G-HTric: 3W Dataset Generator with Annotated Examples and Triclustering Solutions ⚙️ ⛏️

Introduction

Welcome to G-HTric, a cutting-edge solution designed to revolutionize the generation of synthetic three-way datasets with mixed-type triclustering solutions and annotated examples. G-HTric excels in managing heterogeneity, accommodating mixed attribute types with arbitrarily different distributions and patterns displaying diverse regularities. This advanced generator supports the labeling of observations, significantly enhancing its utility for evaluating the discriminative power of triclustering solutions.

Getting Started 🛠️

Prerequisites

Ensure that you have Docker installed on your system before running G-HTric.

Building and Running with Docker

1. Clone this repository to your local machine.

   git clone https://github.com/dfmsoares/ghtric.git
   cd repository

2. Build the Docker image.

   docker build -t <image-name> .

   Replace <image-name> with your desired name for the Docker image.

3. Run the Docker container.

   docker run -d -p 8080:8080 <image-name>

Accessing the Application

Once the Docker container is running, access the application through your web browser:

• http://localhost:8080
• http://127.0.0.1:8080

Note 🔎

Ensure that <image-name> is replaced with your chosen name for the Docker image.

Feel free to explore and leverage the capabilities of G-HTric for your three-way dataset generation with annotated examples and planted triclustering solutions. If you encounter any issues or have suggestions, please check the issues section of the repository. A documentation file is also available with details of the tool.

Citing the Paper 📑

If you use G-HTric in your research, please cite our paper:

D.F. Soares, R. Henriques, and S.C. Madeira. (2024). G-HTric: Synthetic Generation of Heterogeneous Three-way Datasets with Annotated Triclustering Solutions. [Available Soon]