SCodeSearcher by Jia Li (14569283)

Rapid Classification of OVOC Samples through a Dynamic Cataluminescence Sensor Coupled with a Code-Triggered Global Plasma-Activated System by Chudong Wei (7428884)

Rapid Classification of OVOC Samples through a Dynamic Cataluminescence Sensor Coupled with a Code-Triggered Global Plasma-Activated System by Chudong Wei (7428884)

FlakyFix: Using Large Language Models for Predicting Flaky Test Fix Categories and Test Code Repair by Sakina Fatima (15362704)

“…<p dir="ltr">This is the replication package associated with the paper: 'FlakyFix: Using Large Language Models for Predicting Flaky Test Fix Categories and Test for Code Repair'</p><p><br></p><p dir="ltr">### Requirements</p><p dir="ltr">This is a list of all required python packages:</p><p dir="ltr">-imbalanced_learn==0.8.1</p><p dir="ltr">-numpy==1.19.5</p><p dir="ltr">-pandas==1.3.3</p><p dir="ltr">-transformers==4.10.2</p><p dir="ltr">-torch==1.5.0</p><p dir="ltr">-scikit_learn==0.24.2</p><p dir="ltr">-openai==v0.28.1</p><p><br></p><p dir="ltr">#Automated tool for labelling dataset with flaky test fix categories</p><p><br></p><p dir="ltr">This is a step-by-step guideline for automatically labelling dataset with flaky test fix categories</p><p><br></p><p><br></p><p dir="ltr">### Input Files:</p><p dir="ltr">This is a an input file that is required to accomplish this step:</p><p dir="ltr">* Data/IdoFT_dataset_filtered.csv</p><p dir="ltr">https://figshare.com/s/47f0fb6207ac3f9e2351</p><p><br></p><p dir="ltr">### Output Files:</p><p dir="ltr">* Results/IdoFT_dataset_filtered.csv</p><p><br></p><p><br></p><p dir="ltr">### Replicating the experiment</p><p><br></p><p dir="ltr">This experiment can be executed using the following commands after navigating to the `Code\` folder:</p><p><br></p><p dir="ltr">```console</p><p dir="ltr">bash Automated_labelling_tool.sh</p><p>```</p><p><br></p><p dir="ltr">It will generate the dataset required to run our prediction models to predict the category of the fix, given a flaky test code</p><p><br></p><p>---</p><p><br></p><p dir="ltr"># Prediction models for fix categories using the test case code</p><p><br></p><p dir="ltr">This is the guideline for replicating the experiments we used to evaluate our prediction models i.e. …”

Replication package for Language Models to Support Multi-Label Classification of Industrial Data by Waleed Abdeen (15393545)

Database of coffee leaves and source code by Heling Kristtel Masgo Ventura (21351260)

<b>Automated transcoloration? Skin tone classification algorithms and the prominence of non-epidermic features in the Mexican racial schema</b> by Rene Rejon (6026429)

“…Examining a novel dataset (n=3,000), I compare two different skin color variables (one coded by humans and other by an automated algorithm), finding little agreement about exact estimates but substantial —and statistically significant— agreement on the general direction of the variables. …”

Variable importance as measured by the RF for suicide/ISH Detection. by Brian E. Bunnell (18973573)

Subjects:

The CNN architecture. by Brian E. Bunnell (18973573)

Subjects:

ROC of models for the prediction of suicide/ISH. by Brian E. Bunnell (18973573)

Subjects:

Flowchart of study population. by Brian E. Bunnell (18973573)

Subjects:

Variable importance as measured by the RF for the prediction of suicide/ISH. by Brian E. Bunnell (18973573)

Subjects:

Performance of the ML models in Detecting and Predicting Suicide/ISH. The highest metrics are bolded. by Brian E. Bunnell (18973573)

Subjects:

ROC of models for suicide/ISH Detection. by Brian E. Bunnell (18973573)

Subjects:

Code snippet from “Netty/Buffer” Maven artefact. by Matthew Yit Hang Yeow (20721206)

“…Our approach uses cross-project code clone detection to establish the ground truth for software reuse, identifying code clones across popular GitHub projects as indicators of potential reuse candidates. …”

Data and Code from: Smart vision-based monitoring system for AI-driven moth population estimation using camera-equipped trap imaging by Alison Gerken (17362585)

“…To address this, the developed system automates the detection process, reducing reliance on manual counting while improving classification precision. …”

Distributions of classification scores from 5-fold cross-validation experiments. by Marcos Soares Barbeitos (20416883)

Code snippet from “Apache Dubbo” GitHub project. by Matthew Yit Hang Yeow (20721206)

“…Our approach uses cross-project code clone detection to establish the ground truth for software reuse, identifying code clones across popular GitHub projects as indicators of potential reuse candidates. …”

Confusion matrices of deep learning models for EPG waveform classification. The figure presents the confusion matrices for the three DL models: 1DCNN with raw inputs, ResNet with r... by Quang Dung Dinh (20995766)

Confusion matrices of traditional ML models for EPG waveform classification. The figure presents the confusion matrices for LogReg, XGB, and RF models with features crafted from 3-... by Quang Dung Dinh (20995766)