KEYNOTE SPEAKER
Li Xiaoli, Institute for Infocomm Research A*STAR, Singapore, Nanyang Technological University, Singapore
Speech Title:
Time-Series Sensor Data Analytics: From Cutting-Edge Research to Real-World Impact
Abstract:
The proliferation of sensors in industries such as manufacturing, aerospace, semiconductors, transportation, education and healthcare has created a critical demand for innovative AI solutions to analyze time-series sensor data. These solutions enable applications ranging from enhancing equipment availability and efficiency to enabling data-driven maintenance and intelligent system control. In this talk, we will explore recent advances in deep learning-based AI research tailored to address key challenges in equipment diagnostics and remaining useful life prediction. Key focus areas include achieving high prediction accuracy, compressing models for edge computing deployment, considering data privacy and overcoming domain adaptation barriers. By showcasing real-world use cases, we will demonstrate how these AI-driven approaches bridge the gap between academic research and industrial applications, driving more efficient and intelligent systems across diverse sectors.
Bio of the Keynote Speaker Xiaoli is the Department Head and Senior Principal Scientist at the Institute for Infocomm Research (I²R), A*STAR, Singapore, and an adjunct full professor at the School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore. His research spans artificial intelligence, data mining, machine learning, and bioinformatics, with over 370 peer-reviewed publications and more than ten best paper awards.
Xiaoli serves as the Editor-in-Chief of the Annual Review of Artificial Intelligence and as an Associate Editor for top-tier journals, including IEEE Transactions on Artificial Intelligence and Knowledge and Information Systems. He is also a regular chair and area chair for leading AI conferences such as AAAI, IJCAI, ICLR, NeurIPS, KDD, and ICDM. In addition to his academic achievements, Xiaoli has extensive industry experience, leading over ten R&D projects in collaboration with global industry leaders across aerospace, telecommunications, insurance, and professional services. He is an IEEE Fellow, a Fellow of the Asia-Pacific Artificial Intelligence Association (AAIA), a Clarivate Highly Cited Researcher, and ranked among the world’s top 2% scientists in AI by Stanford University and top computer scientists by Research.com.
Bio of the Keynote Speaker Xiaoli is the Department Head and Senior Principal Scientist at the Institute for Infocomm Research (I²R), A*STAR, Singapore, and an adjunct full professor at the School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore. His research spans artificial intelligence, data mining, machine learning, and bioinformatics, with over 370 peer-reviewed publications and more than ten best paper awards.
Xiaoli serves as the Editor-in-Chief of the Annual Review of Artificial Intelligence and as an Associate Editor for top-tier journals, including IEEE Transactions on Artificial Intelligence and Knowledge and Information Systems. He is also a regular chair and area chair for leading AI conferences such as AAAI, IJCAI, ICLR, NeurIPS, KDD, and ICDM. In addition to his academic achievements, Xiaoli has extensive industry experience, leading over ten R&D projects in collaboration with global industry leaders across aerospace, telecommunications, insurance, and professional services. He is an IEEE Fellow, a Fellow of the Asia-Pacific Artificial Intelligence Association (AAIA), a Clarivate Highly Cited Researcher, and ranked among the world’s top 2% scientists in AI by Stanford University and top computer scientists by Research.com.