Incomplete data management: a survey

X Miao, Y Gao, S Guo, W Liu - Frontiers of Computer Science, 2018 - Springer
Incomplete data accompanies our life processes and covers almost all fields of scientific
studies, as a result of delivery failure, no power of battery, accidental loss, etc. However, how …

Efficient and secure skyline queries over vertical data federation

Y Zhang, Y Shi, Z Zhou, C Xue, Y Xu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Skyline is a primitive operation in multi-objective decision applications and there is a
growing demand to support such operations over a data federation, where the entire dataset …

Top-k Dominating Queries on Incomplete Data

X Miao, Y Gao, B Zheng, G Chen… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
The top-k dominating (TKD) query returns the k objects that dominate the maximum number
of objects in a given dataset. It combines the advantages of skyline and top-k queries, and …

Finding Top- Dominance on Incomplete Big Data Using MapReduce Framework

P Ezatpoor, J Zhan, JMT Wu, C Chiu - IEEE Access, 2018 - ieeexplore.ieee.org
Incomplete data is one major kind of multi-dimensional dataset that has random-distributed
missing nodes in its dimensions. It is very difficult to retrieve information from this type of …

Processing Incomplete k Nearest Neighbor Search

X Miao, Y Gao, G Chen, B Zheng… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Given a setS of multidimensional objects and a query object q, ak nearest neighbor (kNN)
query finds from S the k closest objects to q. This query is a fundamental problem in …

Skyline queries over incomplete data streams

W Ren, X Lian, K Ghazinour - The VLDB Journal, 2019 - Springer
Nowadays, efficient and effective processing over massive stream data has attracted much
attention from the database community, which are useful in many real applications such as …

Optimizing skyline query processing in incomplete data

Y Gulzar, AA Alwan, S Turaev - IEEE Access, 2019 - ieeexplore.ieee.org
Given the significance of skyline queries, they are incorporated in various modern
applications including personalized recommendation systems as well as decision-making …

Optimizing skyline queries over incomplete data

J Lee, H Im, G You - Information Sciences, 2016 - Elsevier
Skyline queries have been widely used as an attractive operator in multi-criteria decision
making applications. Because of the intuitive notion of skyline queries, many skyline …

K-dominant skyline queries on incomplete data

X Miao, Y Gao, G Chen, T Zhang - Information Sciences, 2016 - Elsevier
The skyline query has been extensively explored as one of popular techniques to filter
uninteresting data objects, which plays an important role in many real-life applications such …

Weighted top-k dominating queries on highly incomplete data

HMA Fattah, KMA Hasan, T Tsuji - Information Systems, 2022 - Elsevier
Top-k dominating (TKD) query retrieves the top k items that dominate other objects in the
dataset. This is a key decision-making tool for any organization since it allows data analysts …