Training and test routes for simulated agents navigating using insect inspired strategies حسب Amany Said Amin (11234025)

"…</p><p dir="ltr">For code analysing this data see: <a href="https://github.com/amanyazevedoamin/RecapitulatedTrackConvergence" rel="noreferrer" target="_blank">https://github.com/amanyazevedoamin/RecapitulatedTrackConvergence</a></p><p dir="ltr">All trajectories are 2D and stored as csv files with headings of 'x','y' and 'heading' (degrees)</p><p dir="ltr">The folder names encode the following:</p><p dir="ltr">The first 3 characters corresponds to the training route length: "EXT" is 20m, "LON" is a longer 100m training route</p><p dir="ltr">The second 3 characters refer to the route recapitulation strategy in use.…"

Additional file 1 of The origin and evolution of cultivated rice and genomic signatures of heterosis for yield traits in super-hybrid rice حسب Yiyong Zhao (21466062)

"…A chi-square test was conducted comparing transposable elements (TEs) annotated in the japonica representative Nipponbare and the indica representative 93–11 against duplicated genes. …"

Table 1_An immunotherapy guide constructed by cGAS-STING signature for breast cancer and the biofunction validation of the pivotal gene HOXC13 via in vitro experiments.docx حسب Zhenling Dai (22011134)

"…In this study, we aim to explore the role of the cGAS-STING pathway in breast cancer immunotherapy resistance.</p>Methods<p>Multiple machine learning algorithms were applied to construct an immunotherapy subgroup model and in vitro experiments were performed to verify the HOXC13 in regulating BRCA immunity.…"

Image 2_An immunotherapy guide constructed by cGAS-STING signature for breast cancer and the biofunction validation of the pivotal gene HOXC13 via in vitro experiments.tif حسب Zhenling Dai (22011134)

"…In this study, we aim to explore the role of the cGAS-STING pathway in breast cancer immunotherapy resistance.</p>Methods<p>Multiple machine learning algorithms were applied to construct an immunotherapy subgroup model and in vitro experiments were performed to verify the HOXC13 in regulating BRCA immunity.…"

Image 1_An immunotherapy guide constructed by cGAS-STING signature for breast cancer and the biofunction validation of the pivotal gene HOXC13 via in vitro experiments.tif حسب Zhenling Dai (22011134)

"…In this study, we aim to explore the role of the cGAS-STING pathway in breast cancer immunotherapy resistance.</p>Methods<p>Multiple machine learning algorithms were applied to construct an immunotherapy subgroup model and in vitro experiments were performed to verify the HOXC13 in regulating BRCA immunity.…"

Supplementary file 1_An interpretable stacking ensemble model for high-entropy alloy mechanical property prediction.docx حسب Songpeng Zhao (21563714)

"…Three machine learning algorithms-Random Forest (RF), Extreme Gradient Boosting (XGBoost), and Gradient Boosting (Gradient Boosting)-were integrated into a multi-level stacking ensemble, with Support Vector Regression serving as the meta-learner. …"

iNCog-EEG (ideal vs. Noisy Cognitive EEG for Workload Assessment) Dataset حسب Fariya Bintay Shafi (21692408)

"…Inside each folder, four <b>.EDF</b> files represent the workload conditions:</p><pre><pre>subxx_nw.EDF → No Workload (resting state) <br>subxx_lw.EDF → Low Workload (easy multitasking) <br>subxx_mw.EDF → Moderate Workload (medium multitasking) <br>subxx_hw.EDF → High Workload (hard multitasking) <br></pre></pre><ul><li><b>Subjects 01–30:</b> Clean EEG recordings</li><li><b>Subjects 31–40:</b> Noisy EEG recordings with real-world artifacts</li></ul><p dir="ltr">This structure ensures straightforward differentiation between clean vs. noisy data and across workload levels.</p><h3>Applications</h3><p dir="ltr">This dataset can be applied to a wide range of research areas, including:</p><ul><li>EEG signal denoising and artifact rejection</li><li>Binary and hierarchical <b>cognitive workload classification</b></li><li>Development of <b>robust Brain–Computer Interfaces (BCIs)</b></li><li>Benchmarking algorithms under <b>ideal and noisy conditions</b></li><li>Multitasking and mental workload assessment in <b>real-world scenarios</b></li></ul><p dir="ltr">By combining controlled multitasking protocols with deliberately introduced environmental noise, <b>iNCog-EEG provides a comprehensive benchmark</b> for advancing EEG-based workload recognition systems in both clean and challenging conditions.…"

Supplementary information files for "Explainable machine learning models for predicting the ultimate bending capacity of slotted perforated cold-formed steel beams under distortion... حسب L Simwanda (19921680)

"…Utilizing a dataset from 432 non-linear finite element analysis simulations of CFS Lipped channels, ten ML algorithms, including four basic and six ensemble models, were evaluated. …"

Processed InShaPe dataset: Large-scale multi-shape phase retrieval dataset for PBF-LB/M laser beam shaping SLM phase mask estimation. حسب Shengyuan Yan (22248700)

"…Each paired sample contains one intensity profile of the aberrated beam shape in an imaging plane 5 times Rayleigh length before the back focal plane and one corresponding aberrated SLM phase mask that generated the aberrated beam shape. …"

Table 1_Erannis jacobsoni disturbance detection based on unmanned aerial vehicle red edge spectral features.docx حسب Liga Bai (22156009)

"…This study aims to provide with rapid and precise pest occurrence data, enabling timely and effective control measures to preserve and enhance the agroforestry ecological environment. …"

Image 2_Erannis jacobsoni disturbance detection based on unmanned aerial vehicle red edge spectral features.jpg حسب Liga Bai (22156009)

"…This study aims to provide with rapid and precise pest occurrence data, enabling timely and effective control measures to preserve and enhance the agroforestry ecological environment. …"

Image 1_Erannis jacobsoni disturbance detection based on unmanned aerial vehicle red edge spectral features.jpg حسب Liga Bai (22156009)

"…This study aims to provide with rapid and precise pest occurrence data, enabling timely and effective control measures to preserve and enhance the agroforestry ecological environment. …"

MyoLeg: A Lower-Limb sEMG and IMU Dataset for Gait Phase Recognition Using a Low-Cost Wearable Armband Around The Shank حسب Rami Mobarak (22746707)

"…This dataset addresses the need for affordable, reproducible, and portable sEMG data to facilitate the development of algorithms for prosthetic control, exoskeletons, and clinical gait analysis. …"

A tool to generate genomewide haplotype by stitching smaller haplotype blocks in hybrid samples. حسب Bishwa Giri (20922854)

"…</p><p dir="ltr">We built a group of haplotype phasing tools/algorithms: Phase-Extender, Phase-Stitcher. <br>These tools aim to fulfill the following major requirements - be able to customize parameters during haplotype phasing and run haplotype phasing using genotype containing unphased and read-backed-phased VCF data. …"

Image 3_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.pdf حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 1_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.tif حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 4_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.pdf حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 2_An in silico evaluation of lorlatinib as a potential therapy for novel amino acid substitutions in the tyrosine kinase domain of the ALK protein associated with cancer.png حسب Richard Junior Zapata Dongo (17912565)

"…<p>The anaplastic lymphoma kinase (alk) gene on chromosome 2 encodes a receptor tyrosine kinase protein essential for key signaling pathways regulating cell proliferation and differentiation. …"

Table 2_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.csv حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 5_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.tif حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"