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In this book, the authors delve into the realm of graph partitioning algorithms, presenting a comprehensive analysis of different tools and techniques. The study meticulously describes the characteristics, benefits, drawbacks, and parameters that influence these methodologies. By thoroughly evaluating the advantages and disadvantages of various strategies, the review provides valuable guidance to researchers seeking to select the most suitable technique or tool for addressing partitioning challenges. Through this comprehensive exploration, it serves as a valuable resource for both current and aspiring researchers in the field.