Radwa El Shawi

According to our database, Radwa El Shawi authored at least 44 papers between 2011 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2025

To tune or not to tune? An approach for recommending important hyperparameters for classification and clustering algorithms.

Radwa El Shawi, Mohamadjavad Bahmani, Sherif Sakr

Future Gener. Comput. Syst., 2025

2024

ConceptGlassbox: Guided Concept-Based Explanation for Deep Neural Networks.

Radwa El Shawi

Cogn. Comput., September, 2024

AutoMLBench: A comprehensive experimental evaluation of automated machine learning frameworks.

Hassan Eldeeb, Mohamed Maher, Radwa El Shawi, Sherif Sakr

Expert Syst. Appl., 2024

MachineLearnAthon: An Action-Oriented Machine Learning Didactic Concept.

Michal Tkác, Jakub Sieber, Lara Kuhlmann, Matthias Brueggenolte, Alexandru Rinciog, Michael Henke, Artur M. Schweidtmann, Qinghe Gao, Maximilian F. Theisen, Radwa El Shawi

CoRR, 2024

GizaML: A Collaborative Meta-learning Based Framework Using LLM For Automated Time-Series Forecasting.

Esraa Sayed, Mohamed Maher, Omar Sedeek, Ahmed Eldamaty, Amr Kamel, Radwa El Shawi

Proceedings of the Proceedings 27th International Conference on Extending Database Technology, 2024

2023

Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality (Extended Abstract).

Radwa El Shawi, Mouaz H. Al-Mallah

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

OnlineAutoClust: A Framework for Online Automated Clustering.

Radwa El Shawi, Dmitri Rozgonjuk

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

2022

Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality.

Radwa El Shawi, Mouaz H. Al-Mallah

J. Artif. Intell. Res., 2022

AutoMLBench: A Comprehensive Experimental Evaluation of Automated Machine Learning Frameworks.

Hassan Eldeeb, Mohamed Maher, Oleh Matsuk, Abdelrahman Aldallal, Radwa El Shawi, Sherif Sakr

CoRR, 2022

TPE-AutoClust: A Tree-based Pipline Ensemble Framework for Automated Clustering.

Radwa El Shawi, Sherif Sakr

Proceedings of the IEEE International Conference on Data Mining Workshops, 2022

cSmartML-Glassbox: Increasing Transparency and Controllability in Automated Clustering.

Radwa El Shawi, Sherif Sakr

Proceedings of the IEEE International Conference on Data Mining Workshops, 2022

BigFeat: Scalable and Interpretable Automated Feature Engineering Framework.

Hassan Eldeeb, Shota Amashukeli, Radwa El Shawi

Proceedings of the IEEE International Conference on Big Data, 2022

2021

To tune or not to tune? An Approach for Recommending Important Hyperparameters.

Mohamadjavad Bahmani, Radwa El Shawi, Nshan Potikyan, Sherif Sakr

CoRR, 2021

DLBench: a comprehensive experimental evaluation of deep learning frameworks.

Radwa El Shawi, Abdul Wahab, Ahmed Barnawi, Sherif Sakr

Clust. Comput., 2021

Interpretability in healthcare: A comparative study of local machine learning interpretability techniques.

Radwa El Shawi, Youssef Sherif, Mouaz H. Al-Mallah, Sherif Sakr

Comput. Intell., 2021

Research perspective: the role of automated machine learning in fuzzy logic.

Radwa El Shawi, Stefania Tomasiello, Henri Liiva

Proceedings of WILF 2021, 2021

Towards Automated Concept-based Decision TreeExplanations for CNNs.

Radwa El Shawi, Youssef Sherif, Sherif Sakr

Proceedings of the 24th International Conference on Extending Database Technology, 2021

cSmartML: A Meta Learning-Based Framework for Automated Selection and Hyperparameter Tuning for Clustering.

Radwa El Shawi, Hudson Lekunze, Sherif Sakr

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020

An Empirical Analysis of Integrating Feature Extraction to Automated Machine Learning Pipeline.

Hassan Eldeeb, Shota Amashukeli, Radwa El Shawi

Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

D-SmartML: A Distributed Automated Machine Learning Framework.

Ahmed Abd Elrahman, Mohamed ElHelw, Radwa El Shawi, Sherif Sakr

Proceedings of the 40th IEEE International Conference on Distributed Computing Systems, 2020

2019

On the interpretability of machine learning-based model for predicting hypertension.

Radwa El Shawi, Mouaz H. Al-Mallah, Sherif Sakr

BMC Medical Informatics Decis. Mak., 2019

Automated Machine Learning: State-of-The-Art and Open Challenges.

Radwa El Shawi, Mohamed Maher, Sherif Sakr

CoRR, 2019

Correction to: Runtime self-monitoring approach of business process compliance in cloud environments.

Ahmed Barnawi, Ahmed Awad, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr

Clust. Comput., 2019

A Decision Support Framework for AutoML Systems: A Meta-Learning Approach.

Salijona Dyrmishi, Radwa El Shawi, Sherif Sakr

Proceedings of the 2019 International Conference on Data Mining Workshops, 2019

Automated Machine Learning: Techniques and Frameworks.

Radwa El Shawi, Sherif Sakr

Proceedings of the Big Data Management and Analytics - 9th European Summer School, 2019

DLBench: An Experimental Evaluation of Deep Learning Frameworks.

Nesma Mahmoud, Youssef Essam, Radwa El Shawi, Sherif Sakr

Proceedings of the 2019 IEEE International Congress on Big Data, 2019

ILIME: Local and Global Interpretable Model-Agnostic Explainer of Black-Box Decision.

Radwa El Shawi, Youssef Sherif, Mouaz H. Al-Mallah, Sherif Sakr

Proceedings of the Advances in Databases and Information Systems, 2019

2018

Correction To: Large scale graph processing systems: survey and an experimental evaluation.

Omar Batarfi, Radwa El Shawi, Ayman G. Fayoumi, Reza Nouri, Amin Beheshti, Ahmed Barnawi, Sherif Sakr

Clust. Comput., 2018

Big Data Systems Meet Machine Learning Challenges: Towards Big Data Science as a Service.

Radwa El Shawi, Sherif Sakr, Domenico Talia, Paolo Trunfio

Big Data Res., 2018

2017

Comparison of machine learning techniques to predict all-cause mortality using fitness data: the Henry ford exercIse testing (FIT) project.

Sherif Sakr, Radwa El Shawi, Amjad M. Ahmed, Waqas T. Qureshi, Clinton A. Brawner, Steven J. Keteyian, Michael J. Blaha, Mouaz H. Al-Mallah

BMC Medical Informatics Decis. Mak., 2017

Big Data Systems Meet Machine Learning Challenges: Towards Big Data Science as a Service.

Radwa El Shawi, Sherif Sakr

CoRR, 2017

2016

Big Data 2.0 Processing Systems: Taxonomy and Open Challenges.

Fuad Bajaber, Radwa El Shawi, Omar Batarfi, Abdulrahman H. Altalhi, Ahmed Barnawi, Sherif Sakr

J. Grid Comput., 2016

2015

Large scale graph processing systems: survey and an experimental evaluation.

Omar Batarfi, Radwa El Shawi, Ayman G. Fayoumi, Reza Nouri, Amin Beheshti, Ahmed Barnawi, Sherif Sakr

Clust. Comput., 2015

Runtime self-monitoring approach of business process compliance in cloud environments.

Ahmed Barnawi, Ahmed Awad, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr

Clust. Comput., 2015

Runtime detection of business process compliance violations: an approach based on anti patterns.

Ahmed Awad, Ahmed Barnawi, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr

Proceedings of the 30th Annual ACM Symposium on Applied Computing, 2015

BP-MaaS: A Runtime Compliance-Monitoring System for Business Processes.

Ahmed Barnawi, Ahmed Awad, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr

Proceedings of the BPM Demo Session 2015 Co-located with the 13th International Conference on Business Process Management (BPM 2015), 2015

Big Graph Processing Systems: State-of-the-Art and Open Challenges.

Radwa El Shawi, Omar Batarfi, Ayman G. Fayoumi, Ahmed Barnawi, Sherif Sakr

Proceedings of the First IEEE International Conference on Big Data Computing Service and Applications, 2015

2014

A fast algorithm for data collection along a fixed track.

Otfried Cheong, Radwa El Shawi, Joachim Gudmundsson

Theor. Comput. Sci., 2014

Quickest path queries on transportation network.

Radwa El Shawi, Joachim Gudmundsson, Christos Levcopoulos

Comput. Geom., 2014

On Characterizing the Performance of Distributed Graph Computation Platforms.

Ahmed Barnawi, Omar Batarfi, Amin Beheshti, Radwa El Shawi, Ayman G. Fayoumi, Reza Nouri, Sherif Sakr

Proceedings of the Performance Characterization and Benchmarking. Traditional to Big Data, 2014

An Overview of Large-Scale Stream Processing Engines.

Radwa El Shawi, Sherif Sakr

Proceedings of the Large Scale and Big Data - Processing and Management., 2014

2013

Fast query structures in anisotropic media.

Radwa El Shawi, Joachim Gudmundsson

Theor. Comput. Sci., 2013

2011

Quickest Paths in Anisotropic Media.

Radwa El Shawi, Joachim Gudmundsson

Proceedings of the Combinatorial Optimization and Applications, 2011

Shortest Path in Transportation Network and Weighted Subdivisions.

Radwa El Shawi, Joachim Gudmundsson

Proceedings of the Graph Data Management: Techniques and Applications., 2011