Data supporting figures and tables in Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams حسب IKENNA CLEMENT EKEKE (20995226)

"…<h3><b>Dataset Description for Figshare</b></h3><p dir="ltr">This dataset supports the findings of the research titled:</p><p dir="ltr"><b>"Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams"</b></p><p dir="ltr"><b>Authors:</b> Ikenna Ekeke, Carlos Francisco Moreno-García, Eyad Elyan<br><b>Affiliation:</b> Robert Gordon University, Aberdeen, Scotland, UK<br><b>Date:</b> April 2025</p><h4><b>Overview</b></h4><p dir="ltr">The research presents an end-to-end deep learning framework combining <b>YOLOv8 object detection</b> with <b>attention mechanisms</b> to improve symbol recognition in electrical diagrams, followed by a <b>graph-based wiring algorithm</b> that automates wire routing between detected symbols. …"

Overview of the proposed methodology for the ML regressor selection process and model evaluation. حسب Marwah Salman (22593380)

الموضوعات:

Table 1_Intra- and inter-rater reliability in log volume estimation based on LiDAR data and shape reconstruction algorithms: a case study on poplar logs.docx حسب Gabriel Osei Forkuo (16752444)

"…Computer-based algorithms like Poisson interpolation and Random Sampling and Consensus (RANSAC) are commonly used to extract volume data from LiDAR point clouds, and comparative studies have tested these algorithms for accuracy. …"

Groupwise comparison of formalin- and PBS-injected mice’s DRN activity using ROI algorithm and whole frame averages. حسب Virgil Christian Garcia Castillo (19688355)

الموضوعات: "…interest determination algorithm…"

Data and code resources. حسب Sam Hall-McMaster (10343795)

الموضوعات:

Algorithm process. حسب Wei Cui (92129)

Partial results of the chi-square test. حسب Wenguang Li (6528113)

الموضوعات:

Noise reduction on testing sets from STEAD. حسب Zhenjing Yao (22189970)

"…We propose a novel seismic random noise suppression method based on enhanced variational mode decomposition (VMD) with grey wolf optimization (GWO) algorithm, which applies the envelope entropy to evaluate the wolf individual fitness, determine the grey wolf hierarchy, and obtain the optimized key elements <i><i>K</i></i> and <i>α</i> in VMD. …"

Local contrast enhancing using CLAHE algorithm is necessary for optimized cell segmentation by <i>PUPAID</i>. حسب Paul Régnier (17114845)

Time-lapse microscopy movie from the bacterial mother machine test set processed by Cell-TRACTR. حسب Owen M. O’Connor (11965460)

Time-lapse microscopy movie from the mammalian DeepCell test set processed by Cell-TRACTR. حسب Owen M. O’Connor (11965460)

Access time test results. حسب Yonggang Huang (223155)

الموضوعات:

Choice behavior on individual test tasks. حسب Sam Hall-McMaster (10343795)

الموضوعات:

The method for determining the chemical constituents of unknown materials in the algorithm. حسب Dong Hyeok Choi (12562048)

COMET: A Machine-Learning Framework Integrating Ligand-Based and Target-Based Algorithms for Elucidating Drug Targets حسب Haojie Wang (3072141)

"…We have developed a computational target-fishing method, termed COMET, which integrates ligand-based similarity scores with target-based binding scores into a random forest algorithm for target ranking. …"

COMET: A Machine-Learning Framework Integrating Ligand-Based and Target-Based Algorithms for Elucidating Drug Targets حسب Haojie Wang (3072141)

"…We have developed a computational target-fishing method, termed COMET, which integrates ligand-based similarity scores with target-based binding scores into a random forest algorithm for target ranking. …"

COMET: A Machine-Learning Framework Integrating Ligand-Based and Target-Based Algorithms for Elucidating Drug Targets حسب Haojie Wang (3072141)

"…We have developed a computational target-fishing method, termed COMET, which integrates ligand-based similarity scores with target-based binding scores into a random forest algorithm for target ranking. …"

Results of RF algorithm screening factors. حسب Jintao Li (448681)

Performance comparison of MFPSP with existing predictors on independent test data. حسب Chao Wang (146527)

Decoding evidence for policies on each individual test task. حسب Sam Hall-McMaster (10343795)

الموضوعات: