A Comparative Analysis of Outline of Tools for Data Mining and Big Data Mining

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Comparative analysis of data mining tools shows cloud-based solutions offer speed, while specialization indicates performance trade-offs.

Tools showed specialization trends instead of consolidation, affecting their performance across architectures.
In-memory frameworks outperformed disk-based tools, indicating an efficiency advantage in processing speeds.
Open-source solutions typically deliver better cost-effectiveness for tech-savvy organizations, enhancing performance per dollar.
Despite advantages, machine learning platforms faced limitations due to synchronization issues in model scaling.

Mondal et al. (2025) studied this question.

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