100+ datasets found
  1. f

    Data from: Data Fission: Splitting a Single Data Point

    • tandf.figshare.com
    txt
    Updated Dec 14, 2023
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    James Leiner; Boyan Duan; Larry Wasserman; Aaditya Ramdas (2023). Data Fission: Splitting a Single Data Point [Dataset]. http://doi.org/10.6084/m9.figshare.24328745.v2
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    txtAvailable download formats
    Dataset updated
    Dec 14, 2023
    Dataset provided by
    Taylor & Francis
    Authors
    James Leiner; Boyan Duan; Larry Wasserman; Aaditya Ramdas
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Suppose we observe a random vector X from some distribution in a known family with unknown parameters. We ask the following question: when is it possible to split X into two pieces f(X) and g(X) such that neither part is sufficient to reconstruct X by itself, but both together can recover X fully, and their joint distribution is tractable? One common solution to this problem when multiple samples of X are observed is data splitting, but Rasines and Young offers an alternative approach that uses additive Gaussian noise—this enables post-selection inference in finite samples for Gaussian distributed data and asymptotically when errors are non-Gaussian. In this article, we offer a more general methodology for achieving such a split in finite samples by borrowing ideas from Bayesian inference to yield a (frequentist) solution that can be viewed as a continuous analog of data splitting. We call our method data fission, as an alternative to data splitting, data carving and p-value masking. We exemplify the method on several prototypical applications, such as post-selection inference for trend filtering and other regression problems, and effect size estimation after interactive multiple testing. Supplementary materials for this article are available online.

  2. c

    Apatite and zircon fission track data from the western Brooks Range of...

    • s.cnmilf.com
    • catalog.data.gov
    Updated Jul 6, 2024
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    U.S. Geological Survey (2024). Apatite and zircon fission track data from the western Brooks Range of Arctic Alaska [Dataset]. https://s.cnmilf.com/user74170196/https/catalog.data.gov/dataset/apatite-and-zircon-fission-track-data-from-the-western-brooks-range-of-arctic-alaska
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    Dataset updated
    Jul 6, 2024
    Dataset provided by
    United States Geological Surveyhttp://www.usgs.gov/
    Area covered
    Brooks Range, Arctic Alaska, Alaska
    Description

    The attached data are apatite and zircon fission track measurements from rock samples collected across the western Brooks Range. Table 1 contains descriptive information on each sample. Tables 2a, 2b, 2c, 2d and 2e contain single grain, apatite fission track age data for samples from each of five datasets that comprise the overall apatite fission track age dataset. Tables 3a, 3b, 3c, and 3d contain apatite fission track length data for samples from four of the five datasets that comprise the overall apatite fission track length dataset. The oldest of the five datasets has no accompanying track length data. Table 4 contains summary information for each of the apatite fission track age samples. Table 5 contains summary information for each of the apatite fission track length samples. Tables 6a and 6b contain single grain, zircon fission track age data for samples from each of two datasets that comprise the overall zircon fission track dataset. Table 7 contains summary information for the zircon fission track age data.

  3. d

    Fission Track Data and Ages of Apatite and U-Pb Isotopic Data and Ages of...

    • catalog.data.gov
    • data.usgs.gov
    Updated Jul 6, 2024
    + more versions
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    U.S. Geological Survey (2024). Fission Track Data and Ages of Apatite and U-Pb Isotopic Data and Ages of Igneous and Detrital Zircon from Selected Rocks from the Lake Clark and Lake Iliamna Region of South-Central Alaska [Dataset]. https://catalog.data.gov/dataset/fission-track-data-and-ages-of-apatite-and-u-pb-isotopic-data-and-ages-of-igneous-and-detr-e2396
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    Dataset updated
    Jul 6, 2024
    Dataset provided by
    United States Geological Surveyhttp://www.usgs.gov/
    Area covered
    Iliamna Lake, Southcentral Alaska, Lake Clark
    Description

    This data set contains fission track data and associated ages of apatite from igneous and sedimentary rocks, U-Pb isotopic data and associated ages of zircon from a subset of the igneous rock samples, and U-Pb isotopic data and associated ages of detrital zircon from a subset of the sedimentary rock samples. All samples were collected from the region surrounding Lake Clark and Lake Iliamna in southwestern Alaska. All samples were collected as part of geological mapping and research conducted in 2008 and funded by the U.S. Geological Survey Mineral Resources External Research Program. Apatite and zircon grains were separated and analyzed by Apatite to Zircon, Inc. (A2Z). All analyses were conducted in 2009 using standard fission track dating techniques and laser-ablation-inductively-coupled-plasma-mass spectrometry (LA-ICP-MS) techniques

  4. d

    Apatite Fission Track Data Marie Byrd Land

    • search.dataone.org
    • usap-dc.org
    Updated Jun 24, 2025
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    Thomson, Stuart (2025). Apatite Fission Track Data Marie Byrd Land [Dataset]. http://doi.org/10.15784/601944
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    Dataset updated
    Jun 24, 2025
    Dataset provided by
    US Antarctic Program Data Center
    Authors
    Thomson, Stuart
    Area covered
    Description

    List of sample locations and fission track data produced at the University of Arizona under NSF Proposal 1917009 "Collaborative Research: ICe sheet erosional Interaction with Hot geotherm (ICI-Hot) in West Antarctica

  5. Data from: Compilation of cumulative fission yields for Xe-131, Xe-131m,...

    • zenodo.org
    Updated Jul 19, 2024
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    Peter Jansson; Peter Jansson (2024). Compilation of cumulative fission yields for Xe-131, Xe-131m, Xe-133, Xe-133m, Xe-135 and Xe-135m [Dataset]. http://doi.org/10.5281/zenodo.4971825
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    Dataset updated
    Jul 19, 2024
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Peter Jansson; Peter Jansson
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Values on cumulative fission yields for the Xenon isotopes 131Xe, 131mXe, 133Xe, 133mXe, 135Xe and 135mXe were compiled from the nuclear data libraries ENDF/B-VIII.0, JEFF-3.3 and JENDL-4.0, available via the Nuclear Data Services of the the International Atomic Energy Agency. This dataset lists the collected values and their uncertainties as reported.

  6. Z

    Data from: Supplemental Data for "Using Fission-Track Radiography Coupled...

    • data.niaid.nih.gov
    • osti.gov
    Updated Jul 19, 2024
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    Tigar, Aaron D. (2024). Supplemental Data for "Using Fission-Track Radiography Coupled with Scanning Electron Microscopy for Efficient Identification of Solid-Phase Uranium Mineralogy at a Former Uranium Pilot Mill (Grand Junction, Colorado)" [Dataset]. https://data.niaid.nih.gov/resources?id=zenodo_4784267
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    Dataset updated
    Jul 19, 2024
    Dataset provided by
    Tigar, Aaron D.
    Hall, Susan M.
    Johnson, Raymond H.
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Grand Junction, Colorado
    Description

    Supplemental Data Files for a submission to Geosciences, "Using Fission-Track Radiography Coupled with Scanning Electron Microscopy for Efficient Identification of Solid-Phase Uranium Mineralogy at a Former Uranium Pilot Mill (Grand Junction, Colorado)"

  7. f

    All sampling regimes (number of individuals and number of observations per...

    • plos.figshare.com
    xls
    Updated Jun 8, 2023
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    Julia Sunga; Quinn M. R. Webber; Hugh G. Broders (2023). All sampling regimes (number of individuals and number of observations per individual) where there was sufficient evidence to detect community structure in at least half of all 100 replicates. [Dataset]. http://doi.org/10.1371/journal.pone.0252471.t001
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    xlsAvailable download formats
    Dataset updated
    Jun 8, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Julia Sunga; Quinn M. R. Webber; Hugh G. Broders
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    All sampling regimes (number of individuals and number of observations per individual) where there was sufficient evidence to detect community structure in at least half of all 100 replicates.

  8. h

    Data from: Fission Cross-sections of Medium Weight and Heavy Nuclei Induced...

    • hepdata.net
    Updated 1992
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    Vaishnene, L.A.; Andronenko, L.N.; Kovshevnyi, G.G.; Kotov, A.A.; Solyakin, G.E.; Neubert, W.; Vaishnene, L.A.; Andronenko, L.N.; Kovshevnyi, G.G.; Kotov, A.A.; Solyakin, G.E.; Neubert, W. (1992). Fission Cross-sections of Medium Weight and Heavy Nuclei Induced by 1-{GeV} Protons [Dataset]. http://doi.org/10.17182/hepdata.16613.v1
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    Dataset updated
    1992
    Dataset provided by
    HEPData
    Authors
    Vaishnene, L.A.; Andronenko, L.N.; Kovshevnyi, G.G.; Kotov, A.A.; Solyakin, G.E.; Neubert, W.; Vaishnene, L.A.; Andronenko, L.N.; Kovshevnyi, G.G.; Kotov, A.A.; Solyakin, G.E.; Neubert, W.
    Description

    FOR INTENSITIES ABOUT 10**5 PER SECOND BEAM CURRENTS WERE MONITORED DIRECTLY,AT HIGHER INTENSITIES THE CALIBRATION WAS PERFORMED RELATIVE TO THE REACTION PAL --& gt; 3P N NA24 WITH SIG=105 +- 0.7 MB FROM R = ANNU.REV. NUCL.SCI.13.261(1963 ).

  9. f

    Apatite Fission track data and standards

    • adelaide.figshare.com
    • researchdata.edu.au
    xlsx
    Updated Jun 24, 2024
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    Angus Nixon (2024). Apatite Fission track data and standards [Dataset]. https://adelaide.figshare.com/articles/dataset/Apatite_Fission_track_data_and_standards/21397608
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    xlsxAvailable download formats
    Dataset updated
    Jun 24, 2024
    Dataset provided by
    The University of Adelaide
    Authors
    Angus Nixon
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Apatite fission track (AFT) single-grain and confined length data and elemental geochemistry data for samples analysed in this study. Secondary standard data from parallel analysis of Durango apatite in analytical sessions is additionally provided.

  10. t

    Apatite and zircon fission-track data summary (Table S3) - Vdataset - LDM

    • service.tib.eu
    Updated Nov 29, 2024
    + more versions
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    (2024). Apatite and zircon fission-track data summary (Table S3) - Vdataset - LDM [Dataset]. https://service.tib.eu/ldmservice/dataset/png-doi-10-1594-pangaea-955386
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    Dataset updated
    Nov 29, 2024
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This dataset summarizes the apatite fission-track (AFT) data for 24 samples and zircon fission-track (ZFT) data for 11 samples. Single-grain data for AFT and ZFT are presented in Table S4 and Table S5, respectively. AFT and ZFT data were acquired between 2020 and 2021 using the external detector and zeta-calibration techniques at the University of Tübingen, Germany.

  11. Fission Track Data Base

    • data.wu.ac.at
    • datadiscoverystudio.org
    pdf
    Updated Jun 26, 2018
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    Geoscience Australia (2018). Fission Track Data Base [Dataset]. https://data.wu.ac.at/schema/data_gov_au/ZmIxNjU4MjEtODM3Yy00ZjU1LThlN2MtZGY0YzY1N2VmZDJk
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    pdfAvailable download formats
    Dataset updated
    Jun 26, 2018
    Dataset provided by
    Geoscience Australiahttp://ga.gov.au/
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Legacy product - no abstract available

  12. h

    Data from: Fast-neutron-induced fission cross section of Pu(242) measured at...

    • rodare.hzdr.de
    csv, pcm, root +3
    Updated Mar 6, 2019
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    Kögler, Toni (2019). Fast-neutron-induced fission cross section of Pu(242) measured at the neutron time-of-flight facility nELBE [Dataset]. http://doi.org/10.14278/rodare.118
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    root, rootmap, so, csv, xlsx, pcmAvailable download formats
    Dataset updated
    Mar 6, 2019
    Authors
    Kögler, Toni
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This dataset includes the processed data of the fast neutron-induced fission of Pu(242) experiement performed in November 2014 at the neutron time-of-flight facility nELBE which was published in T. Kögler et al., Phys. Rev. C 99, 024604

    It contains the absolute (Pu242_nfis_Koegler_2019.csv) and relative (Pu242_U235_nfis_Koegler_2019.csv) cross section data ranging from 0.5 MeV to 10 MeV. The cross section data is given in comma separated ASCII files, as well as in a MS Excel-Sheet.

    The columns of the tables are defined as follows:

    1. EN...neutron kinetic energy from the measured time of flight (ToF)
    2. EN-ERR...uncertainty of neutron kinetic energy = 0.5*(ToF bin width) = 1 ns
    3. DATA...cross section data
    4. ERR-S...statistical uncertainty of the cross section data
    5. ERR-SY...systematic uncertainty of the cross section data
    6. ERR-T...combined standard uncertainty of the cross section data
    7. ERR-0...relative uncertainty counting
    8. ERR-1...relative uncertainty normalization
    9. ERR-2...relative uncertainty reference cross section
    10. ERR-3...relative uncertainty FF detection inefficiency
    11. ERR-4...relative stat. uncertainty scattering correction H19
    12. ERR-5...relative sys. uncertainty scattering correction H19
    13. ERR-6...relative stat. uncertainty scattering correction PuFC
    14. ERR-7...relative sys. uncertainty scattering correction PuFC

    Additionally, a root (see https://root.cern.ch/) file is supplied, including the determined cross sections and all nessessary data to reconstruct the experiment. This includes the measured quantities, reference data, correction factors, evaluated cross sections etc.

    To have the whole functionality of the root file, additional libary files (libGo4UserAnalysis.rootmap, libGo4UserAnalysis.so and libGo4UserAnalysis_rdict.pcm) are also given here.

  13. Data for: A Local Fission Matrix Correction Method For Heterogeneous Whole...

    • search.datacite.org
    • data.mendeley.com
    Updated Jun 20, 2019
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    William J Walters (2019). Data for: A Local Fission Matrix Correction Method For Heterogeneous Whole Core Transport with RAPID [Dataset]. http://doi.org/10.17632/6dv7bzncbt
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    Dataset updated
    Jun 20, 2019
    Dataset provided by
    DataCitehttps://www.datacite.org/
    Mendeley
    Authors
    William J Walters
    License

    Attribution-NonCommercial 3.0 (CC BY-NC 3.0)https://creativecommons.org/licenses/by-nc/3.0/
    License information was derived automatically

    Description

    This data includes the 3-D pin-wise fission rate distribution for the BEAVRS benchmark calculated from Serpent and RAPID. Meanwhile, we also attach the R code to analyze the 2-D pin-wise RMS error, the 3-D pin-wise RMS error and the k-effective difference between results from RAPID and Serpent

  14. W

    Data from: Pulsed Fission-Fusion Propulsion System

    • cloud.csiss.gmu.edu
    • data.amerigeoss.org
    html
    Updated Jan 29, 2020
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    United States (2020). Pulsed Fission-Fusion Propulsion System [Dataset]. https://cloud.csiss.gmu.edu/uddi/dataset/pulsed-fission-fusion-propulsion-system
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    htmlAvailable download formats
    Dataset updated
    Jan 29, 2020
    Dataset provided by
    United States
    Description

    Leveraging insights gained from the weapons physics program, a Z-Pinch device could be used to ignite a thermonuclear deuterium trigger, which could provide a radical improvement in our ability to explore destinations across the solar system and beyond.

    Fission-ignited fusion systems have been operational – in weapon form – since the 1950's. Leveraging insights gained from the weapons physics program, a Z-Pinch device could be used to ignite a thermonuclear deuterium trigger. The fusion neutrons will induce fission reaction in a surrounding uranium or thorium liner, releasing sufficient energy to further confine and heat the fusion plasma. The combined energy release from fission and fusion would then be directed using a magnetic nozzle to produce useful thrust. This type of concept could provide the efficiency of open cycle fusion propulsion devices with the relative small size and simplicity of fission systems; and would provide a radical improvement in our ability to explore destinations across the solar system and beyond.

    Pulsed Fission-Fusion (PuFF) is a two-stage compression system consisting of a z-pinch and field-reversed configuration.

  15. d

    Data from: Fission-fusion dynamics in sheep: The influence of resource...

    • search.dataone.org
    • datadryad.org
    • +1more
    Updated Nov 10, 2023
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    Katja Della Libera; Ariana Strandburg-Peshkin; Simon Griffith; Stephan T. Leu (2023). Fission-fusion dynamics in sheep: The influence of resource distribution and temporal activity patterns [Dataset]. http://doi.org/10.5061/dryad.59zw3r2d6
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    Dataset updated
    Nov 10, 2023
    Dataset provided by
    Dryad Digital Repository
    Authors
    Katja Della Libera; Ariana Strandburg-Peshkin; Simon Griffith; Stephan T. Leu
    Time period covered
    Jan 1, 2023
    Description

    Fission-fusion events, i.e. changes to the size and composition of animal social groups, are a mechanism to adjust the social environment in response to short-term changes in the cost-benefit ratio of group living. Furthermore, the time and location of fission-fusion events provide insight into the underlying drivers of these dynamics. Here, we describe a method for identifying group membership over time and for extracting fission-fusion events from animal tracking data. We applied this method to high-resolution GPS data of free-ranging sheep (Ovis aries). Group size was highest during times when sheep typically rest (mid-day and at night), and when anti-predator benefits of grouping are high while costs of competition are low. Consistent with this, fission and fusion frequencies were highest during early morning and late evening, suggesting that social restructuring occurs during periods of high activity. However, fission and fusion events were not more frequent near food patches and w...

  16. d

    Apatite and zircon U/Pb and fission track geochronologic and...

    • catalog.data.gov
    Updated Jul 6, 2024
    + more versions
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    U.S. Geological Survey (2024). Apatite and zircon U/Pb and fission track geochronologic and thermochronologic data along the Fall Line of the southeastern United States [Dataset]. https://catalog.data.gov/dataset/apatite-and-zircon-u-pb-and-fission-track-geochronologic-and-thermochronologic-data-along-
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    Dataset updated
    Jul 6, 2024
    Dataset provided by
    United States Geological Surveyhttp://www.usgs.gov/
    Area covered
    United States, Southeastern United States
    Description

    This data release contains apatite and zircon U/Pb and fission track data for six samples collected along the Fall Line of the southeastern United States, from Virginia to the Georgia-South Carolina border. The data resolve phases of rapid exhumational cooling in the Permo-Triassic, additional cooling in the Jurassic-Early Cretaceous and slower cooling since the middle of the Cretaceous. The data are also compatible with an episode of burial/magmatic heating in the Triassic-Jurassic. Overall, these data may explain the lack of preserved Upper Jurassic-earliest Cretaceous strata beneath onshore areas of the southeastern United States.

  17. h

    Data from: Properties of Binary Fission and Multifragmentation in the...

    • hepdata.net
    Updated 1992
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    Klotz-Engmann, G.; Oschler, H.; Stroth, J.; Kankeleit, E.; Cassagnou, Y.; Conjeaud, M.; Dayras, R.; Harar, S.; Legrain, R.; Pollacco, E.C.; Klotz-Engmann, G.; Oschler, H.; Stroth, J.; Kankeleit, E.; Cassagnou, Y.; Conjeaud, M.; Dayras, R.; Harar, S.; Legrain, R.; Pollacco, E.C. (1992). Properties of Binary Fission and Multifragmentation in the Transition Regime [Dataset]. http://doi.org/10.17182/hepdata.36939.v1
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    Dataset updated
    1992
    Dataset provided by
    HEPData
    Authors
    Klotz-Engmann, G.; Oschler, H.; Stroth, J.; Kankeleit, E.; Cassagnou, Y.; Conjeaud, M.; Dayras, R.; Harar, S.; Legrain, R.; Pollacco, E.C.; Klotz-Engmann, G.; Oschler, H.; Stroth, J.; Kankeleit, E.; Cassagnou, Y.; Conjeaud, M.; Dayras, R.; Harar, S.; Legrain, R.; Pollacco, E.C.
    Description

    THE MEASUREMENTS WERE PERFORMED AT THE SATURNE II SYNCHROTRON FACILITY AT SACLAY. THE EXPERIMENTAL SET-UP CONSISTED OF A TIME-OF-FLIGHT TELESCOPE TO DETERMINE VELOCITY, ENERGY AND MASS OF FRAGMENT 1 AND A POSITION SENSITIVE PARALLEL-PLATE AVALANCHE COUNTER TO MEASURE THE ANGULAR CORRELATION AND VELOCITY OF THE COINCIDENT FRAGMENT 2.

  18. t

    Apatite fission-track (AFT) single-grain data (Table S4) - Vdataset - LDM

    • service.tib.eu
    Updated Nov 29, 2024
    + more versions
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    (2024). Apatite fission-track (AFT) single-grain data (Table S4) - Vdataset - LDM [Dataset]. https://service.tib.eu/ldmservice/dataset/png-doi-10-1594-pangaea-955392
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    Dataset updated
    Nov 29, 2024
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This dataset contains 447 single-grain data for 24 samples acquired for apatite fission-track (AFT) dating. AFT data were acquired between 2020 and 2021 using the external detector and zeta-calibration techniques at the University of Tübingen, Germany.

  19. Data from: Compilation of cumulative fission yields for Xe-131, Xe-131m,...

    • zenodo.org
    • explore.openaire.eu
    • +1more
    Updated Jul 18, 2024
    + more versions
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    Peter Jansson; Peter Jansson (2024). Compilation of cumulative fission yields for Xe-131, Xe-131m, Xe-133, Xe-133m, Xe-135 and Xe-135m [Dataset]. http://doi.org/10.5281/zenodo.5017105
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    Dataset updated
    Jul 18, 2024
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Peter Jansson; Peter Jansson
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Values on cumulative fission yields for the Xenon isotopes 131Xe, 131mXe, 133Xe, 133mXe, 135Xe and 135mXe were compiled from the nuclear data libraries ENDF/B-VIII.0, GEFY-8.1, JEFF-3.3 and JENDL-4.0, partly available via the Nuclear Data Services of the the International Atomic Energy Agency. This dataset lists the collected values and their uncertainties as reported.

  20. d

    (Table 1) Apatite fission track (AFT) and (U-Th-Sm)/He (AHe) data of the...

    • search.dataone.org
    • doi.pangaea.de
    Updated Feb 14, 2018
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    Prenzel, Jannis; Lisker, Frank; Elsner, Martin; Schöner, Robert; Balestrieri, Maria Laura; Läufer, Andreas L; Berner, Ulrich; Spiegel, Cornelia (2018). (Table 1) Apatite fission track (AFT) and (U-Th-Sm)/He (AHe) data of the Eisenhower Range [Dataset]. http://doi.org/10.1594/PANGAEA.868478
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    Dataset updated
    Feb 14, 2018
    Dataset provided by
    PANGAEA Data Publisher for Earth and Environmental Science
    Authors
    Prenzel, Jannis; Lisker, Frank; Elsner, Martin; Schöner, Robert; Balestrieri, Maria Laura; Läufer, Andreas L; Berner, Ulrich; Spiegel, Cornelia
    Area covered
    Description

    No description is available. Visit https://dataone.org/datasets/55ce5df63877ce24028daeeac9471f87 for complete metadata about this dataset.

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James Leiner; Boyan Duan; Larry Wasserman; Aaditya Ramdas (2023). Data Fission: Splitting a Single Data Point [Dataset]. http://doi.org/10.6084/m9.figshare.24328745.v2

Data from: Data Fission: Splitting a Single Data Point

Related Article
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txtAvailable download formats
Dataset updated
Dec 14, 2023
Dataset provided by
Taylor & Francis
Authors
James Leiner; Boyan Duan; Larry Wasserman; Aaditya Ramdas
License

Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically

Description

Suppose we observe a random vector X from some distribution in a known family with unknown parameters. We ask the following question: when is it possible to split X into two pieces f(X) and g(X) such that neither part is sufficient to reconstruct X by itself, but both together can recover X fully, and their joint distribution is tractable? One common solution to this problem when multiple samples of X are observed is data splitting, but Rasines and Young offers an alternative approach that uses additive Gaussian noise—this enables post-selection inference in finite samples for Gaussian distributed data and asymptotically when errors are non-Gaussian. In this article, we offer a more general methodology for achieving such a split in finite samples by borrowing ideas from Bayesian inference to yield a (frequentist) solution that can be viewed as a continuous analog of data splitting. We call our method data fission, as an alternative to data splitting, data carving and p-value masking. We exemplify the method on several prototypical applications, such as post-selection inference for trend filtering and other regression problems, and effect size estimation after interactive multiple testing. Supplementary materials for this article are available online.

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