Supporting data for "Interpreting complex ecological patterns and processes across differentscales using Artificial Intelligence" by Yifei Gu (9507104)

Comparison of encryption and decryption time using different methods. by Yonggang Huang (223155)

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Prediction of pharmaceuticals occurrence based on sales data and Machine learning algorithms. by Júlia Bijos (14489543)

“…</p><p dir="ltr"><b>Antibioticos/Carbamazepina</b>: contains the main codes of the prediction models to classify the occurrence concentrations of some antibiotics and Carbamazepine, by tree boosting algorithms.</p><p dir="ltr"><b><u>Sensitivity Analysis</u></b></p><p dir="ltr"><b>cargas25_50_75_AS:</b> contains the pre processed updated dataset of pharmaceuticals sales data for the 3 scenarium conditions.…”

Precision Recall data. by Lai Yingdong (22403854)

The ANFIS algorithm details. by Mohammadmahdi Taheri (21722285)

“…In the first stage, the pharmaceutical industry data collected from the Tehran Stock Exchange (TSE) website is used to apply the robust ratio data envelopment analysis (RR-DEA) in GAMS software with respect to some specific financial indicators to determine efficient stocks in conditions of data uncertainty. …”

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. …”

Optimization process of adaptive weight adjustment based on the SCSO. by Fengning Liang (20927493)

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

Data transfer time (s) from GPU to CPU in different ncol cases when using CUDA stream technology. by Yongfei Wang (608480)

Data transfer time (s) from CPU to GPU in different ncol cases when using CUDA stream technology. by Yongfei Wang (608480)

Data augmentations used on the data during model training. by Henrik Mustonen (20378529)

Risk element category diagram. by Yao Hu (3479972)

“…This article extracted features related to risk assessment, such as weather factors, airport facility inspections, and security check results, and conducted qualitative and quantitative analysis on these features to generate a datable risk warning weight table. This article used these data to establish an LSTM model, which trained LSTM to identify potential risks and provide early warning by learning patterns and trends in historical data. …”

Average processing time versus GPU utilization. by Shinan Ding (20783580)

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Machine learning prediction algorithm flow chart. by Ahmad M. Al-Omari (20460931)

GA process. by Jianpeng Zhang (528185)

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Classification performance of each category of the test set in MLP during the improved processes. by Lu Xiao (314030)

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Classification performance of the entire test set in the MLP classifier during the improved processes. by Lu Xiao (314030)

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DeepGlobe Land Cover Classification Examples: Shows satellite images processed by classification algorithms, with land cover types such as agricultural land, forests, urban areas,... by Mingzhen Lu (21782047)

Typical results of using the WSINDy algorithm for example problem L.3 in Table 2 with the library presented in Table 3, , and 50 points in time. by Rainey Lyons (22806496)

Ablation comparison experimental data. by Tengfei Ma (597633)