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M. J. Amjad

4 papers hereh-index 7376 citations14 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3

Across the 3 of 4 papers where every author was matched, so the position is known.

fields
  • cs.DB1
  • cs.LG1
  • econ.EM1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20172021
most citedRobust Synthetic Control

4 citations · 4 across the 2 of their papers we have counts for

collaborators

4 papers

cs.LG2021

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…

stat.ME2019

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…

cs.DB2019

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…

econ.EM2017★ 4 cited

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…

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