Samuel Madden

The Beckman report on database research

2016 · Communications of the ACM

Database researchers paint big data as a defining challenge. To make the most of the enormous opportunities at hand will require focusing on five research areas.

Termite: A System for Tunneling Through Heterogeneous Data

2019 · arXiv (Cornell University)

Data-driven analysis is important in virtually every modern organization. Yet, most data is underutilized because it remains locked in silos inside of organizations; large organizations have thousands of databases, and billions of files that are …

Dagger: A Data (not code) Debugger

2020 · Dépôt institutionnel de l'Université libre de Bruxelles (Université Libre de Bruxelles)

With the democratization of data science libraries and frameworks, most data scientists manage and generate their data analytics pipelines using a collection of scripts (e.g. Python, R). This marks a shift from traditional applications that …

ELITE

2021

Deep Learning techniques have been widely used in detecting anomalies from complex data. Most of these techniques are either unsupervised or semi-supervised because of a lack of a large number of labeled anomalies. However, they …