0
Your cart

Your cart is empty

Books > Computing & IT > Applications of computing > Databases > Data mining

Buy Now

Mining Structures of Factual Knowledge from Text - An Effort-Light Approach (Paperback) Loot Price: R1,754
Discovery Miles 17 540
Mining Structures of Factual Knowledge from Text - An Effort-Light Approach (Paperback): Xiang Ren, Jiawei Han

Mining Structures of Factual Knowledge from Text - An Effort-Light Approach (Paperback)

Xiang Ren, Jiawei Han

Series: Synthesis Lectures on Data Mining and Knowledge Discovery

 (sign in to rate)
Loot Price R1,754 Discovery Miles 17 540 | Repayment Terms: R164 pm x 12*

Bookmark and Share

Expected to ship within 10 - 15 working days

The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. In this book, we investigate the principles and methodologies of mining structures of factual knowledge (e.g., entities and their relationships) from massive, unstructured text corpora. Departing from many existing structure extraction methods that have heavy reliance on human annotated data for model training, our effort-light approach leverages human-curated facts stored in external knowledge bases as distant supervision and exploits rich data redundancy in large text corpora for context understanding. This effort-light mining approach leads to a series of new principles and powerful methodologies for structuring text corpora, including (1) entity recognition, typing and synonym discovery, (2) entity relation extraction, and (3) open-domain attribute-value mining and information extraction. This book introduces this new research frontier and points out some promising research directions.

General

Imprint: Springer International Publishing AG
Country of origin: Switzerland
Series: Synthesis Lectures on Data Mining and Knowledge Discovery
Release date: June 2018
First published: 2018
Authors: Xiang Ren • Jiawei Han
Dimensions: 235 x 191mm (L x W)
Format: Paperback
Pages: 183
ISBN-13: 978-3-03-100784-2
Languages: English
Subtitles: English
Categories: Books > Science & Mathematics > Mathematics > Probability & statistics
Books > Computing & IT > Applications of computing > Databases > Data mining
Promotions
LSN: 3-03-100784-0
Barcode: 9783031007842

Is the information for this product incomplete, wrong or inappropriate? Let us know about it.

Does this product have an incorrect or missing image? Send us a new image.

Is this product missing categories? Add more categories.

Review This Product

No reviews yet - be the first to create one!

You might also like..

Big Data and Smart Service Systems
Xiwei Liu, Rangachari Anand, … Hardcover R2,086 R1,942 Discovery Miles 19 420
Temporal Data Mining via Unsupervised…
Yun Yang Paperback R1,242 Discovery Miles 12 420
Opinion Mining and Text Analytics on…
Pantea Keikhosrokiani, Moussa Pourya Asl Hardcover R10,065 Discovery Miles 100 650
Consumer Behavior Change and Data…
Pantea Keikhosrokiani Hardcover R8,378 Discovery Miles 83 780
Engaging Researchers with Data…
Connie Clare, Maria Cruz, … Hardcover R1,229 Discovery Miles 12 290
The Numbers Behind Success in Soccer…
Chest Dugger Hardcover R905 Discovery Miles 9 050
Interactive Reports in SAS(R) Visual…
Nicole Ball Hardcover R1,819 Discovery Miles 18 190
Data Analytics - An Essential Beginner's…
Herbert Jones Hardcover R716 R632 Discovery Miles 6 320
Transforming Businesses With Bitcoin…
Dharmendra Singh Rajput, Ramjeevan Singh Thakur, … Hardcover R6,440 Discovery Miles 64 400
Data Mining
Ciza Thomas Hardcover R3,338 Discovery Miles 33 380
New Opportunities for Sentiment Analysis…
Aakanksha Sharaff, G. R. Sinha, … Hardcover R7,211 Discovery Miles 72 110
Implementation of Machine Learning…
Veljko Milutinovi, Nenad Mitic, … Hardcover R7,211 Discovery Miles 72 110

See more

Partners