Publications

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Junaid Younas; Shoaib Ahmed Siddiqui; Mohsin Munir; Muhammad Imran Malik; Faisal Shafait; Paul Lukowicz; Sheraz Ahmed
Fi-Fo Detector: Figure and Formula Detection Using Deformable Networks
In: Applied Sciences, Vol. 10, No. 18 (6460), Pages 1-16, MDPI, 9/2020.
Muhammad Naseer Bajwa; Suleman Khurram; Mohsin Munir; Shoaib Ahmed Siddiqui; Muhammad Imran Malik; Andreas Dengel; Sheraz Ahmed
Confident Classification using a Hybrid between Deterministic and Probabilistic Convolutional Neural Networks
In: IEEE Access, Vol. 10, Pages 1-10, IEEE, 2020.
Mohsin Munir; Muhammad Ali Chattha; Sheraz Ahmed; Andreas Dengel
A Comparative Analysis of Traditional and Deep Learning-based Anomaly Detection Methods for Streaming Data
In: 18th IEEE International Conference on Machine Learning and Applications. International Conference on Machine Learning and Applications …
Mohsin Munir; Shoaib Ahmed Siddiqui; Ferdinand Küsters; Dominique Mercier; Andreas Dengel; Sheraz Ahmed
TSXplain: Demystification of DNN Decisions for Time-Series Using Natural Language and Statistical Features
In: ICANN. International Conference on Artificial Neural Networks (ICANN-2019), September 17-19, Munich, Germany, Pages 426-439, Vol. 11731, ISBN …
Muhammad Ali Chatta; Muhammad Shoaib Ahmed Siddiqui; Moshin Munir; Ludger van Elst; Imran Malik; Andreas Dengel; Sheraz Ahmed
DeepEX: Bridging the Gap Between Knowledge and Data Driven Techniques for Time Series Forecasting
In: The 28th International Conference on Artificial Neural Networks. International Conference on Artificial Neural Networks (ICANN-2019), September …
Mohsin Munir; Shoaib Ahmed Siddiqui; Muhammad Ali Chattha; Andreas Dengel; Sheraz Ahmed
FuseAD: Unsupervised Anomaly Detection in Streaming Sensors Data by Fusing Statistical and Deep Learning Models
In: Sensors - Open Access Journal (Sensors), Vol. 19, No. 11, Pages 1-15, MDPI, 5/2019.
Mohsin Munir; Muhammad Shoaib Ahmed Siddiqui; Andreas Dengel; Sheraz Ahmed
DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time Series
In: IEEE Access, Vol. 7, Pages 1991-2005, IEEE, 12/2018.
Mohsin Munir; Sebastian Baumbach; Ying Gu; Andreas Dengel; Sheraz Ahmed
Data Analytics: Industrial Perspective & Solutions for Streaming Data
In: Mark Last; Horst Bunke; Abraham Kandel (Hrsg.). Data Mining in Time Series and Streaming Databases. Chapter 7, Pages 144-168, Series in Machine …
Shoaib Ahmed Siddiqui; Dominique Mercier; Mohsin Munir; Andreas Dengel; Sheraz Ahmed
TSViz: Demystification of Deep Learning Models for Time-Series Analysis
In: Computing Research Repository eprint Journal (CoRR), Vol. abs/1802.02952, Pages 1-13, ArXiv, 2018.
Mohsin Munir; Steffen Erkel; Andreas Dengel; Sheraz Ahmed
Pattern-Based Contextual Anomaly Detection in HVAC Systems
In: 2017 IEEE International Conference on Data Mining Workshops. IEEE International Conference on Data Mining Workshops (ICDMW-2017), November 18-21, …