Data supporting figures and tables in Attention-Based Framework for Automated Symbol Recognition and Wiring Design in Electrical Diagrams by 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. by Marwah Salman (22593380)

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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 by 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. by Virgil Christian Garcia Castillo (19688355)

Subjects: “…interest determination algorithm…”

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

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Algorithm process. by Wei Cui (92129)

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

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

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

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

Access time test results. by Yonggang Huang (223155)

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

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

COMET: A Machine-Learning Framework Integrating Ligand-Based and Target-Based Algorithms for Elucidating Drug Targets by 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 by 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 by 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. by Jintao Li (448681)

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

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

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Comparison of city decoders trained on session one and session two data. by Sam Hall-McMaster (10343795)

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