Overall scheme of multi-source heterogeneous data processing. by Songsong Wang (8088293)

Subjects: “…necessitating extensive data…”

General model performance for different algorithms. by Binghan Xue (21253235)

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

“…Decoding from functional magnetic resonance imaging data revealed that solutions from the SF&GPI algorithm were activated on test tasks in visual and prefrontal cortex. …”

Data & code. by Mingming Li (502877)

Automated Analysis of Astrocyte Cell Connectivity After Laser Ablation Using Machine Learning and Path-Finding Algorithms by Connor Lee (22327243)

“…Astrocytes, critical glial cells in the central nervous system, exhibit calcium spikes in response to injury, but manual annotation of imaging data is time-consuming and prone to bias. The study integrates Cellpose 2.0 for automated segmentation of nuclei and cytoplasm with a heuristic A* path-finding algorithm to classify cellular connectivity. …”

Overview of the proposed process with data processing, model development, model evaluation and explainability. by Md Amir Hamja (20495951)

Subjects:

Flowchart of the study. by Usman Haider (12630481)

“…The RF chain is made to keep the beamforming weights of subarray antenna elements in a TDM fashion. In this paper, two dynamic clustering algorithms are proposed. …”

Channel capacity of MIMO system with variable . by Usman Haider (12630481)

“…The RF chain is made to keep the beamforming weights of subarray antenna elements in a TDM fashion. In this paper, two dynamic clustering algorithms are proposed. …”

Folder with all data and algorithms by Jorge Servert Lerdo de Tejada (22290001)

The comparison of results from the proposed architecture and state-of-the-art algorithms on the UNSW-B15, NSL-KDD and KDDCUP’99 dataset. by Abdullah Asım Yılmaz (20715311)

Re-identification risk. by Severin Elvatun (20606218)

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Illustrative example. by Severin Elvatun (20606218)

Subjects:

Generator selection. by Severin Elvatun (20606218)

Subjects:

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

“…</li><li>Validation Results on CGHD and DCD_Datasets (Table 6).</li><li>Wiring algorithm evaluation metrics (Table 7).</li></ul><p dir="ltr">Each table is provided in <b>CSV format</b> that maps the data file to the corresponding figure or table in the paper.…”

Flow chart for data acquisition and processing. by Micanaldo Ernesto Francisco (18723706)

“…</p><p>Principal findings</p><p>At higher resolutions, the dengue incidence data were zero-inflated, which was insufficient for quantitative pattern extraction of relationships between dengue incidence and environmental variables by ML. …”

Data supporting figures and tables in Reimagining Electrical Diagrams in Construction: Automated Symbol Detection and Wiring Design and Generation with Deep Learning by IKENNA EKEKE (20996041)

“…</li><li>Evaluating automated wiring algorithms using modified A* search for layout optimisation.…”

Overview of CINner’s mathematical model and simulation algorithm. by Khanh N. Dinh (20549532)

Comparison of feature subset sizes for different competitor algorithms, and the top-ranked results are shown in bold. by Genliang Li (5816264)

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Comparison of classification error rates for different competitor algorithms, with the top-ranked results shown in bold. by Genliang Li (5816264)

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Top 15 hub genes in five algorithms. by Tianqi Liu (1625776)