Robust Representation for Data Analytics Models and Applications
tarafından
Li, Sheng. author.
Başlık
:
Robust Representation for Data Analytics Models and Applications
Yazar
:
Li, Sheng. author.
ISBN
:
9783319601762
Yazar
:
Li, Sheng. author.
Edisyon
:
1st ed. 2017.
Fiziksel Niteleme
:
XI, 224 p. 52 illus., 49 illus. in color. online resource.
Seri
:
Advanced Information and Knowledge Processing,
İçindekiler
:
Introduction -- Fundamentals of Robust Representations -- Part 1: Robust Representation Models -- Robust Graph Construction -- Robust Subspace Learning -- Robust Multi-View Subspace Learning -- Part 11: Applications -- Robust Representations for Collaborative Filtering -- Robust Representations for Response Prediction -- Robust Representations for Outlier Detection -- Robust Representations for Person Re-Identification -- Robust Representations for Community Detection -- Index.
Özet
:
This book introduces the concepts and models of robust representation learning, and provides a set of solutions to deal with real-world data analytics tasks, such as clustering, classification, time series modeling, outlier detection, collaborative filtering, community detection, etc. Three types of robust feature representations are developed, which extend the understanding of graph, subspace, and dictionary. Leveraging the theory of low-rank and sparse modeling, the authors develop robust feature representations under various learning paradigms, including unsupervised learning, supervised learning, semi-supervised learning, multi-view learning, transfer learning, and deep learning. Robust Representations for Data Analytics covers a wide range of applications in the research fields of big data, human-centered computing, pattern recognition, digital marketing, web mining, and computer vision.
Konu Başlığı
:
Data mining.
Artificial intelligence.
Optical pattern recognition.
Computer vision.
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
Pattern Recognition. http://scigraph.springernature.com/things/product-market-codes/I2203X
Image Processing and Computer Vision. http://scigraph.springernature.com/things/product-market-codes/I22021
Yazar Ek Girişi
:
Fu, Yun.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
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Electronic Book | 226469-1001 | QA76.9 .D343 | Springer E-Book Collection |