Mahtab Shahin

Big Data Analytics in Association Rule Mining: A Systematic Literature Review

2021

Due to the rapid impact of IT technology, data across the globe is growing exponentially as compared to the last decade. Therefore, the efficient analysis and application of big data require special technologies. The present …

Cluster-Based Association Rule Mining for an Intersection Accident Dataset

2021

Large amounts of annual costs are made for safety and compensations of accidents in urban intersections, even those with traffic lights. The main reason for accidents seems to be the convergence of different traffic flows …

Orchestration of Serverless Functions for Scalable Association Rule Mining with Apollo

2024

In light of the enormous increase in data generated each day, machine learning methodologies must be continuously improved and adapted to deal with ever-larger amounts of data. As an example of machine learning, we discuss …

On Choosing the Columnar In-Memory Database Hyrise as High-Performant Implementation Platform for the GrandReport Tool

2025

In this paper, we provide informed arguments for using columnar in-memory database technology, in particular the Hyrise database, for the high-performant implementation of the highly combinatorial data mining tool GrandReport. In service of that we …