arm-cdsc-al's Introduction

CDSC_AL: A Clustering-based Data Stream Classification framework using Active Learning

Yan, Xuyang and Homaifar, Abdollah and Sarkar, Mrinmoy and Girma, Abenezer and Tunstel, Edward. "A Clustering-based framework for Classifying Data Streams." In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence (IJCAI2021).

ARM-Stream Base Classifier Server

This is a wrapper that exposes the CDSC-AL functionality through an HTTP server, allowing it to be integrated with ARM-Stream using the ARM-Stream HTTP module.

Requirements

Python 3.x
pip

How to install

Run the command line bellow from the root of the project:

pip install -r requirements.txt

How to start the server

Run the command line bellow from the root of the project:

python server.py

How to integrate to ARM-Stream

To integrate it to ARM-Stream, follow this reference implementation.

Working experiments integrating ARM-Stream to CDSC-AL are available here.

Value for remoteBaseClassifierUrl: http://localhost:5000/start.

Values for parameters:

dataset_filename: The name of the dataset file (String)
buffer_size: The buffer size to use when processing the dataset (String of an integer)
normalize: Whether to normalize the dataset (String of 0 or 1)
module: The name of the module to run (either main_final_draft.py or main_final_draft4.py) (String)

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