6 citations · 9 across the 3 of their papers we have counts for
4 papers
Semantic Compression for Edge-Assisted Systems
Igor Burago, Marco Levorato, Sameer Singh
A novel semantic approach to data selection and compression is presented for the dynamic adaptation of IoT data processing and transmission within "wireless islands", where a set o…
Model-Agnostic Interpretability of Machine Learning
Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin
Understanding why machine learning models behave the way they do empowers both system designers and end-users in many ways: in model selection, feature engineering, in order to tru…
Collectively Embedding Multi-Relational Data for Predicting User Preferences
Nitish Gupta, Sameer Singh
Matrix factorization has found incredible success and widespread application as a collaborative filtering based approach to recommendations. Unfortunately, incorporating additional…
Compiling Relational Database Schemata into Probabilistic Graphical Models
Sameer Singh, Thore Graepel
Instead of requiring a domain expert to specify the probabilistic dependencies of the data, in this work we present an approach that uses the relational DB schema to automatically…