Simple implementation examples of agent AI on free energy calculation and phase-field simulation حسب Toshiyuki Koyama (22828581)

"…</p> <p>Using Gibbs energy calculations and diffusion simulations as examples, we demonstrated the implementation method and usefulness of simple agent AI, where sample python codes are distributed as supplemental materials.…"

Probabilities of normal and various cyber attack types over time sequence. حسب Mohanad Faeq Ali (21354273)

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Graphical abstract of HCAP. حسب Mohanad Faeq Ali (21354273)

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Recall analysis. حسب Mohanad Faeq Ali (21354273)

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FPR and FNR analysis based on varying cyber attack types. حسب Mohanad Faeq Ali (21354273)

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Analysis of IoMT data sources. حسب Mohanad Faeq Ali (21354273)

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Prediction accuracy on varying attack types. حسب Mohanad Faeq Ali (21354273)

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<b> </b> Precision analysis. حسب Mohanad Faeq Ali (21354273)

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Convergence rate analysis. حسب Mohanad Faeq Ali (21354273)

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Computational efficiency. حسب Mohanad Faeq Ali (21354273)

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FPR and FNR analysis based on different time steps. حسب Mohanad Faeq Ali (21354273)

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Performance comparison of cyber security techniques in IoMT healthcare devices. حسب Mohanad Faeq Ali (21354273)

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Prediction accuracy analysis over time steps. حسب Mohanad Faeq Ali (21354273)

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Impact of cyberattack types on IoMT devices. حسب Mohanad Faeq Ali (21354273)

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LSTM algorithm for cyber attack prediction in IoMT. حسب Mohanad Faeq Ali (21354273)

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IoMT devices and attack overview in the CICIoMT2024 dataset. حسب Mohanad Faeq Ali (21354273)

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The codes and data for "A Graph Convolutional Neural Network-based Method for Predicting Computational Intensity of Geocomputation" حسب FirstName LastName (20554465)

"…</li><li>The <b>CIPrediction</b> folder contains model training code.</li><li>The <b>ParallelComputation</b> folder contains geographic computation code.…"

The codes and data for "A Graph Convolutional Neural Network-based Method for Predicting Computational Intensity of Geocomputation" حسب FirstName LastName (20554465)

"…</li><li>The <b>CIPrediction</b> folder contains model training code.</li><li>The <b>ParallelComputation</b> folder contains geographic computation code.…"

World map demonstrating the countries that have implemented some level of liberal drug policies versus countries that had publications included in this scoping review. حسب Mana Mohebbian (22439269)

Data and code for: Automatic fish scale analysis حسب Christian Vogelmann (21646472)

"…</p><h3>Includeed in this repository:</h3><ul><li><b>Raw data files:</b></li><li><code>comparison_all_scales.csv</code> – comparison_all_scales.csv - manually verified vs. automated measurements of 1095 coregonid scales</li></ul><ul><li><ul><li><code>Validation_data.csv</code> – manually measured scale data under binocular</li><li><code>Parameter_correction_numeric.csv</code> – calibration data (scale radius vs. fish length/weight)</li></ul></li><li><b>Statistical results:</b></li><li><ul><li><code>comparison_stats_core_variables.csv</code> – verification statistics (bias, relative error, limits of agreement)</li><li><code>Validation_statistics.csv</code> – summary statistics and model fits (manual vs. automated)</li></ul></li><li><b>Executable script (not GUI):</b></li><li><ul><li><code>Algorithm.py</code> – core processing module for scale feature extraction<br>→ <i>Note: The complete Coregon Analyzer application (incl. …"