A survey on trajectory data management, analytics, and learning

S Wang, Z Bao, JS Culpepper, G Cong - ACM Computing Surveys …, 2021 - dl.acm.org
Recent advances in sensor and mobile devices have enabled an unprecedented increase
in the availability and collection of urban trajectory data, thus increasing the demand for …

Challenges in KNN classification

S Zhang - IEEE Transactions on Knowledge and Data …, 2021 - ieeexplore.ieee.org
The KNN algorithm is one of the most popular data mining algorithms. It has been widely
and successfully applied to data analysis applications across a variety of research topics in …

On nonmetric similarity search problems in complex domains

T Skopal, B Bustos - ACM Computing Surveys (CSUR), 2011 - dl.acm.org
The task of similarity search is widely used in various areas of computing, including
multimedia databases, data mining, bioinformatics, social networks, etc. In fact, retrieval of …

Incremental local outlier detection for data streams

D Pokrajac, A Lazarevic… - 2007 IEEE symposium on …, 2007 - ieeexplore.ieee.org
Outlier detection has recently become an important problem in many industrial and financial
applications. This problem is further complicated by the fact that in many cases, outliers have …

Outlier detection with kernel density functions

LJ Latecki, A Lazarevic, D Pokrajac - … on machine learning and data mining …, 2007 - Springer
Outlier detection has recently become an important problem in many industrial and financial
applications. In this paper, a novel unsupervised algorithm for outlier detection with a solid …

[PDF][PDF] Efficient Computation of Reverse Skyline Queries.

E Dellis, B Seeger - VLDB, 2007 - Citeseer
In this paper, for the first time, we introduce the concept of Reverse Skyline Queries. At first,
we consider for a multidimensional data set P the problem of dynamic skyline queries …

Monitoring k-nearest neighbor queries over moving objects

X Yu, KQ Pu, N Koudas - 21st International Conference on …, 2005 - ieeexplore.ieee.org
Many location-based applications require constant monitoring of k-nearest neighbor (k-NN)
queries over moving objects within a geographic area. Existing approaches to this problem …

Reverse spatial and textual k nearest neighbor search

J Lu, Y Lu, G Cong - Proceedings of the 2011 ACM SIGMOD …, 2011 - dl.acm.org
Geographic objects associated with descriptive texts are becoming prevalent. This gives
prominence to spatial keyword queries that take into account both the locations and textual …

Temporal spatial-keyword top-k publish/subscribe

L Chen, G Cong, X Cao, KL Tan - 2015 IEEE 31St international …, 2015 - ieeexplore.ieee.org
Massive amount of data that are geo-tagged and associated with text information are being
generated at an unprecedented scale. These geo-textual data cover a wide range of topics …

Monochromatic and bichromatic reverse skyline search over uncertain databases

X Lian, L Chen - Proceedings of the 2008 ACM SIGMOD international …, 2008 - dl.acm.org
Reverse skyline queries over uncertain databases have many important applications such
as sensor data monitoring and business planning. Due to the existence of uncertainty in …