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Analysis of Rare Categories by Jingrui He: New
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eBay-Artikelnr.:363555154307
Artikelmerkmale
- Artikelzustand
- Book Title
- Analysis of Rare Categories
- Publication Date
- 2012-01-05
- ISBN
- 9783642228124
Über dieses Produkt
Product Identifiers
Publisher
Springer Berlin / Heidelberg
ISBN-10
3642228127
ISBN-13
9783642228124
eBay Product ID (ePID)
109106607
Product Key Features
Number of Pages
VIII, 136 Pages
Language
English
Publication Name
Analysis of Rare Categories
Subject
Group Theory, Intelligence (Ai) & Semantics, Probability & Statistics / General, Databases / Data Mining
Publication Year
2012
Type
Textbook
Subject Area
Mathematics, Computers
Series
Cognitive Technologies Ser.
Format
Hardcover
Dimensions
Item Weight
13.7 Oz
Item Length
9.3 in
Item Width
6.1 in
Additional Product Features
Intended Audience
Scholarly & Professional
LCCN
2011-941602
Dewey Edition
22
Number of Volumes
1 vol.
Illustrated
Yes
Dewey Decimal
511.3
Table Of Content
Introduction.- Survey and Overview.- Rare Category Detection.- Rare Category Characterization.- Unsupervised Rare Category Analysis.- Conclusion and Future Directions.
Synopsis
Focusing on rare category analysis where the majority classes have smooth distributions and the minority classes exhibit the compactness property, this text focuses on challenging cases where the support regions of both classes overlap., Introduction.- Survey and Overview.- Rare Category Detection.- Rare Category Characterization.- Unsupervised Rare Category Analysis.- Conclusion and Future Directions., In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save lives. This book focuses on rare category analysis, where the majority classes have smooth distributions, and the minority classes exhibit the compactness property. Furthermore, it focuses on the challenging cases where the support regions of the majority and minority classes overlap. The author has developed effective algorithms with theoretical guarantees and good empirical results for the related techniques, and these are explained in detail. The book is suitable for researchers in the area of artificial intelligence, in particular machine learning and data mining., This book focuses on rare category analysis where the majority classes have smooth distributions and the minority classes exhibit the compactness property. It focuses on challenging cases where the support regions of the majority and minority classes overlap.
LC Classification Number
Q334-342
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AlibrisBooks
98,6% positive Bewertungen•2,0 Mio. Artikel verkauft
Angemeldet als gewerblicher Verkäufer
Verkäuferbewertungen (515.936)
- m***m (2312)- Bewertung vom Käufer.Letzte 6 MonateBestätigter KaufI’m thrilled with my recent purchase . The website was user-friendly, and the product descriptions were accurate. Customer service was prompt and helpful, answering all my questions. My order arrived quickly, well-packaged, and the product exceeded my expectations in quality. I’m impressed with the attention to detail and the overall experience. I’ll definitely shop here again and highly recommend from this seller to others. Thank you for a fantastic experience!
- a***n (54)- Bewertung vom Käufer.Letzte 6 MonateBestätigter KaufMistakenly ordered a paperback that I thought was a hardcover, not sellers fault; it was described properly on the listing. Seller still processed a refund the day I went to return the item and let me keep the item anyway. A+++ service. Book arrived quickly in great condition and for a great price. Thank you so much! Amazing seller!
- n***c (97)- Bewertung vom Käufer.Letzte 6 MonateBestätigter Kaufseller was communicative about my shipment, media mail took a while and tracking wasn't updated frequently, but seller communicated to me very quickly on status. the item came new and wrapped as described, though the packaging in it was packed wasn't sturdy and falling apart when it got to me.