Ling Huang Researcher Intel Research at Berkeley 2150 Shattuck Avenue, Penthouse Suite Berkeley, CA 94704 Phone: 510-495-3406 Fax: 510-495-3049 Email:

Introduction

Rsearch Interests

• Resource constrained reasoning, efficient and distributed machine learning
• Statistical learning, inference and decision-making under computation and communication constraints
• Continuous online network monitoring, traffic analysis, modeling and prediction.
• Efficient in-network anomaly detection, distributed signal processing.
• Distributed data streaming and triggering.
• Secure, reliable and adaptive network system.
• Peer-to-Peer network, scalable and fault-resilient network system, application-level multicast, web caching, etc.

Recent Projects

• Resource Constrained Reasoning
• Communication-Efficient Online Detection of Network-wide Anomalies
• Distributed Machine Learning and In-Network Anomaly Detection
• Communication-Efficient Tracking of Distributed Triggers

Previous Projects

• Probabilistic Data Aggregation and Multi-Scale Prediction
• Geometric Modeling for CAD/CAM system
• Fault-resilient Overlay Routing
• Tapestry: Scalable and Resilient Peer-to-Peer network infrastructure
• SpamWatch: A Peer-to-peer Spam Filtering System