Dong Liu

Design of weapons and equipment system of systems evaluation based on B/S and MVC pattern

2015

The present situation of weapons and equipment System of Systems(SoS) evaluation is analyzed. The requirements of designing weapons and equipment S oS evaluation system are put forward based on the data visualization technology combining with …

Research on Network Traffic Identification based on Machine Learning and Deep Packet Inspection

2019 · 2019 IEEE 3rd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC)

Accurate network traffic identification is an important basis for network traffic monitoring and data analysis, and is the key to improve the quality of user service. In this paper, through the analysis of two network …

Imbalance-Agnostic Source-Free Domain Adaptation via Avatar Prototype Alignment

2023 · arXiv (Cornell University)

Source-free Unsupervised Domain Adaptation (SF-UDA) aims to adapt a well-trained source model to an unlabeled target domain without access to the source data. One key challenge is the lack of source data during domain adaptation. …

MT2ST: Adaptive Multi-Task to Single-Task Learning

2024 · arXiv (Cornell University)

Efficient machine learning (ML) has become increasingly important as models grow larger and data volumes expand. In this work, we address the trade-off between generalization in multi-task learning (MTL) and precision in single-task learning (STL) …