activity
20112019
most citedA Cost-based Optimizer for Gradient Descent Optimization

42 citations · 83 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CV201921 cited

Machine-Assisted Map Editing

Favyen Bastani, Songtao He, Sofiane Abbar +4

Mapping road networks today is labor-intensive. As a result, road maps have poor coverage outside urban centers in many countries. Systems to automatically infer road network graph…

cs.AI20194 cited

AI-CARGO: A Data-Driven Air-Cargo Revenue Management System

Stefano Giovanni Rizzo, Ji Lucas, Zoi Kaoudi +2

We propose AI-CARGO, a revenue management system for air-cargo that combines machine learning prediction with decision-making using mathematical optimization methods. AI-CARGO addr…

cs.IR2017

SAGA: A Submodular Greedy Algorithm For Group Recommendation

Shameem A Puthiya Parambath, Nishant Vijayakumar, Sanjay Chawla

In this paper, we propose a unified framework and an algorithm for the problem of group recommendation where a fixed number of items or alternatives can be recommended to a group o…

cs.PL20171 cited

SPARK: Static Program Analysis Reasoning and Retrieving Knowledge

Wasuwee Sodsong, Bernhard Scholz, Sanjay Chawla

Program analysis is a technique to reason about programs without executing them, and it has various applications in compilers, integrated development environments, and security. In…

cs.DB201742 cited

A Cost-based Optimizer for Gradient Descent Optimization

Zoi Kaoudi, Jorge-Arnulfo Quiané-Ruiz, Saravanan Thirumuruganathan +2

As the use of machine learning (ML) permeates into diverse application domains, there is an urgent need to support a declarative framework for ML. Ideally, a user will specify an M…

cs.OH20179 cited

Kharita: Robust Map Inference using Graph Spanners

Rade Stanojevic, Sofiane Abbar, Saravanan Thirumuruganathan +3

The widespread availability of GPS information in everyday devices such as cars, smartphones and smart watches make it possible to collect large amount of geospatial trajectory inf…