.png){kind=icon}
返回
Tensor Completion Algorithms in Big Data Analytics
.png){kind=icon}
OA
AI
DOI：10.1145/3278607.png)
.png){kind=icon}
.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Tensor completion is a problem of filling the missing or unobserved entries of partially observed tensors. Due to the multidimensional character of tensors in describing complex datasets, tensor completion algorithms and their applications have received wide attention and achievement in areas like data mining, computer vision, signal processing, and neuroscience. In this survey, we provide a modern overview of recent advances in tensor completion algorithms from the perspective of big data analytics characterized by diverse variety, large volume, and high velocity. We characterize these advances from the following four perspectives: general tensor completion algorithms, tensor completion with auxiliary information (variety), scalable tensor completion algorithms (volume), and dynamic tensor completion algorithms (velocity). Further, we identify several tensor completion applications on real-world data-driven problems and present some common experimental frameworks popularized in the literature along with several available software repositories. Our goal is to summarize these popular methods and introduce them to researchers and practitioners for promoting future research and applications. We conclude with a discussion of key challenges and promising research directions in this community for future exploration.
Keyword:
Tensor
tensor completion
tensor decomposition
tensor factorization
multilinear data analysis
dynamic data analysis
big data analytics
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
4.8
论文数:
1.3K
被引数:
4.4K
机构
引用论文
Morphological and biochemical diversity among wild-grown carob trees (Ceratonia siliqua L.)野生生长的角豆树（Ceratonia siliqua L.）在形态学和生物化学方面的多样性
OAAI
OAAI分享收藏DC Offset Error Compensation Algorithm for PR Current Control of a Single-Phase Grid-Tied Inverter.png)
EnergiesOAAI
EnergiesIF0
OAAI分享收藏分享收藏Gait disorders and balance disturbances in Parkinsonʼs disease: clinical update and pathophysiologyOAAI
OAAI分享收藏
查看更多内容