Article: Vanesa Salamanca, Ana C. Albéniz|2021|Org.Chem.Front.|8|1941|doi:10.1039/D1QO00236H
DOI: 10.5517/ccdc.csd.cc26tdgx
title: CCDC 2050199: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.5517/ccdc.csd.cc26tdjz
title: CCDC 2050201: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.5517/ccdc.csd.cc26tdhy
title: CCDC 2050200: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.5517/ccdc.csd.cc26tdk0
title: CCDC 2050202: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.5517/ccdc.csd.cc26tdl1
title: CCDC 2050203: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.5517/ccdc.csd.cc26tdm2
title: CCDC 2050204: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.5517/ccdc.csd.cc26tdn3
title: CCDC 2050205: Experimental Crystal Structure Determination

description: Related Article: Yan Yang, Zhen Zhou, Zu-Zhuang Wei, Qi-Pin Qin, Lin Yang, Hong Liang|2021|Dalton Trans.|50|5828|doi:10.1039/D1DT00450F
DOI: 10.6084/m9.figshare.14535561
title: Bessonart et al. 59 km matriz_dist_spp.csv

description: Freshwater Fish Species Presence - Absence Data Matrix in Uruguay on 59x59 km quadrant size
DOI: 10.6084/m9.figshare.14535561.v1
title: Bessonart et al. 59 km matriz_dist_spp.csv

description: Freshwater Fish Species Presence - Absence Data Matrix in Uruguay on 59x59 km quadrant size
DOI: 10.5281/zenodo.4737363
title: Photographic Documentation of Roman Ionic Capitals and Columns from the 'Podium Building' at Tell Iẓṭabba (Beth Shean), Israel

description: The photographic documentation is supplementary material to a paper co-authored by Walid Atrash, Achim Lichtenberger, Gaby Mazor and Oren Tal published in Boreas 43/44, 2020/21. In the paper, we discuss several 2nd/3rd century CE Ionic capitals and column drums made of limestone and used as spolia in a Byzantine period building in Tell Iztabba (Beth Shean), Israel. The dataset provides the photographic documentation. The capitals are numbered according to the catalogue numbers of the Boreas article and in brackets the original numbering allocated during excavations is provided (Ca).The column drums are ordered according to excavation numbers (Co). The material was recovered during the 2020 excavation campaign of the German-Israeli Tell Iztabba Excavation Project directed by Achim Lichtenberger and Oren Tal, funded by the German-Israeli Foundation.
DOI: 10.5281/zenodo.4737362
title: Photographic Documentation of Roman Ionic Capitals and Columns from the 'Podium Building' at Tell Iẓṭabba (Beth Shean), Israel

description: The photographic documentation is supplementary material to a paper co-authored by Walid Atrash, Achim Lichtenberger, Gaby Mazor and Oren Tal published in Boreas 43/44, 2020/21. In the paper, we discuss several 2nd/3rd century CE Ionic capitals and column drums made of limestone and used as spolia in a Byzantine period building in Tell Iztabba (Beth Shean), Israel. The dataset provides the photographic documentation. The capitals are numbered according to the catalogue numbers of the Boreas article and in brackets the original numbering allocated during excavations is provided (Ca).The column drums are ordered according to excavation numbers (Co). The material was recovered during the 2020 excavation campaign of the German-Israeli Tell Iztabba Excavation Project directed by Achim Lichtenberger and Oren Tal, funded by the German-Israeli Foundation.
DOI: 10.15468/eu2ec5
title: Review of Holophris Mocsáry (Hymenoptera: Chrysididae) from Vietnam, with description of a new species

description: This dataset contains the digitized treatments in Plazi based on the original journal article Nguyen, Lien Thi Phuong, Wiśniowski, Bogdan (2021): Review of Holophris Mocsáry (Hymenoptera: Chrysididae) from Vietnam, with description of a new species. Zootaxa 4963 (2): 393-399, DOI: https://doi.org/10.11646/zootaxa.4963.2.10
DOI: 10.5255/ukda-sn-854816
title: The Global Political Economy of Race and Gender in Private Military and Security Company Labour Chains: Interviews with Gurkhas and Their Families, 2017

description: This dataset is from detailed ethnographic semi-structured interviews I conducted with Gurkhas wives, whose husbands now work in the private security industry. The interviews took place throughout Nepal and the main objective was to glean insight into their everyday lives, how they experience the security industry as the wives who support their husbands and to better account for all the emotional and reproductive labour they do. At times the husbands were present during the interviews and sometimes children. The main focus of these interviews were on the wives though. I have protected their identities by using alternative names and at times not disclosing where in Nepal the interviews took place. The interviews took place in 2017 between April and September. The transcripts uploaded are the only ones that I was given explicit consent to share publicly via open access, the but issues and themes raises are reflective of all the interviews I conducted with wives of armed and unarmed security contractors coming from Nepal for work in Afghanistan and throughout the Gulf.
DOI: 10.6084/m9.figshare.14537001
title: Suspended supine bridge and hamstring curl: Additional effect of superimposed vibration

description: This spreadsheet provides the raw data of muscle activity of different lower limb muscles assessed in two suspended exercises with superimposed vibration, the OMNI-res values for each exercise condition performed and the effect size between conditions. Moreover, the percentage of change for all dependent variables among exercise conditions is also shown.
DOI: 10.6084/m9.figshare.14537001.v1
title: Suspended supine bridge and hamstring curl: Additional effect of superimposed vibration

description: This spreadsheet provides the raw data of muscle activity of different lower limb muscles assessed in two suspended exercises with superimposed vibration, the OMNI-res values for each exercise condition performed and the effect size between conditions. Moreover, the percentage of change for all dependent variables among exercise conditions is also shown.
DOI: 10.5281/zenodo.4737576
title: Labeled Pseudo Data for BL2

description: Labeled pseudo data that I train and test on for the Phys 494 ML class at UTK's final project
DOI: 10.5281/zenodo.4737575
title: Labeled Pseudo Data for BL2

description: Labeled pseudo data that I train and test on for the Phys 494 ML class at UTK's final project
DOI: 10.6084/m9.figshare.14188466
title: SUPPLEMENTARY DATA-AJP-GI

description: Supplementary text
DOI: 10.5255/ukda-sn-854543
title: Vocational Education and Training Pathways Interviews, Africa, 2020

description: The VET Africa project looked at a range of contexts in which skills development takes place within complex skills and work ecosystems. By operating at both theoretical and applied levels across multiple cases, this research sought to contribute both to academic and professional knowledge of how VET in Africa works and how it can be improved to contribute to the needs of the most intersectionally marginalised. The objective of these Pathway interviews was to understand the pathways participants had taken through school and into vocational training and beyond, and explore (1) what motivations, drivers and barriers may have shaped their pathway experience, (2) gain insight on their experience of vocational education and training, what skills they had learnt, and their application and relevancy to their current or planned work/career, and (3) their hopes and plans for the future work and learning. The pathway interviews focused on four sectors: catering, marine industry, agriculture and tailoring. We drew upon the Pathways concept (see for example Raffe, 2003) as a way to think about the transitions between education, training and work. Recognising that Pathways are normally non-linear, complex and messy, the idea of Pathways helps us to recognise that people are different, they face different barriers to productive employment, and the guidance and careers advice can help provide confidence and support, and similarly qualifications are important, but they are not necessarily the central feature of pathways through work, living and learning. Pathways can also be an expression of individual aspiration and social / public good. Raffe, D., 2003. Pathways linking education and work: A review of concepts, research, and policy debates. Journal of youth studies, 6(1), pp.3-19.
DOI: 10.15468/f5ep27
title: Review of the Inca irroratus species group with description of two new species of Inca LePeletier & Serville, 1828 (Coleoptera, Scarabaeidae, Cetoniinae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Sousa, Rafael, Seidel, Matthias (2021): Review of the Inca irroratus species group with description of two new species of Inca LePeletier & Serville, 1828 (Coleoptera, Scarabaeidae, Cetoniinae). European Journal of Taxonomy 748 (1): 15-35, DOI: https://doi.org/10.5852/ejt.2021.748.1335, URL: http://dx.doi.org/10.5852/ejt.2021.748.1335