Stage 3 Workshops: Investigating the Learning Mechanics - Game Mechanics (LM-GM) model for the development of digital game-based learning حسب Glen Shearer (9834266)

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Data Sheet 1_Advancing risk stratification in kidney transplantation: integrating HLA-derived T-cell epitope and B-cell epitope matching algorithms for enhanced predictive accuracy... حسب Matthias Niemann (4909891)

Comparison of model parameter settings. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

Structure of CNN. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

Flowchart of the SVMD-CNN-BiLSTM-A model. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

The decomposed components of corn. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

One basic unit of LSTM. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

Structure of BiLSTM network. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

The decomposed components of wheat. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

Daily corn and wheat future price series. حسب Kaixuan Sun (4739976)

"…These components are then fed into a CNN-augmented BiLSTM model, enhanced with an attention mechanism to extract both temporal dependencies and intricate data relationships. …"

Evaluation metrics of FedAvg FL approach. حسب Shuvo Biswas (21728782)

"…All models were then tested in an FL platform to maintain data privacy. In the FL platform, the VGG16 algorithm showed the best results, with 92.08% accuracy on ISBI2016 and 94% on ISBI2017. …"

Versions of the core libraries used in this work. حسب Shuvo Biswas (21728782)

"…All models were then tested in an FL platform to maintain data privacy. In the FL platform, the VGG16 algorithm showed the best results, with 92.08% accuracy on ISBI2016 and 94% on ISBI2017. …"

Comparison table of the published paper. حسب Shuvo Biswas (21728782)

"…All models were then tested in an FL platform to maintain data privacy. In the FL platform, the VGG16 algorithm showed the best results, with 92.08% accuracy on ISBI2016 and 94% on ISBI2017. …"

Summary of data collection schedule for phase 2. حسب Hye Jun Lee (9220861)

"…The impact of psychotropic drugs-induced weight gain is augmenting the disease burden and healthcare expenditure. …"

Coarse-grained motion segmentation process. حسب Shinan Ding (20783580)

"…Firstly, the tree-level model based on human skeleton topology and bidirectional unbiased Kalman filter are used for noise reduction pre-processing of motion data to improve the accuracy of motion capture. Then, combining the discriminant analysis algorithm based on sparse reconstruction and the multi-scale temporal association segmentation algorithm, the key motion segments of the behavior pattern change are identified adaptively. …"

Analysis results of complex motion sequences. حسب Shinan Ding (20783580)

"…Firstly, the tree-level model based on human skeleton topology and bidirectional unbiased Kalman filter are used for noise reduction pre-processing of motion data to improve the accuracy of motion capture. Then, combining the discriminant analysis algorithm based on sparse reconstruction and the multi-scale temporal association segmentation algorithm, the key motion segments of the behavior pattern change are identified adaptively. …"

Comparative analysis of segmentation time. حسب Shinan Ding (20783580)

"…Firstly, the tree-level model based on human skeleton topology and bidirectional unbiased Kalman filter are used for noise reduction pre-processing of motion data to improve the accuracy of motion capture. Then, combining the discriminant analysis algorithm based on sparse reconstruction and the multi-scale temporal association segmentation algorithm, the key motion segments of the behavior pattern change are identified adaptively. …"

Fine-grained motion segmentation. حسب Shinan Ding (20783580)

"…Firstly, the tree-level model based on human skeleton topology and bidirectional unbiased Kalman filter are used for noise reduction pre-processing of motion data to improve the accuracy of motion capture. Then, combining the discriminant analysis algorithm based on sparse reconstruction and the multi-scale temporal association segmentation algorithm, the key motion segments of the behavior pattern change are identified adaptively. …"

Human skeleton tree hierarchy model. حسب Shinan Ding (20783580)

"…Firstly, the tree-level model based on human skeleton topology and bidirectional unbiased Kalman filter are used for noise reduction pre-processing of motion data to improve the accuracy of motion capture. Then, combining the discriminant analysis algorithm based on sparse reconstruction and the multi-scale temporal association segmentation algorithm, the key motion segments of the behavior pattern change are identified adaptively. …"

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

"…Firstly, the tree-level model based on human skeleton topology and bidirectional unbiased Kalman filter are used for noise reduction pre-processing of motion data to improve the accuracy of motion capture. Then, combining the discriminant analysis algorithm based on sparse reconstruction and the multi-scale temporal association segmentation algorithm, the key motion segments of the behavior pattern change are identified adaptively. …"