Enhancing Traffic Flow Prediction using Outlier-Weighted AutoEncoders: Handling Real-Time Changes

1 code implementation • 27 Dec 2023 • Himanshu Choudhary, Marwan Hassani

Moreover, Given the dynamic nature of traffic, the need for real-time traffic modeling also becomes crucial to ensure accurate and up-to-date traffic predictions.

Management Outlier Detection +1

Topology-Agnostic Detection of Temporal Money Laundering Flows in Billion-Scale Transactions

no code implementations • 24 Sep 2023 • Haseeb Tariq, Marwan Hassani

We propose a framework (called FaSTMAN), adapted for domain-specific constraints, to efficiently construct a temporal graph of sequential transactions.

Community Detection

Clustering-based Aggregations for Prediction in Event Streams

no code implementations • 18 Oct 2022 • Yorick Spenrath, Marwan Hassani, Boudewijn F. van Dongen

However, given the expected number of shoppers and their diverse behaviours, making accurate predictions on an individual level is difficult.

Clustering Marketing

What Averages Do Not Tell -- Predicting Real Life Processes with Sequential Deep Learning

1 code implementation • 19 Oct 2021 • István Ketykó, Felix Mannhardt, Marwan Hassani, Boudewijn van Dongen

Looking at suffix prediction as the most challenging of these tasks, the performance of Deep Learning models was evaluated only on average measures and for a small number of real-life event logs.