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On Uncertain Graphs - Arijit Khan,Yuan Ye,Lei Chen

Arijit Khan, Yuan Ye, Lei Chen

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Kirjoita arvostelu
englanti
2018-07-23
82,63 € 127,12 €

-35% koodilla BOOKS

Pehmeäkantinen 127,12 € Kovakantinen
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Toimitus 10-16 arkipäivässä

30 päivän palautusoikeus

Large-scale, highly interconnected networks, which are often modeled as graphs, pervade both our society and the natural world around us. Uncertainty, on the other hand, is inherent in the underlying data due to a variety of reasons, such as noisy measurements, lack of precise information needs, inference and prediction models, or explicit manipulation, e.g., for privacy purposes. Therefore, uncertain, or p ... Täydellinen kuvaus

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Kuvaus

Large-scale, highly interconnected networks, which are often modeled as graphs, pervade both our society and the natural world around us. Uncertainty, on the other hand, is inherent in the underlying data due to a variety of reasons, such as noisy measurements, lack of precise information needs, inference and prediction models, or explicit manipulation, e.g., for privacy purposes. Therefore, uncertain, or probabilistic, graphs are increasingly used to represent noisy linked data in many emerging application scenarios, and they have recently become a hot topic in the database and data mining communities. Many classical algorithms such as reachability and shortest path queries become #P-complete and, thus, more expensive over uncertain graphs. Moreover, various complex queries and analytics are also emerging over uncertain networks, such as pattern matching, information diffusion, and influence maximization queries. In this book, we discuss the sources of uncertain graphs and their applications, uncertainty modeling, as well as the complexities and algorithmic advances on uncertain graphs processing in the context of both classical and emerging graph queries and analytics. We emphasize the current challenges and highlight some future research directions.

Lisätietoja

Kirjoittaja Arijit Khan, Yuan Ye, Lei Chen
Julkaisija Springer International Publishing
Julkaisuvuosi 2018
Kannen tyyppi Pehmeäkantinen
EAN 9783031007323
Kirjoita oma arvostelusi
Arvostelet: On Uncertain Graphs
Arvostelusi:

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82,63 € 127,12 €