Dealing with uncertainty: A survey of theories and practices

Y Li, J Chen, L Feng - IEEE Transactions on Knowledge and …, 2012 - ieeexplore.ieee.org
Uncertainty accompanies our life processes and covers almost all fields of scientific studies.
Two general categories of uncertainty, namely, aleatory uncertainty and epistemic …

A survey of queries over uncertain data

Y Wang, X Li, X Li, Y Wang - Knowledge and information systems, 2013 - Springer
Uncertain data have already widely existed in many practical applications recently, such as
sensor networks, RFID networks, location-based services, and mobile object management …

[PDF][PDF] 不确定性数据管理技术研究综述

周傲英, 金澈清, 王国仁, 李建中 - 计算机学报, 2009 - cjc.ict.ac.cn
摘要随着数据采集和处理技术的进步, 人们对数据的不确定性的认识也逐步深入. 在诸如经济,
军事, 物流, 金融, 电信等领域的具体应用中, 数据的不确定性普遍存在. 不确定性数据的表现形式 …

Management of probabilistic data: foundations and challenges

N Dalvi, D Suciu - Proceedings of the twenty-sixth ACM SIGMOD …, 2007 - dl.acm.org
Many applications today need to manage large data sets with uncertainties. In this paper we
describe the foundations of managing data where the uncertainties are quantified as …

Probabilistic databases: diamonds in the dirt

N Dalvi, C Ré, D Suciu - Communications of the ACM, 2009 - dl.acm.org
Probabilistic databases Page 1 86 communications of the acm | july 2009 | vol. 52 | no. 7
review articles they query, search, and aggregate large volumes of imprecise data to find the …

Event queries on correlated probabilistic streams

C Ré, J Letchner, M Balazinksa, D Suciu - Proceedings of the 2008 ACM …, 2008 - dl.acm.org
A major problem in detecting events in streams of data is that the data can be imprecise (eg
RFID data). However, current state-ofthe-art event detection systems such as Cayuga [14] …

[PDF][PDF] Managing uncertainty in social networks.

E Adar, C Re - IEEE Data Eng. Bull., 2007 - projectsweb.cs.washington.edu
Social network analysis (SNA) has become a mature scientific field over the last 50 years
and is now an area with massive commercial appeal and renewed research interest. In this …

Sketching probabilistic data streams

G Cormode, M Garofalakis - Proceedings of the 2007 ACM SIGMOD …, 2007 - dl.acm.org
The management of uncertain, probabilistic data has recently emerged as a useful paradigm
for dealing with the inherent unreliabilities of several real-world application domains …

Sliding-window top-k queries on uncertain streams

C Jin, K Yi, L Chen, JX Yu, X Lin - Proceedings of the VLDB Endowment, 2008 - dl.acm.org
Query processing on uncertain data streams has attracted a lot of attentions lately, due to the
imprecise nature in the data generated from a variety of streaming applications, such as …

Research on data stream clustering algorithms

S Ding, F Wu, J Qian, H Jia, F Jin - Artificial Intelligence Review, 2015 - Springer
Data stream is a potentially massive, continuous, rapid sequence of data information. It has
aroused great concern and research upsurge in the field of data mining. Clustering is an …