Anomaly Detection

• Raghavendra Chalapathy  and  Sanjay Chawla .  DEEP LEARNING FOR ANOMALY DETECTION: A SURVEY  (https://arxiv.org/pdf/1901.03407.pdf).  

• Varun Chandola, Arindam Banerjee and Vipin Kumar. Anomaly detection: A survey, ACM Computing Surveys (CSUR), Volume 41 Issue 3, July 2009, Article No. 15. (pdf) 

• Markus M. Breunig, Hans-Peter Kriegel, Raymond T. Ng, Jörg Sander. LOF: Identifying Density-Based Local Outliers, Proc. ACM SIGMOD 2000 Int. Conf. On Management of Data, Dalles, TX, 2000. (LOF)    

• Wen Jin, Anthony K. H. Tung, Jiawei Han, Wei Wang.  Ranking Outliers Using Symmetric Neighborhood Relationship,  PAKDD 2006. (INFLO)

• Ke Zhang, Marcus Hutter and  Huidong Jin.  A New Local Distance-Based Outlier Detection Approach for Scattered Real-World Data, PAKDD 2009 . (LDOF)

Streaming Algorithms

• 1. Yanwei Yu, Lei Cao, Elke A. Rundensteiner, Qin Wang. Outlier Detection over Massive-Scale Trajectory Streams, ACM TODS (June,2018)                                               

  2. Yanwei Yu, Lei Cao, Elke A. Rundensteiner, Qin Wang. Detecting Moving Object Outliers In Massive-Scale Trajectory Streams, KDD 2014.            

  3.  Dragoljub Pokrajac, Aleksandar Lazarevic and  Longin Jan Latecki. Incremental Local Outlier Detection for Data Streams,  IEEE Symposium on Computational Intelligence and Data Mining, 2007. CIDM 2007.