{"product_id":"9789811539305","title":"Big Data Management","description":"\u003ch1\u003eBig Data Management\u003c\/h1\u003e \u003ch2\u003eShao, Yingxia; Cui, Bin; Chen, Lei\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book introduces readers to a workload-aware methodology for large-scale graph algorithm optimization in graph-computing systems, and proposes several optimization techniques that can enable these systems to handle advanced graph algorithms efficiently. More concretely, it proposes a workload-aware cost model to guide the development of high-performance algorithms. On the basis of the cost model, the book subsequently presents a system-level optimization resulting in a partition-aware graph-computing engine, PAGE. In addition, it presents three efficient and scalable advanced graph algorithms – the subgraph enumeration, cohesive subgraph detection, and graph extraction algorithms.\u003c\/p\u003e\n\n\u003cp\u003eThis book offers a valuable reference guide for junior researchers, covering the latest advances in large-scale graph analysis; and for senior researchers, sharing state-of-the-art solutions based on advanced graph algorithms. In addition, all readers will find a workload-aware methodology fordesigning efficient large-scale graph algorithms.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2021-07-02\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811539305\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-15-3928-2\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 146\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44808067055756,"sku":"9789811539305","price":152.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811539305.jpg?v=1774533002","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9789811539305","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}