4 citations · 8 across the 5 of their papers we have counts for
5 papers
Data Commons
Ramanathan V. Guha, Prashanth Radhakrishnan, Bo Xu +10
Publicly available data from open sources (e.g., United States Census Bureau (Census), World Health Organization (WHO), Intergovernmental Panel on Climate Change (IPCC)) are vital…
Optimal Probing with Statistical Guarantees for Network Monitoring at Scale
Muhammad Jehangir Amjad, Christophe Diot, Dimitris Konomis +3
Cloud networks are difficult to monitor because they grow rapidly and the budgets for monitoring them are limited. We propose a framework for estimating network metrics, such as la…
mRSC: Multi-dimensional Robust Synthetic Control
Muhummad Amjad, Vishal Misra, Devavrat Shah +1
When evaluating the impact of a policy on a metric of interest, it may not be possible to conduct a randomized control trial. In settings where only observational data is available…
tspDB: Time Series Predict DB
Anish Agarwal, Abdullah Alomar, Devavrat Shah
A major bottleneck of the current Machine Learning (ML) workflow is the time consuming, error prone engineering required to get data from a datastore or a database (DB) to the poin…
Robust Synthetic Control
Muhammad Jehangir Amjad, Devavrat Shah, Dennis Shen
We present a robust generalization of the synthetic control method for comparative case studies. Like the classical method, we present an algorithm to estimate the unobservable cou…