459 citations
- Toronto Metropolitan UniversityCA9 papers
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4 papers · 1 filter
Anomaly Detection in Large-Scale Cloud Systems: An Industry Case and Dataset
Mohammad Saiful Islam, Mohamed Sami Rakha, William Pourmajidi +3
As Large-Scale Cloud Systems (LCS) become increasingly complex, effective anomaly detection is critical for ensuring system reliability and performance. However, there is a shortag…
Elastic Bulk Synchronous Parallel Model for Distributed Deep Learning
Xing Zhao, Manos Papagelis, Aijun An +3
The bulk synchronous parallel (BSP) is a celebrated synchronization model for general-purpose parallel computing that has successfully been employed for distributed training of mac…
Dynamic Graph Embedding via LSTM History Tracking
Shima Khoshraftar, Sedigheh Mahdavi, Aijun An +2
Many real world networks are very large and constantly change over time. These dynamic networks exist in various domains such as social networks, traffic networks and biological in…
Detecting Irregular Patterns in IoT Streaming Data for Fall Detection
Sazia Mahfuz, Haruna Isah, Farhana Zulkernine +1
Detecting patterns in real time streaming data has been an interesting and challenging data analytics problem. With the proliferation of a variety of sensor devices, real-time anal…