activity
20142023
most citedFormal Verification of Input-Output Mappings of Tree Ensembles

36 citations · 41 across the 6 of their papers we have counts for

collaborators

7 papers

cs.AR2023

NetGAP: A Graph-Grammar approach for concept design of networked platforms with extra-functional requirements

Rodrigo Saar de Moraes, Simin Nadjm-Tehrani

During the concept design of complex networked systems, concept developers have to ensure that the choice of hardware modules and the topology of the target platform will provide a…

cs.LG2023★ 1 cited

Finding Minimum-Cost Explanations for Predictions made by Tree Ensembles

John Törnblom, Emil Karlsson, Simin Nadjm-Tehrani

The ability to explain why a machine learning model arrives at a particular prediction is crucial when used as decision support by human operators of critical systems. The provided…

cs.LG2021

Scaling up Memory-Efficient Formal Verification Tools for Tree Ensembles

John Törnblom, Simin Nadjm-Tehrani

To guarantee that machine learning models yield outputs that are not only accurate, but also robust, recent works propose formally verifying robustness properties of machine learni…

cs.LG2019★ 36 cited

Formal Verification of Input-Output Mappings of Tree Ensembles

John Törnblom, Simin Nadjm-Tehrani

Recent advances in machine learning and artificial intelligence are now being considered in safety-critical autonomous systems where software defects may cause severe harm to human…

cs.CR2019★ 4 cited

On generating network traffic datasets with synthetic attacks for intrusion detection

Carlos Garcia Cordero, Emmanouil Vasilomanolakis, Aidmar Wainakh +2

Most research in the area of intrusion detection requires datasets to develop, evaluate or compare systems in one way or another. In this field, however, finding suitable datasets…

cs.DC2018

A Taxonomy for Management and Optimization of Multiple Resources in Edge Computing

Klervie Toczé, Simin Nadjm-Tehrani

Edge computing is promoted to meet increasing performance needs of data-driven services using computational and storage resources close to the end devices, at the edge of the curre…

cs.NI2014

Modelling Correlated Mobility

Mikael Asplund, Simin Nadjm-Tehrani

When nodes in a mobile network cluster together or move according to common external factors (e.g., cars that follow the road network), the resulting contact patterns become correl…