cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17876/plate/dr.3/plates/203_39100
title: Digital object identifier (DOI) for the plate 39100 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39101
title: Digital object identifier (DOI) for the plate 39101 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39102
title: Digital object identifier (DOI) for the plate 39102 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39103
title: Digital object identifier (DOI) for the plate 39103 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39104
title: Digital object identifier (DOI) for the plate 39104 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39105
title: Digital object identifier (DOI) for the plate 39105 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39106
title: Digital object identifier (DOI) for the plate 39106 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39107
title: Digital object identifier (DOI) for the plate 39107 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39108
title: Digital object identifier (DOI) for the plate 39108 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39109
title: Digital object identifier (DOI) for the plate 39109 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39110
title: Digital object identifier (DOI) for the plate 39110 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39111
title: Digital object identifier (DOI) for the plate 39111 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39112
title: Digital object identifier (DOI) for the plate 39112 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39113
title: Digital object identifier (DOI) for the plate 39113 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39114
title: Digital object identifier (DOI) for the plate 39114 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39115
title: Digital object identifier (DOI) for the plate 39115 in archive 203 from the APPLAUSE DR3
DOI: 10.1184/r1/23972115
title: Early experience with low-pass filtered images facilitates visual category learning in a neural network model

description: Dataset consisting of neural network models trained on low-pass filtered and intact images. <br> Related to our paper: Jinsi* O, Henderson* MM, Tarr MJ (2023) Early experience with low-pass filtered images facilitates visual category learning in a neural network model. PLoS ONE 18(1): e0280145. https://doi.org/10.1371/journal.pone.0280145 <br> Each .tar file contains .csv and .pt files resulting from one method of model training (grayscale or colored images, training from-scratch on images from ecoset or fine-tuning models on imagenet). Numbered folders correspond to models initialized with different random seeds. Different files in each folder correspond to different blur conditions. See paper for more details. <br> For all experiment code, see our github repository at: https://github.com/tarrlab/startingblurry <br> Contact mmhender@cmu.edu or mt01@andrew.cmu.edu with any questions or concerns.
DOI: 10.1184/r1/23972115.v1
title: Early experience with low-pass filtered images facilitates visual category learning in a neural network model

description: Dataset consisting of neural network models trained on low-pass filtered and intact images. <br> Related to our paper: Jinsi* O, Henderson* MM, Tarr MJ (2023) Early experience with low-pass filtered images facilitates visual category learning in a neural network model. PLoS ONE 18(1): e0280145. https://doi.org/10.1371/journal.pone.0280145 <br> Each .tar file contains .csv and .pt files resulting from one method of model training (grayscale or colored images, training from-scratch on images from ecoset or fine-tuning models on imagenet). Numbered folders correspond to models initialized with different random seeds. Different files in each folder correspond to different blur conditions. See paper for more details. <br> For all experiment code, see our github repository at: https://github.com/tarrlab/startingblurry <br> Contact mmhender@cmu.edu or mt01@andrew.cmu.edu with any questions or concerns.
DOI: 10.17876/plate/dr.3/plates/203_39116
title: Digital object identifier (DOI) for the plate 39116 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39117
title: Digital object identifier (DOI) for the plate 39117 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39118
title: Digital object identifier (DOI) for the plate 39118 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39119
title: Digital object identifier (DOI) for the plate 39119 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39120
title: Digital object identifier (DOI) for the plate 39120 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39121
title: Digital object identifier (DOI) for the plate 39121 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39122
title: Digital object identifier (DOI) for the plate 39122 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39123
title: Digital object identifier (DOI) for the plate 39123 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39124
title: Digital object identifier (DOI) for the plate 39124 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39125
title: Digital object identifier (DOI) for the plate 39125 in archive 203 from the APPLAUSE DR3
DOI: 10.25345/c5kp7v24h
title: MassIVE MSV000092680 - Blood proteome profiling reveals biomarkers and pathway al-terations in fragile X PM at risk for developing fragile X
title: Fragile X-associated Tremor/Ataxia Syndrome (FXTAS) is a neurodegenerative disorder associ-ated with the FMR1 premutation. Currently, it is not possible to determine when, and if, individ-ual premutation carriers will develop FXTAS. Thus, with the aim to identify biomarkers for early diagnosis, development, and progression of FXTAS, along with associated dysregulated path-ways, we performed blood proteomic profiling of premutation carriers (PM) who, as part of an ongoing longitudinal study, emerged into two distinct groups: those who developed symptoms of FXTAS (converters, CON) overtime (at subsequent visits) and those who did not (non-converters, NCON). We compared these groups to age-matched healthy controls (HC). We assessed CGG re-peat allele size by Southern Blot and PCR analysis. The proteomic profile was obtained by Liquid Chromatography Mass Spectrometry (LC-MS/MS). We identified several significantly differenti-ated proteins between HC and the PM groups at Visit 1 (V1), Visit 2 (V2), and between the visits. We further reported the dysregulated protein pathways including sphingolipid and amino acid metabolism. Our findings are in agreement with previous studies showing that pathways in-volved in mitochondrial bioenergetics, as observed in other neurodegenerative disorders, are significantly altered, and appear to contribute to the development of FXTAS. Lastly, we compared the blood proteome of the PM who developed FXTAS over time with the CSF proteome of the FXTAS patients recently reported and found eight significantly differentially expressed proteins in common. To our knowledge, this is the first report of longitudinal proteomic profiling and identification of unique biomarkers and dysregulated protein pathways of FXTAS
DOI: 10.17876/plate/dr.3/plates/203_39126
title: Digital object identifier (DOI) for the plate 39126 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39127
title: Digital object identifier (DOI) for the plate 39127 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39128
title: Digital object identifier (DOI) for the plate 39128 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39129
title: Digital object identifier (DOI) for the plate 39129 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39130
title: Digital object identifier (DOI) for the plate 39130 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39131
title: Digital object identifier (DOI) for the plate 39131 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39132
title: Digital object identifier (DOI) for the plate 39132 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39133
title: Digital object identifier (DOI) for the plate 39133 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39134
title: Digital object identifier (DOI) for the plate 39134 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39135
title: Digital object identifier (DOI) for the plate 39135 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39136
title: Digital object identifier (DOI) for the plate 39136 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39137
title: Digital object identifier (DOI) for the plate 39137 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39138
title: Digital object identifier (DOI) for the plate 39138 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39139
title: Digital object identifier (DOI) for the plate 39139 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39140
title: Digital object identifier (DOI) for the plate 39140 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39141
title: Digital object identifier (DOI) for the plate 39141 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39142
title: Digital object identifier (DOI) for the plate 39142 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39143
title: Digital object identifier (DOI) for the plate 39143 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39144
title: Digital object identifier (DOI) for the plate 39144 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39145
title: Digital object identifier (DOI) for the plate 39145 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39146
title: Digital object identifier (DOI) for the plate 39146 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39147
title: Digital object identifier (DOI) for the plate 39147 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39148
title: Digital object identifier (DOI) for the plate 39148 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39149
title: Digital object identifier (DOI) for the plate 39149 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39150
title: Digital object identifier (DOI) for the plate 39150 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39151
title: Digital object identifier (DOI) for the plate 39151 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39152
title: Digital object identifier (DOI) for the plate 39152 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39153
title: Digital object identifier (DOI) for the plate 39153 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39154
title: Digital object identifier (DOI) for the plate 39154 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39155
title: Digital object identifier (DOI) for the plate 39155 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39156
title: Digital object identifier (DOI) for the plate 39156 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39157
title: Digital object identifier (DOI) for the plate 39157 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39158
title: Digital object identifier (DOI) for the plate 39158 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39159
title: Digital object identifier (DOI) for the plate 39159 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39160
title: Digital object identifier (DOI) for the plate 39160 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39161
title: Digital object identifier (DOI) for the plate 39161 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39162
title: Digital object identifier (DOI) for the plate 39162 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39163
title: Digital object identifier (DOI) for the plate 39163 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39164
title: Digital object identifier (DOI) for the plate 39164 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39165
title: Digital object identifier (DOI) for the plate 39165 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39166
title: Digital object identifier (DOI) for the plate 39166 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39167
title: Digital object identifier (DOI) for the plate 39167 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39168
title: Digital object identifier (DOI) for the plate 39168 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39169
title: Digital object identifier (DOI) for the plate 39169 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39170
title: Digital object identifier (DOI) for the plate 39170 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39171
title: Digital object identifier (DOI) for the plate 39171 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39172
title: Digital object identifier (DOI) for the plate 39172 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39173
title: Digital object identifier (DOI) for the plate 39173 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39174
title: Digital object identifier (DOI) for the plate 39174 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39175
title: Digital object identifier (DOI) for the plate 39175 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39176
title: Digital object identifier (DOI) for the plate 39176 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39177
title: Digital object identifier (DOI) for the plate 39177 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39178
title: Digital object identifier (DOI) for the plate 39178 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39179
title: Digital object identifier (DOI) for the plate 39179 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39180
title: Digital object identifier (DOI) for the plate 39180 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39181
title: Digital object identifier (DOI) for the plate 39181 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39182
title: Digital object identifier (DOI) for the plate 39182 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39183
title: Digital object identifier (DOI) for the plate 39183 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39184
title: Digital object identifier (DOI) for the plate 39184 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39185
title: Digital object identifier (DOI) for the plate 39185 in archive 203 from the APPLAUSE DR3
DOI: 10.17876/plate/dr.3/plates/203_39186
title: Digital object identifier (DOI) for the plate 39186 in archive 203 from the APPLAUSE DR3
DOI: 10.6084/m9.figshare.11398773
title: Proteomics data of glucose-grown Ogataea parapolymorpha

description: Raw proteomics data obtained via LC-MS/MS (from aerobic, glucose-grown batch, chemostat and retentostat bioreactor cultures of wild-type <i>Ogataea parapolymorpha</i> (DL-1, CBS11895) and a congenic Complex I-deficient mutant strain. Data were obtained by liquid chromatography mass spectrometry (LC-MS/MS) unsing a Vanquish UHPLC coupled to a Q Exactive Plus Orbitrap MS.<br>This data set pertains to the publication "Contribution of Complex I NADH dehydrogenase to respiratory energy coupling in glucose-grown cultures of Ogataea parapolymorpha".
DOI: 10.6084/m9.figshare.11398773.v1
title: Proteomics data of glucose-grown Ogataea parapolymorpha

description: Raw proteomics data obtained via LC-MS/MS (from aerobic, glucose-grown batch, chemostat and retentostat bioreactor cultures of wild-type <i>Ogataea parapolymorpha</i> (DL-1, CBS11895) and a congenic Complex I-deficient mutant strain. Data were obtained by liquid chromatography mass spectrometry (LC-MS/MS) unsing a Vanquish UHPLC coupled to a Q Exactive Plus Orbitrap MS.<br>This data set pertains to the publication "Contribution of Complex I NADH dehydrogenase to respiratory energy coupling in glucose-grown cultures of Ogataea parapolymorpha".
DOI: 10.6084/m9.figshare.11398269
title: Annual standards output_ISO_DIN_CEN.xlsx

description: This dataset displays the annual technical standards drafting by ISO, DIN and CEN<br>
DOI: 10.6084/m9.figshare.11398305
title: value_creation_blockchain_data

description: This repo contains the data for the paper.
DOI: 10.6084/m9.figshare.11397978
title: Dataset S1 from Placental effects on the maternal brain revealed by disrupted placental gene expression in mouse hybrids

description: Placenta differential expression dataset
DOI: 10.6084/m9.figshare.11397978.v1
title: Dataset S1 from Placental effects on the maternal brain revealed by disrupted placental gene expression in mouse hybrids

description: Placenta differential expression dataset
DOI: 10.6084/m9.figshare.11397972
title: Dataset S3 from Placental effects on the maternal brain revealed by disrupted placental gene expression in mouse hybrids

description: MPoA and placenta co-expression dataset
DOI: 10.6084/m9.figshare.11397969
title: Dataset S2 from Placental effects on the maternal brain revealed by disrupted placental gene expression in mouse hybrids

description: MPoA differential expression dataset
DOI: 10.6084/m9.figshare.11397969.v1
title: Dataset S2 from Placental effects on the maternal brain revealed by disrupted placental gene expression in mouse hybrids

description: MPoA differential expression dataset
DOI: 10.6084/m9.figshare.11397972.v1
title: Dataset S3 from Placental effects on the maternal brain revealed by disrupted placental gene expression in mouse hybrids

description: MPoA and placenta co-expression dataset
DOI: 10.6084/m9.figshare.11397711
title: Supplementary Code from Dynamic force measurements on swimming <i>Chlamydomonas</i> cells using micropipette force sensors

description: Mathematica code that demonstrates the numerical solution of the relevant equations to obtain the calibration and measurement resonance curves.
DOI: 10.6084/m9.figshare.11397711.v1
title: Supplementary Code from Dynamic force measurements on swimming <i>Chlamydomonas</i> cells using micropipette force sensors

description: Mathematica code that demonstrates the numerical solution of the relevant equations to obtain the calibration and measurement resonance curves.
DOI: 10.6084/m9.figshare.11397705
title: Supplementary Data from Dynamic force measurements on swimming <i>Chlamydomonas</i> cells using micropipette force sensors

description: Exemplary micropipette deflection dataset.
DOI: 10.6084/m9.figshare.11397705.v1
title: Supplementary Data from Dynamic force measurements on swimming <i>Chlamydomonas</i> cells using micropipette force sensors

description: Exemplary micropipette deflection dataset.
DOI: 10.6084/m9.figshare.11396955
title: Alignments of HiSeq reads for Adineta vaga individuals L1-L11 to A. vaga mitochondrial contigs

description: Alignments of HiSeq reads for <i>A. vaga</i> individuals L1-L11 to <i>A. vaga </i>mitochondrial contigs in the BAM format. HiSeq reads for <i>A. vaga</i> individuals L1-L11 were aligned to the mitochondrial contig of the individual L4 used as a reference. Sequence of L4 mitochondral contig in the FASTA format is also uploaded (file 'L4.mito.contigs.fasta'). For individual L1 carrying a divergent mitochondrial haplotype, we also provide alignments of L1 HiSeq reads to L1 mitochondrial contigs (file 'L1.vs.L1.mito.contigs.bam'). L1 mitochondrial contigs were recovered from the L1 diploid assembly generated using MiSeq reads and can be found in the file 'L1.mito.contigs.fasta'. Alignments were obtained using Bowtie 2 (version 2.3.2) with the parameters “--no-mixed --no-discordant” specifying the maximum insert size of 800 base pairs with only a single best alignment of the pair of reads reported. BAM alignments were filtered to retain only properly paired reads with minimum MAPQ of 20.
DOI: 10.6084/m9.figshare.11396955.v2
title: Alignments of HiSeq reads for Adineta vaga individuals L1-L11 to A. vaga mitochondrial contigs

description: Alignments of HiSeq reads for <i>A. vaga</i> individuals L1-L11 to <i>A. vaga </i>mitochondrial contigs in the BAM format. HiSeq reads for <i>A. vaga</i> individuals L1-L11 were aligned to the mitochondrial contig of the individual L4 used as a reference. Sequence of L4 mitochondral contig in the FASTA format is also uploaded (file 'L4.mito.contigs.fasta'). For individual L1 carrying a divergent mitochondrial haplotype, we also provide alignments of L1 HiSeq reads to L1 mitochondrial contigs (file 'L1.vs.L1.mito.contigs.bam'). L1 mitochondrial contigs were recovered from the L1 diploid assembly generated using MiSeq reads and can be found in the file 'L1.mito.contigs.fasta'. Alignments were obtained using Bowtie 2 (version 2.3.2) with the parameters “--no-mixed --no-discordant” specifying the maximum insert size of 800 base pairs with only a single best alignment of the pair of reads reported. BAM alignments were filtered to retain only properly paired reads with minimum MAPQ of 20.
DOI: 10.6084/m9.figshare.11396868
title: ISS Manuscript

description: Prism GraphPad files for Lee and Dion.
DOI: 10.6084/m9.figshare.11396871.v1
title: Density Deconvolution with Additive Measurement Errors using Quadratic Programming (revision)

description: Distribution estimation for noisy data via density deconvolution is a notoriously difficult problem, especially for typical noise distributions like Gaussian. We develop a density deconvolution estimator based on quadratic programming (QP) that can achieve better estimation than kernel density deconvolution methods. The QP approach appears to have a more favorable regularization tradeoff between oversmoothing versus oscillation, especially at the tails of the distribution. An additional advantage is that it is straightforward to incorporate a number of common density constraints such as nonnegativity, integration-to-one, unimodality, tail convexity, tail monotonicity, and support constraints. We demonstrate that the QP approach has favorable estimation performance relative to existing methods. Its performance is superior when only the universally applicable nonnegativity and integration-to-one constraints are incorporated, and incorporating additional common constraints when applicable (e.g., nonnegative support, unimodality, tail monotonicity or convexity, etc.) can further substantially improve the estimation. Supplementary materials are available online and include R code, the R package QPdecon, a vignette for the QPdecon package, the sodium dataset that is used as an example, and appendices with a proof and additional figures.
DOI: 10.6084/m9.figshare.11396790
title: Untitled Item

description: IGG Replication Package for replication processes
DOI: 10.6084/m9.figshare.11396790.v1
title: Untitled Item

description: IGG Replication Package for replication processes