Data associated with "Functional specialisation of multisensory temporal integration in the mouse superior colliculus" by Gaia Bianchini (7570553)

“…</p><p><br></p><p dir="ltr"><b>2.decoder_datasets</b><br>Contains outputs of classification algorithms trained on the <code>delay_tuning_dataset</code>.…”

Supporting Data for “All-temperature barocaloric effects at pressure-induced phase transitions” by Zhao Xueting (21796316)

“…The structure search for the low-temperature phase was conducted using the generic evolutionary algorithm implemented in the USPEX code^42–44. …”

MEE2025-Integrated movement models for individual tracking and species distribution data-Supplement by Frances Buderman (17775255)

“…</i><i>Integrated movement models for individual tracking and species distribution data. Methods in Ecology and Evolution.</i></p><p dir="ltr">supplement.data.rdata is an R workspace containing simulated data<br>supplement.code.R is an R script to fit the model<br>mcmc.jmm.ou.R is the MCMC sampler for the model, called by supplement.code.R</p><p dir="ltr">out.sim.rdata contains samples from fitting the MCMC algorithm to the simulated data</p><p dir="ltr"><br></p>…”

Supplementary file 3_The AMerican PREGNANcy Mother–Child CohorT: description and prevalence of baseline outcomes and medication dispensing.docx by Lisiane F. Leal (21986330)

“…We updated and implemented a hierarchical algorithm using ICD-9-CM and ICD-10-CM codes to identify pregnancies in individuals aged 15–45 years (2003–2021). …”

Supplementary file 2_The AMerican PREGNANcy Mother–Child CohorT: description and prevalence of baseline outcomes and medication dispensing.xlsx by Lisiane F. Leal (21986330)

“…We updated and implemented a hierarchical algorithm using ICD-9-CM and ICD-10-CM codes to identify pregnancies in individuals aged 15–45 years (2003–2021). …”

Supplementary file 1_The AMerican PREGNANcy Mother–Child CohorT: description and prevalence of baseline outcomes and medication dispensing.xlsx by Lisiane F. Leal (21986330)

“…We updated and implemented a hierarchical algorithm using ICD-9-CM and ICD-10-CM codes to identify pregnancies in individuals aged 15–45 years (2003–2021). …”

Unsupervised Concept Discovery for Deep Weather Forecast Models with High-Resolution Radar Data by Soyeon Kim (533382)

“…We provide comprehensive analyses of the clustered patterns grounded in meteorological theory, highlighting the potential of knowledge discovery of meteorological mechanisms from nonlinear, data-driven models.</p><p dir="ltr">This repository contains experimental code in Python scripts, Jupyter Notebook files, and a dataset for the extracted psuedo clusters.…”

Data Sheet 1_MACRPO: Multi-agent cooperative recurrent policy optimization.pdf by Eshagh Kargar (20458304)

Supporting Data for "Intelligent prediction of steel corrosion in cementitious materials via machine learning" by Haodong Ji (11129136)

“…</p><ul><li><b>Chapter </b><b>3</b> contains laboratory corrosion data of steel under carbonation conditions. The dataset includes 16 variables and 180 groups, along with code implementing relevant regression algorithms.…”

Australian Institution Co-authorship Collaboration Patterns DataArena exhibition March 4th by Simon Porter (1364613)

“…</p><p dir="ltr"><b>Methodology:</b></p><p dir="ltr">Graph layout: Batchlayout [1]</p><p dir="ltr">Clustering: Leiden Algorithm [2]</p><p dir="ltr">3d Layout: Blender [3]</p><p dir="ltr">Data: Dimensions [4]</p><p dir="ltr">Music for Animation: Scientific Cathedral (Instrumental Mix) <a href="https://soundcloud.com/roaming-mosaics" target="_blank">Roaming Mosaics</a></p><p>[5]</p><p dir="ltr">Music for DataArena: Michele Pasin Dreamy pianos - Study No 1 in C Minor (2023-12) [6]</p>…”

Research on Olympic medal prediction based on GA-BP and logistic regression model Extended data by Sanglin Zhao (20599835)

“…</p><p dir="ltr">Including data and code (Matlab)</p>…”

Survey Data on NSSI, Stress Response, Emotional Regulation Strategies and gender in Chinese Undergraduates by Yilin Ma (21154754)

“…</li></ul><p dir="ltr"><b>Data Collection and Measures</b></p><p dir="ltr"><b>1. …”

Integrated Error Correction to Enhance Efficiency of Digital Data Storage Based on DNA Nanostructures by Cuiping Mao (1474171)

“…However, errors during DNA reading pose challenges to data integrity. Conventional error-correcting codes add redundancy during encoding to ensure data integrity, thereby reducing storage density and increasing costs. …”

supporting data for PHD thesis entitled " Arousal Regulation and Neurofeedback Treatment for ADHD Children" by Yuliang Wang (9151616)

“…Analyses use standardized mean differences (Hedges g) under random-effects models, stratified by comparator type (medicine, active, sham, passive) and, where applicable, contrasted across protocol families (customised algorithm, SCP, SMR, TBR).</p><p dir="ltr">The supporting dataset contains the <b>raw arm-level descriptive statistics</b> required to compute effect sizes: per study, outcome, and timepoint it lists group means, standard deviations, and sample sizes for neurofeedback and control arms, along with rater, comparator category, protocol type, and outcome direction coding (so higher values consistently reflect the intended construct). …”

Data Sheet 1_Double array system identification research based on LSTM neural network.docx by Chunhua Gao (14307801)

“…This indicates that the algorithm can accurately reproduce the characteristics of the shaking table itself and shows good performance in time series prediction and data mining. …”

Raw experimental data for "A Novel Method for Extraction of Front Boundary Agents in Multi-agent Systems" by Yang Fengying (21518531)

“…</p><p dir="ltr">Researchers interested in accessing the source code of the algorithm may contact the corresponding author.…”

Data from "CoLaML: Inferring latent evolutionary modes from heterogeneous gene content" by Shun Yamanouchi (20616875)

fused map.zip by wenqing li (22081397)

“…<p dir="ltr">To improve the spatial and temporal reliability of LC patterns in ecologically heterogeneous regions, we adopted a multi-source data fusion approach based on the RF classification algorithm implemented on the GEE platform. …”

Biomass data and prediction model of rice heading stage in Haitang district, Sanya City, Hainan Province. by Wanyi He (14164810)

“…</p><p dir="ltr">2. "Data Set" folder: contains all data extracted from UAV images of sampling points, raw biomass modeling data and normalized biomass modeling data, providing rich data resources for subsequent research.…”

Data Sheet 1_Research on identification method of bituminous coal based on terahertz time-domain spectroscopy.zip by Shuguang Miao (21074276)

“…The results show that the terahertz time-domain spectroscopy combined with machine learning algorithm can accurately identify different kinds of bituminous coal, and the model classification effect based on terahertz absorption coefficient spectrum is better than that of the model based on refractive index spectroscopy, which provides a new idea for coal mining and utilization.…”