November 9, 20250 citationsOpen Access

Efficient Classification Model Using CTF-IDF and Dimensionality Reduction

An Efficient Classification Model for Cyber Text

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Authors

MHMd Sakhawat Hossen MBMd. Zashid Iqbal Borshon ABA. S. M. Badrudduza

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Overview

Analysis demonstrates reduced carbon footprint and improved model accuracy with CTF-IDF in text analytics, indicating efficient classification methods.

Key Points

Model accuracy improved with classical machine learning techniques using CTF-IDF for data preprocessing.
Reduction in time complexity noted with the IRLBA algorithm for dimensionality reduction in text analytics.
Traditional methods yield less computationally intensive applications compared to deep learning methodology in terms of carbon footprint.
Text analytics reveals the necessity for efficient resource utilization as demand for computational power increases.

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Cite This Study

Hossen et al. (2025) studied this question.

synapsesocial.com/papers/690fdcdaf60c54d04ea380b9 https://doi.org/10.48550/arxiv.2511.03107

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November 9, 20250 citationsOpen Access

Efficient Classification Model Using CTF-IDF and Dimensionality Reduction

An Efficient Classification Model for Cyber Text

View Full Paper

Authors

MHMd Sakhawat Hossen MBMd. Zashid Iqbal Borshon ABA. S. M. Badrudduza

Discussion

Member takes

Overview

Analysis demonstrates reduced carbon footprint and improved model accuracy with CTF-IDF in text analytics, indicating efficient classification methods.

Key Points

Model accuracy improved with classical machine learning techniques using CTF-IDF for data preprocessing.
Reduction in time complexity noted with the IRLBA algorithm for dimensionality reduction in text analytics.
Traditional methods yield less computationally intensive applications compared to deep learning methodology in terms of carbon footprint.
Text analytics reveals the necessity for efficient resource utilization as demand for computational power increases.

Ask AI

Helpful

Bookmark

View Full Paper

Cite This Study

Hossen et al. (2025) studied this question.

synapsesocial.com/papers/690fdcdaf60c54d04ea380b9 https://doi.org/10.48550/arxiv.2511.03107

Ask AI

Helpful

Bookmark

View Full Paper