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Probabilistic Topic Models: Foundation and Application - Chen Zhang,Yuanfeng Song,Di Jiang

englanti
2024-06-09
215,97 € 287,96 €

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Toimitus 12-18 arkipäivässä

30 päivän palautusoikeus

This book introduces readers to the theoretical foundation and application of topic models. It provides readers with efficient means to learn about the technical principles underlying topic models. More concretely, it covers topics such as fundamental concepts, topic model structures, approximate inference algorithms, and a range of methods used to create high-quality topic models. In addition, this book il ... Täydellinen kuvaus

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This book introduces readers to the theoretical foundation and application of topic models. It provides readers with efficient means to learn about the technical principles underlying topic models. More concretely, it covers topics such as fundamental concepts, topic model structures, approximate inference algorithms, and a range of methods used to create high-quality topic models. In addition, this book illustrates the applications of topic models applied in real-world scenarios. Readers will be instructed on the means to select and apply suitable models for specific real-world tasks, providing this book with greater use for the industry. Finally, the book presents a catalog of the most important topic models from the literature over the past decades, which can be referenced and indexed by researchers and engineers in related fields. We hope this book can bridge the gap between academic research and industrial application and help topic models play an increasingly effective role inboth academia and industry. This book offers a valuable reference guide for senior undergraduate students, graduate students, and researchers, covering the latest advances in topic models, and for industrial practitioners, sharing state-of-the-art solutions for topic-related applications. The book can also serve as a reference for job seekers preparing for interviews.

Lisätietoja

Kirjoittaja Chen Zhang, Yuanfeng Song, Di Jiang
Julkaisija Springer Nature Singapore
Julkaisuvuosi 2024
Kannen tyyppi Pehmeäkantinen
EAN 9789819924332
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Arvostelet: Probabilistic Topic Models: Foundation and Application
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215,97 € 287,96 €