عنوان

Learning representation for multi-view data analysis :

3030007340

3030007359

9783030007348

9783030007355

3030007332

9783030007331

Learning representation for multi-view data analysis :

[Book]

models and applications /

Zhengming Ding, Handong Zhao, Yun Fu.

Cham, Switzerland :

Springer,

[2019]

1 online resource (xi, 268 pages)

Advanced information and knowledge processing

Includes bibliographical references.

Introduction -- Multi-view Clustering with Complete Information -- Multi-view Clustering with Partial Information -- Multi-view Outlier Detection -- Multi-view Transformation Learning -- Zero-Shot Learning -- Missing Modality Transfer Learning -- Deep Domain Adaptation -- Deep Domain Generalization.

0

This book equips readers to handle complex multi-view data representation, centered around several major visual applications, sharing many tips and insights through a unified learning framework. This framework is able to model most existing multi-view learning and domain adaptation, enriching readers' understanding from their similarity, and differences based on data organization and problem settings, as well as the research goal. A comprehensive review exhaustively provides the key recent research on multi-view data analysis, i.e., multi-view clustering, multi-view classification, zero-shot learning, and domain adaption. More practical challenges in multi-view data analysis are discussed including incomplete, unbalanced and large-scale multi-view learning. Learning Representation for Multi-View Data Analysis 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.

Springer Nature

com.springer.onix.9783030007348

Learning Representation for Multi-View Data Analysis : Models and Applications.

9783030007331

Learning models (Stochastic processes)

Machine learning.

Learning models (Stochastic processes)

Machine learning.

COM021030

UNF

UNF

UYQE

Ding, Zhengming

Fu, Yun

Zhao, Handong

20200823072140.0

pn

[Book]

Y