A Comprehensive Approach to Graph Analysis and Equation Decoding

In the realm of graph analysis, different methods are employed to derive curve equations, each showcasing distinctive traits. Manual graph plotting involves human intervention to meticulously plot data points and derive the curve equation, relying on mathematical techniques. In contrast, employing YOLO (You Only Look Once) algorithm for curve detection offers an automated, machine learning-based approach. YOLO, a computer vision model, autonomously identifies curves within graph images, bypassing human intervention. The manual method relies on subjective interpretation and mathematical rigor, whereas YOLO presents an automated, potentially more objective, and efficient means for curve detection through image analysis and machine learning algorithms, revolutionizing graph analysis paradigms.

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Publication Details

Published
2024-08-23
DOI
https://doi.org/10.1109/iccubea61740.2024.10774744
Primary Topic
Graph Theory and Algorithms
Type
article
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A Comprehensive Approach to Graph Analysis and Equation Decoding

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A Comprehensive Approach to Graph Analysis and Equation Decoding

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article en

Abstract

In the realm of graph analysis, different methods are employed to derive curve equations, each showcasing distinctive traits. Manual graph plotting involves human intervention to meticulously plot data points and derive the curve equation, relying on mathematical techniques. In contrast, employing YOLO (You Only Look Once) algorithm for curve detection offers an automated, machine learning-based approach. YOLO, a computer vision model, autonomously identifies curves within graph images, bypassing human intervention. The manual method relies on subjective interpretation and mathematical rigor, whereas YOLO presents an automated, potentially more objective, and efficient means for curve detection through image analysis and machine learning algorithms, revolutionizing graph analysis paradigms.

International Institute of Information Technology (IN)
Openalex Percentile: Top 75%
Graph Theory and Algorithms
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