47 citations · 178 across the 34 of their papers we have counts for
3 papers · 1 filter
How to Query An Oracle? Efficient Strategies to Label Data
Farshad Lahouti, Victoria Kostina, Babak Hassibi
We consider the basic problem of querying an expert oracle for labeling a dataset in machine learning. This is typically an expensive and time consuming process and therefore, we s…
Distributed Solution of Large-Scale Linear Systems via Accelerated Projection-Based Consensus
Navid Azizan-Ruhi, Farshad Lahouti, Salman Avestimehr +1
Solving a large-scale system of linear equations is a key step at the heart of many algorithms in machine learning, scientific computing, and beyond. When the problem dimension is…
Fundamental Limits of Budget-Fidelity Trade-off in Label Crowdsourcing
Farshad Lahouti, Babak Hassibi
Digital crowdsourcing (CS) is a modern approach to perform certain large projects using small contributions of a large crowd. In CS, a taskmaster typically breaks down the project…