Automated Taxonomy Discovery and Exploration (Synthesis Lectures on Data Mining and Knowledge Discovery) free ebook download.

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Automated Taxonomy Discovery and Exploration (Synthesis Lectures on Data Mining and Knowledge Discovery) free ebook download

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Author(s):	Jiaming Shen

Date:	2021	Format:	pdf	Language:	English	ISBN/ASIN:	3031114043
Pages:	114	OCR:		Quality:		ISBN13:
Uploader:	risotor	Upload Date:	1/5/2023 11:39:46 AM

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This book provides a principled data-driven framework that progressively constructs, enriches, and applies taxonomies without leveraging massive human annotated data. Traditionally, people construct domain-specific taxonomies by extensive manual curations, which is time-consuming and costly. In todays information era, people are inundated with the vast amounts of text data. Despite their usefulness, people havent yet exploited the full power of taxonomies due to the heavy curation needed for creating and maintaining them. To bridge this gap, the authors discuss automated taxonomy discovery and exploration, with an emphasis on label-efficient machine learning methods and their real-world usages. Taxonomy organizes entities and concepts in a hierarchy way. It is ubiquitous in our daily life, ranging from product taxonomies used by online retailers, topic taxonomies deployed by news outlets and social media, as well as scientific taxonomies deployed by digital libraries across various domains. When properly analyzed, these taxonomies can play a vital role for science, engineering, business intelligence, policy design, e-commerce, and more. Intuitive examples are used throughout enabling readers to grasp concepts more easily.
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3165708	Book	https://rapidgator.net/file/43fcea38c38d...		0.00	risotor

Tags: Automated Data Discovery Exploration Knowledge Lectures Mining Synthesis Taxonomy

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