Multi-scale contrast-to-noise ratio (MS-CNR): a novel metric for quantitative defect characterisation without manual region specification حسب R. Usamentiaga (20670179)

"…<p>In numerous research domains where imaging plays a pivotal role in analysing specific objects or processes, it is crucial to quantitatively evaluate the performance of acquisition systems and processing algorithms in differentiating the target from its background. …"

Variables for SVM. حسب Yoshimasa Ohmoto (19862184)

"…Machine learning is a powerful technique for learning predictive models from movement data, so drawing processes and product characteristics can be objectively evaluated. …"

The best leave-one-out cross-validation results. حسب Yoshimasa Ohmoto (19862184)

"…Machine learning is a powerful technique for learning predictive models from movement data, so drawing processes and product characteristics can be objectively evaluated. …"

Participant characteristics. حسب Yoshimasa Ohmoto (19862184)

"…Machine learning is a powerful technique for learning predictive models from movement data, so drawing processes and product characteristics can be objectively evaluated. …"

Machine learning-driven construction and validation of an intra-tumoral heterogeneity-associated prognostic model for bladder urothelial carcinoma حسب Yiwei Gu (11870279)

"…Transcriptomic and clinical data from multiple public cohorts were collected and processed. …"

Table 1_Exploring potential therapeutic targets for small cell lung cancer based on transcriptomics combined with Mendelian randomization analysis.xlsx حسب Zhicheng Liao (18193337)

"…</p>Methods<p>In this study, we extracted the SCLC dataset from the Gene Expression Omnibus (GEO) database, processed the data, and screened out differentially expressed genes (DEGs) using R software. …"

Image 2_Exploring potential therapeutic targets for small cell lung cancer based on transcriptomics combined with Mendelian randomization analysis.pdf حسب Zhicheng Liao (18193337)

"…</p>Methods<p>In this study, we extracted the SCLC dataset from the Gene Expression Omnibus (GEO) database, processed the data, and screened out differentially expressed genes (DEGs) using R software. …"

Image 1_Exploring potential therapeutic targets for small cell lung cancer based on transcriptomics combined with Mendelian randomization analysis.pdf حسب Zhicheng Liao (18193337)

"…</p>Methods<p>In this study, we extracted the SCLC dataset from the Gene Expression Omnibus (GEO) database, processed the data, and screened out differentially expressed genes (DEGs) using R software. …"

Table 1_WCSGNet: a graph neural network approach using weighted cell-specific networks for cell-type annotation in scRNA-seq.xlsx حسب Yi-Ran Wang (5938265)

"…We introduce WCSGNet, a graph neural network-based algorithm for automatic cell-type annotation that leverages Weighted Cell-Specific Networks (WCSNs). …"

Image 1_WCSGNet: a graph neural network approach using weighted cell-specific networks for cell-type annotation in scRNA-seq.tif حسب Yi-Ran Wang (5938265)

"…We introduce WCSGNet, a graph neural network-based algorithm for automatic cell-type annotation that leverages Weighted Cell-Specific Networks (WCSNs). …"

Table 2_WCSGNet: a graph neural network approach using weighted cell-specific networks for cell-type annotation in scRNA-seq.docx حسب Yi-Ran Wang (5938265)

"…We introduce WCSGNet, a graph neural network-based algorithm for automatic cell-type annotation that leverages Weighted Cell-Specific Networks (WCSNs). …"

Table 2_Using AlphaFold-Multimer to study novel protein-protein interactions of predation essential hypothetical proteins in Bdellovibrio.xlsx حسب Ibukun John Abulude (21084308)

"…Here, we overlapped attack phase genes from B. bacteriovorus transcriptomic data sets and from transposon sequencing data sets to generate a set of proteins that are both expressed at the attack phase and are necessary for predation, which we termed Attack Phase Predation-Essential Proteins (AP-PEP). …"

Table 1_Using AlphaFold-Multimer to study novel protein-protein interactions of predation essential hypothetical proteins in Bdellovibrio.xlsx حسب Ibukun John Abulude (21084308)

"…Here, we overlapped attack phase genes from B. bacteriovorus transcriptomic data sets and from transposon sequencing data sets to generate a set of proteins that are both expressed at the attack phase and are necessary for predation, which we termed Attack Phase Predation-Essential Proteins (AP-PEP). …"

Supplementary file 1_OncoPSM: an interactive tool for cost-effectiveness analysis using partitioned survival models in oncology trial.xlsx حسب Xulong Qiu (22123102)

"…</p>Methods<p>We extracted data from Kaplan-Meier (KM) curves, reconstructed individual patient data (IPD) using an iterative KM algorithm, and fitted parametric survival functions to the IPD data. …"

Optical Tactile (TacTip) Dataset for texture classification حسب Dexter Shepherd (13238508)

"…We have two parts of this dataset "X_data_15" and "X_data_gel_15". The first one is a sensor that uses clear silicone, and the second makes use of a clear gel. …"

Image 1_Constructing ancestral recombination graphs through reinforcement learning.eps حسب Mélanie Raymond (21195551)

"…By learning to construct ARGs just from the data, our method differs from conventional methods that rely on heuristic rules or complex theoretical models.…"

Image 2_Constructing ancestral recombination graphs through reinforcement learning.eps حسب Mélanie Raymond (21195551)

"…By learning to construct ARGs just from the data, our method differs from conventional methods that rely on heuristic rules or complex theoretical models.…"

Image 3_Constructing ancestral recombination graphs through reinforcement learning.eps حسب Mélanie Raymond (21195551)

"…By learning to construct ARGs just from the data, our method differs from conventional methods that rely on heuristic rules or complex theoretical models.…"

Workflow for identifying ortholog expression, expression models, and key regulators in <i>S. lycopersicum</i> and <i>S. pennellii.</i> حسب J. Sebastián Contreras-Riquelme (21395362)

"…Orthologs between <i>S. lycopersicum</i> and <i>S. pennellii</i> were identified using a bidirectional <i>BlastP</i> approach. RNA-seq data were processed to estimate the ortholog expression levels in both species under drought conditions using Kallisto. …"

Vehicle horn sound classification datasets حسب Junxi Kang (20516582)

"…</p><h2>Table of Contents</h2><ul><li><a href="#overview" target="_blank">Overview</a></li><li><a href="#dataset-contents" target="_blank">Dataset Contents</a></li><li><a href="#data-collection-process" target="_blank">Data Collection Process</a></li><li><a href="#usage" target="_blank">Usage</a></li><li><a href="#acknowledgements" target="_blank">Acknowledgements</a></li><li><a href="#copyright" target="_blank">Copyright</a></li><li><a href="#disclaimer" target="_blank">Disclaimer</a></li></ul><h2>Dataset Contents</h2><ul><li><b>Total Categories:</b> 10 different car horn types</li><li><b>File Format:</b> WAV</li><li><b>Number of Files:</b> Multiple files per horn type, totaling [200] recordings</li><li><b>Duration:</b> Each recording ranges from [5 seconds]</li></ul><h2>Data Collection Process</h2><p dir="ltr">The dataset was created using <b>Audacity</b>, a free, open-source audio editing software, in conjunction with the video game <b>Forza Horizon 4</b>. …"