cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14057902.v1
title: Fast, Optimal, and Targeted Predictions using Parametrized Decision Analysis

description: Prediction is critical for decision-making under uncertainty and lends validity to statistical inference. With <i>targeted prediction</i>, the goal is to optimize predictions for specific decision tasks of interest, which we represent via functionals. Although classical decision analysis extracts predictions from a Bayesian model, these predictions are often difficult to interpret and slow to compute. Instead, we design a class of <i>parametrized actions</i> for Bayesian decision analysis that produce optimal, scalable, and simple targeted predictions. For a wide variety of action parametrizations and loss functions—including linear actions with sparsity constraints for targeted variable selection—we derive a convenient representation of the optimal targeted prediction that yields efficient and interpretable solutions. Customized out-of-sample predictive metrics are developed to evaluate and compare among targeted predictors. Through careful use of the posterior predictive distribution, we introduce a procedure that identifies a set of near-optimal, or <i>acceptable</i> targeted predictors, which provide unique insights into the features and level of complexity needed for accurate targeted prediction. Simulations demonstrate excellent prediction, estimation, and variable selection capabilities. Targeted predictions are constructed for physical activity data from the National Health and Nutrition Examination Survey (NHANES) to better predict and understand the characteristics of intraday physical activity.
DOI: 10.6073/pasta/e53e98eb6362730b3fef6013ce812cf7
title: Jornada Basin LTER: Wireless meteorological station at NPP M-NORT site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP M-NORT met station. Average/maximum/minimum air temperature; average/maximum relative humidity. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-NORT site. Air temperature and relative humidity are measured at approximately 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/b8fd3ca324fa3ca87f5852fbf4e7c27e
title: Jornada Basin LTER: Wireless meteorological station at NPP M-NORT site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP M-NORT met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP M-NORT site.. This climate station is operated by the Jornada LTER Program. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437022, knb-lter-jrn.210437037, and knb-lter-jrn.210437052 for the NPP M-NORT met station 30 minute, hourly, and daily summary datasets, respectively. This is an ONGOING dataset.
DOI: 10.5281/zenodo.4667834
title: Velocity field used for PlanktonIndividuals.jl

description: This is the velocity field used for the examples in PlanktonIndividuals.jl
DOI: 10.5281/zenodo.4641986
title: Velocity field used for PlanktonIndividuals.jl

description: This is the velocity field used for the examples in PlanktonIndividuals.jl
DOI: 10.6073/pasta/9f11f0bef34832ba7e5818775a6761af
title: Jornada Basin LTER: Wireless meteorological station at NPP M-NORT site: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at NPP M-NORT met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured every 30 minutes at an automated meteorological station installed at Jornada LTER NPP M-NORT site. Measurements are made every 30 minutes at 10 cm, 20 cm, and 30 cm soil depths. This is an ONGOING dataset.
DOI: 10.6073/pasta/f2769a0c4258c18e621efa5155c60746
title: Jornada Basin LTER: Wireless meteorological station at NPP M-NORT site: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily average of 30-minute Volumetric Water Content at NPP M-NORT met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured and calculated at an automated meteorological station installed at Jornada LTER NPP M-NORT site. The daily average at 3 soil depths is calculated from measurements made every 30 minutes at 10 cm, 20 cm, and 30 cm. This is an ONGOING dataset.
DOI: 10.6084/m9.figshare.13862456
title: On the Hauck–Donner Effect in Wald Tests: Detection, Tipping Points, and Parameter Space Characterization

description: The Wald test remains ubiquitous in statistical practice despite shortcomings such as its inaccuracy in small samples and lack of invariance under reparameterization. This article develops on another but lesser-known shortcoming called the Hauck–Donner effect (HDE) whereby a Wald test statistic is no longer monotone increasing as a function of increasing distance between the parameter estimate and the null value. Resulting in an upward biased p-value and loss of power, the aberration can lead to very damaging consequences such as in variable selection. The HDE afflicts many types of regression models and corresponds to estimates near the boundary of the parameter space. This article presents several new results, and its main contributions are to (i) propose a very general test for detecting the HDE in the class of vector generalized linear models (VGLMs), regardless of the underlying cause; (ii) fundamentally characterize the HDE by pairwise ratios of Wald and Rao score and likelihood ratio test statistics for 1-parameter distributions with large samples; (iii) show that the parameter space may be partitioned into an interior encased by at least 5 HDE severity measures (faint, weak, moderate, strong, extreme); (iv) prove that a necessary condition for the HDE in a 2 by 2 table is a log odds ratio of at least 2; (v) give some practical guidelines about HDE-free hypothesis testing. Overall, practical post-fit tests can now be conducted potentially to any model estimated by iteratively reweighted least squares, especially the GLM and VGLM classes, the latter which encompasses many popular regression models.
DOI: 10.6084/m9.figshare.13862456.v2
title: On the Hauck–Donner Effect in Wald Tests: Detection, Tipping Points, and Parameter Space Characterization

description: The Wald test remains ubiquitous in statistical practice despite shortcomings such as its inaccuracy in small samples and lack of invariance under reparameterization. This article develops on another but lesser-known shortcoming called the Hauck–Donner effect (HDE) whereby a Wald test statistic is no longer monotone increasing as a function of increasing distance between the parameter estimate and the null value. Resulting in an upward biased p-value and loss of power, the aberration can lead to very damaging consequences such as in variable selection. The HDE afflicts many types of regression models and corresponds to estimates near the boundary of the parameter space. This article presents several new results, and its main contributions are to (i) propose a very general test for detecting the HDE in the class of vector generalized linear models (VGLMs), regardless of the underlying cause; (ii) fundamentally characterize the HDE by pairwise ratios of Wald and Rao score and likelihood ratio test statistics for 1-parameter distributions with large samples; (iii) show that the parameter space may be partitioned into an interior encased by at least 5 HDE severity measures (faint, weak, moderate, strong, extreme); (iv) prove that a necessary condition for the HDE in a 2 by 2 table is a log odds ratio of at least 2; (v) give some practical guidelines about HDE-free hypothesis testing. Overall, practical post-fit tests can now be conducted potentially to any model estimated by iteratively reweighted least squares, especially the GLM and VGLM classes, the latter which encompasses many popular regression models.
DOI: 10.6084/m9.figshare.13862456.v1
title: On the Hauck-Donner Effect in Wald Tests: Detection, Tipping Points and Parameter Space Characterization

description: The Wald test remains ubiquitous in statistical practice despite shortcomings such as its inaccuracy in small samples and lack of invariance under reparameterization. This paper develops on another but lesser-known shortcoming called the Hauck–Donner effect (HDE) whereby a Wald test statistic is no longer monotone increasing as a function of increasing distance between the parameter estimate and the null value. Resulting in an upward biased <i>p</i>-value and loss of power, the aberration can lead to very damaging consequences such as in variable selection. The HDE afflicts many types of regression models and corresponds to estimates near the boundary of the parameter space. This article presents several new results, and its main contributions are to (i) propose a very general test for detecting the HDE in the class of vector generalized linear models (VGLMs), regardless of the underlying cause; (ii) fundamentally characterize the HDE by pairwise ratios of Wald and Rao score and likelihood ratio test statistics for 1-parameter distributions with large samples; (iii) show that the parameter space may be partitioned into an interior encased by at least 5 HDE severity measures (faint, weak, moderate, strong, extreme); (iv) prove that a necessary condition for the HDE in a 2 by 2 table is a log odds ratio of at least 2; (v) give some practical guidelines about HDE-free hypothesis testing. Overall, practical post-fit tests can now be conducted potentially to any model estimated by iteratively reweighted least squares, especially the GLM and VGLM classes, the latter which encompasses many popular regression models.
DOI: 10.6073/pasta/c20e6aa7a2ed1a7a22be9164e3e9f999
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: 5-minute summary wind and air temperature data: 2013 - ongoing

description: 5-minute summary data at NPP M-RABB met station. Average air temperature, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-NORT site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/89b38ed434c7c41da1b6cd3dba5f4f33
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: 1-hour summary data: 2013 - ongoing

description: Hourly summary data at NPP M-RABB met station. Average/maximum/minimum air temperature; average relative humidity and wind direction; average/maximum wind speed; solar radiation; albedo. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-RABB site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/496b198f81eb1d58e8828b4bf09d5ad2
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: 30-minute summary data: 2013 - ongoing

description: 30-minute summary data at NPP M-RABB met station. Average air temperature, relative humidity, wind speed, wind direction, and solar radiation are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-RABB site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/435c4f5d4a205d935a7535243b8e2c89
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP M-RABB met station. Average/maximum/minimum air temperature; average/maximum relative humidity and wind speed and average wind direction; solar radiation; albedo. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-RABB site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Solar radiation is measured at 3m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/dd0f851097ff475e6e2b21e4bc668787
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP M-RABB met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP M-RABB site.. This climate station is operated by the Jornada LTER Program. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437023, knb-lter-jrn.210437038, and knb-lter-jrn.210437053 for the NPP M-RABB met station 30 minute, hourly, and daily summary datasets, respectively. This is an ONGOING dataset.
DOI: 10.6084/m9.figshare.14349527.v2
title: Sensitivity of Western U.S. river basins to seasonally varying climate warming

description: This package includes all the representative data used in the analyses in the paper entitled "Sensitivity of Western U.S. river basins to seasonally varying climate warming", submitted by Zhaoxin Ban and Dennis P. Lettenmaier to <i>Water Resources Research.</i>
DOI: 10.6073/pasta/919cbc1611b20fd2338e5e6b569b8b66
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: Daily average soil volumetric water content data: 2013 - ongoing

description: Daily average of 30-minute Volumetric Water Content at NPP M-RABB met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured and calculated at an automated meteorological station installed at Jornada LTER NPP M-RABB site. The daily average at 3 soil depths is calculated from measurements made every 30 minutes at 10 cm, 20 cm, and 30 cm. This is an ONGOING dataset.
DOI: 10.6073/pasta/0f9c7b5d4cc2df787ba64da55848a57d
title: Jornada Basin LTER: Wireless meteorological station at NPP M-RABB site: 30-minute soil volumetric water content data: 2013 - ongoing

description: 30-minute Soil Moisture data at NPP M-RABB met station. Collection of soil volumetric water content data at Jornada LTER NPP sites, New Mexico, supports the environmental monitoring objectives of the Jornada LTER monitoring program that look at plant-soil water dynamics. Volumetric water content, bulk electrical conductivity, soil temperature, and bulk dielectric permittivity are measured every 30 minutes at an automated meteorological station installed at Jornada LTER NPP M-RABB site. Measurements are made every 30 minutes at 10 cm, 20 cm, and 30 cm soil depths. This is an ONGOING dataset.
DOI: 10.5517/ccdc.csd.cc25m498
title: CCDC 2014389: Experimental Crystal Structure Determination

description: Related Article: Lukáš Smolko, Ivana Špaková, Zuzana Klepcová, Katarína Dubayová, Erika Samoľová, Miroslava Rabajdová, Mária Mareková|2021|J.Mol.Struct.|1237|130312|doi:10.1016/j.molstruc.2021.130312
DOI: 10.6084/m9.figshare.14371715.v2
title: Data.zip

description: Data description: This data set is the mapping data of The Pasadena Urban Trees, and stores the relevant observation street view information of each tree in Json format.Since the project used street lights as the research target before, some parameter names still use "light". In the data, "LightID" records the number of the tree, "LightLng, LightLat" records the true location of the tree, "PanoID" records the Google Street View ID that captured that number, and "PanoLng, PanoLat" records the latitude and longitude of the corresponding street view. "StartX, StartY, EndX, EndY" are used to simulate the position of the line of sight (due to the use of mapping, the corresponding target may not be found on the original image), "imgWidth, imgHeight" record the width and height of the street view image, "imgCenterHeading, imgCenterPitch" record the center pixel of the street view image Azimuth angle and pitch angle.
DOI: 10.5517/ccdc.csd.cc26mr2p
title: CCDC 2044762: Experimental Crystal Structure Determination

description: Related Article: Mengyi Deng, Xia Chen, Zhengyi Shi, Shuangshuang Xie, Yuben Qiao, Gang Chen, Xiaosheng Tan, Yuanyuan Lu, Changxing Qi, Yonghui Zhang|2021|Fitoterapia|151|104882|doi:10.1016/j.fitote.2021.104882
DOI: 10.5517/ccdc.csd.cc26vpkb
title: CCDC 2051442: Experimental Crystal Structure Determination

description: Related Article: Zengchen Liu, Like Wang, Wenping Zhu, Yongjie Ding, Shaohua Liu, Quanzhong Wang, Yahong Chen|2021|Dyes Pigm.|190|109310|doi:10.1016/j.dyepig.2021.109310
DOI: 10.5517/ccdc.csd.cc274m56
title: CCDC 2060017: Experimental Crystal Structure Determination

description: Related Article: GuiQian Huang, HaiLun Zhou, ChengPeng Wang, Chiranjeevulu KASHI, XiaoLiang Ye, WenHua Li, Guan-E Wang, Gang Xu|2021|Inorg.Chem.Commun.|128|108581|doi:10.1016/j.inoche.2021.108581
DOI: 10.5517/ccdc.csd.cc279sfs
title: CCDC 2064985: Experimental Crystal Structure Determination

description: Related Article: Arnold L. Rheingold|2021|CSD Communication|||
DOI: 10.6084/m9.figshare.14378981.v2
title: Ozone and crop yield

description: the global impact of atmospheric O<sub>3</sub> on major crops (wheat, maize, rice, and soybean) production based on:global ozone fumigation experimentsglobal ozone monitoring stationsglobal crop acreage global crop production<br>
DOI: 10.6084/m9.figshare.14376110
title: MRIES's sample data

description: The sample data of MRIES. The MRIES can be be freely downloaded at GitHub (https://github.com/SunKaijia0065/MRIES).
DOI: 10.6084/m9.figshare.14376110.v1
title: MRIES's sample data

description: The sample data of MRIES. The MRIES can be be freely downloaded at GitHub (https://github.com/SunKaijia0065/MRIES).
DOI: 10.6084/m9.figshare.14379059
title: PERMITMW.csv

description: The data set contains data on the Housing Start and Building Permit of the US National level and the four census regions. They all are in csv format.
DOI: 10.6073/pasta/931e3121accca459fc31f249942ca65f
title: Jornada Basin LTER: Wireless meteorological station at NPP M-WELL site: 5-minute summary wind and air temperature data: 2013 - ongoing

description: 5-minute summary data at NPP M-WELL met station. Average air temperature, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-WELL site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/d91896466c5acf76db533979d2452b1f
title: Jornada Basin LTER: Wireless meteorological station at NPP M-WELL site: 1-hour summary data: 2013 - ongoing

description: Hourly summary data at NPP M-WELL met station. Average/maximum/minimum air temperature; average relative humidity and wind direction; average/maximum wind speed. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-WELL site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/ab40a1b84ea6203ff15461ce9d300b78
title: Jornada Basin LTER: Wireless meteorological station at NPP M-WELL site: 30-minute summary data: 2013 - ongoing

description: 30-minute summary data at NPP M-WELL met station. Average air temperature, relative humidity, wind speed and wind direction are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-WELL site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/e413f5677ffedae30a2935cdd9a54222
title: Jornada Basin LTER: Wireless meteorological station at NPP M-WELL site: Daily summary data: 2013 - ongoing

description: Daily summary data at NPP M-WELL met station. Average/maximum/minimum air temperature; average/maximum relative humidity and wind speed and average wind direction. These are measured and calculated based on 1-second scan rate of all sensors located at an automated meteorological station installed at Jornada LTER NPP M-WELL site. Wind speed is measured at 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This climate station is operated by the Jornada LTER Program. This is an ONGOING dataset.
DOI: 10.6073/pasta/4b40ae3cfefd8020cdd4f04261c2ec81
title: Jornada Basin LTER: Wireless meteorological station at NPP M-WELL site: 1-second summary precipitation data: 2013 - ongoing

description: 1-second summary precipitation data at NPP M-WELL met station. Total precipitation per second is recorded only if there is measurable precipitation. This is recorded at an automated meteorological station installed at Jornada LTER NPP M-WELL site.. This climate station is operated by the Jornada LTER Program. IMPORTANT: Rainfall is only recorded when a bucket tip occurs on the tipping bucket rain gauge. If there is missing data due to equipment or other problems, there will be no indication of this within this dataset. The user needs to review precipitation values in the 30 minute or hourly summary datasets to determine if there are missing data in this 1 second detailed precipitation dataset. Reference the package i.d.'s knb-lter-jrn.210437024, knb-lter-jrn.210437039, and knb-lter-jrn.210437054 for the NPP M-WELL met station 30 minute, hourly, and daily summary datasets, respectively. This is an ONGOING dataset.