Algoritmo de clasificación de expresiones de odio por tipos en español (Algorithm for classifying hate expressions by type in Spanish) حسب Daniel Pérez Palau (11097348)

"…</li></ul><p dir="ltr"><b>File Structure</b></p><p dir="ltr">The code generates and saves:</p><ul><li>Weights of the trained model (.h5)</li><li>Configured tokenizer</li><li>Training history in CSV</li><li>Requirements file</li></ul><p dir="ltr"><b>Important Notes</b></p><ul><li>The model excludes category 2 during training</li><li>Implements transfer learning from a pre-trained model for binary hate detection</li><li>Includes early stopping callbacks to prevent overfitting</li><li>Uses class weighting to handle category imbalances</li></ul><p dir="ltr">The process of creating this algorithm is explained in the technical report located at: Blanco-Valencia, X., De Gregorio-Vicente, O., Ruiz Iniesta, A., & Said-Hung, E. (2025). …"

GraSPy: an Open Source Python Package for Statistical Connectomics حسب Benjamin Pedigo (6580352)

"…We developed GraSPy, an open-source Python toolkit for statistical inference on graphs. …"

Disentangling the Contribution of Each Descriptive Characteristic of Every Single Mutation to Its Functional Effects حسب C. K. Sruthi (5391104)

Disentangling the Contribution of Each Descriptive Characteristic of Every Single Mutation to Its Functional Effects حسب C. K. Sruthi (5391104)

General flow of processing collected data. حسب Reinhard Chun Wang Chau (12733662)

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System specification of high-performance computer. حسب Reinhard Chun Wang Chau (12733662)

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Fig 6 - حسب Reinhard Chun Wang Chau (12733662)

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SPIRIT diagram showing the schedule of enrollment, allocation, interventions, and assessments of this study. حسب Reinhard Chun Wang Chau (12733662)

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Fig 5 - حسب Reinhard Chun Wang Chau (12733662)

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Brief architecture of the Generative Adversarial Network (GAN) of this study. حسب Reinhard Chun Wang Chau (12733662)

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Fig 7 - حسب Reinhard Chun Wang Chau (12733662)

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Modular architecture design of PyNoetic showing all its constituent functions. حسب Gursimran Singh (575288)

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Adaptive H-REMD simulation algorithm. حسب Danial Pourjafar-Dehkordi (7165523)

The workflow used to analyze imbalanced and balanced sequences. حسب Solomon Shiferaw Beyene (9143178)

Performances of Naïve Bayes (NB), Multilayer Perceptron (MLP), Random Forest (RF), Gradient Boosting (GB), Support Vector Machine (SVM) and K- Nearest Neighbors (KNN). حسب Solomon Shiferaw Beyene (9143178)

Accuracy, sensitivity, specificity and F-score. حسب Solomon Shiferaw Beyene (9143178)

The figures showed a comparison of the balanced and imbalanced sequences and performance of classifiers. حسب Solomon Shiferaw Beyene (9143178)

Accuracy of the Random forest algorithm for different values of test samples and different choice of random states. حسب Abeer Aljohani (18497914)

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Accuracy of the Random forest algorithm for different values of test samples and different choice window indexes. حسب Abeer Aljohani (18497914)

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Flowchart of system algorithm. حسب Syed Zahurul Islam (9635163)