Gated Graph Sequence Neural Networks
Graph-structured data appears frequently in domains including chemistry, natural language semantics, social networks, and knowledge bases. In this work, we study feature learning techniques for graph-structured inputs. Our starting point is previous work on Graph…
High-Performance Incremental Processing of Complex Analytical Queries
Many of today’s popular computing applications require real-time analytics over large and dynamic datasets, from social web applications to online data warehousing, network monitoring, and algorithmic trading. These applications have long-lived analysis queries that require…
Accelerating Advanced Analytics
Advanced analytics — the analysis of large and complex data using machine learning (ML) — is becoming ubiquitous, with a growing demand for advanced analytics tools in the enterprise domains. However, there exist several challenging…
Government: Plan for ecosystem services
Context-aware Event Stream Analytics
Three Favorite Results
Conventional wisdom says good things come in threes. Recently I reflected on the research I’ve conducted over my career to date and selected my three favorite results, which I will cover in this talk. For…
Buckled up and ready to go? Untangling airports using open source tools on Microsoft Azure
Nobody likes a delay at the airport. Many of us have spent time buckled up, ready for takeoff, wondering why our plane is stuck on its way between the gate and the runway. Scientists in…
Microsoft opens up online infrastructure to the research community
As our lives become increasingly conducted online, the growth rate of data recording our daily activities has exploded. These records, which range from the details of our online social engagements to the graphs gathered by…