Radwa El Shawi

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 32

Top Topics

Machine Learning

Business Process

Top Venues

ICDM (Workshops)

BMC Medical Informatics Decis. Mak.

Publications

Esraa Sayed, Mohamed Maher, Omar Sedeek, Ahmed Eldamaty, Amr Kamel, Radwa El Shawi
GizaML: A Collaborative Meta-learning Based Framework Using LLM For Automated Time-Series Forecasting. EDBT (2024)
Michal Tkác, Jakub Sieber, Lara Kuhlmann, Matthias Brueggenolte, Alexandru Rinciog, Michael Henke, Artur M. Schweidtmann, Qinghe Gao, Maximilian F. Theisen, Radwa El Shawi
MachineLearnAthon: An Action-Oriented Machine Learning Didactic Concept. CoRR (2024)
Radwa El Shawi
ConceptGlassbox: Guided Concept-Based Explanation for Deep Neural Networks. Cogn. Comput. 16 (5) (2024)
Hassan Eldeeb, Mohamed Maher, Radwa El Shawi, Sherif Sakr
AutoMLBench: A comprehensive experimental evaluation of automated machine learning frameworks. Expert Syst. Appl. 243 (2024)
Radwa El Shawi, Mouaz H. Al-Mallah
Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality (Extended Abstract). IJCAI (2023)
Radwa El Shawi, Dmitri Rozgonjuk
OnlineAutoClust: A Framework for Online Automated Clustering. CIKM (2023)
Radwa El Shawi, Sherif Sakr
cSmartML-Glassbox: Increasing Transparency and Controllability in Automated Clustering. ICDM (Workshops) (2022)
Radwa El Shawi, Sherif Sakr
TPE-AutoClust: A Tree-based Pipline Ensemble Framework for Automated Clustering. ICDM (Workshops) (2022)
Radwa El Shawi, Mouaz H. Al-Mallah
Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality. J. Artif. Intell. Res. 75 (2022)
Hassan Eldeeb, Shota Amashukeli, Radwa El Shawi
BigFeat: Scalable and Interpretable Automated Feature Engineering Framework. Big Data (2022)
Hassan Eldeeb, Mohamed Maher, Oleh Matsuk, Abdelrahman Aldallal, Radwa El Shawi, Sherif Sakr
AutoMLBench: A Comprehensive Experimental Evaluation of Automated Machine Learning Frameworks. CoRR (2022)
Radwa El Shawi, Abdul Wahab, Ahmed Barnawi, Sherif Sakr
DLBench: a comprehensive experimental evaluation of deep learning frameworks. Clust. Comput. 24 (3) (2021)
Radwa El Shawi, Stefania Tomasiello, Henri Liiva
Research perspective: the role of automated machine learning in fuzzy logic. WILF (2021)
Mohamadjavad Bahmani, Radwa El Shawi, Nshan Potikyan, Sherif Sakr
To tune or not to tune? An Approach for Recommending Important Hyperparameters. CoRR (2021)
Radwa El Shawi, Hudson Lekunze, Sherif Sakr
cSmartML: A Meta Learning-Based Framework for Automated Selection and Hyperparameter Tuning for Clustering. IEEE BigData (2021)
Radwa El Shawi, Youssef Sherif, Sherif Sakr
Towards Automated Concept-based Decision TreeExplanations for CNNs. EDBT (2021)
Radwa El Shawi, Youssef Sherif, Mouaz H. Al-Mallah, Sherif Sakr
Interpretability in healthcare: A comparative study of local machine learning interpretability techniques. Comput. Intell. 37 (4) (2021)
Hassan Eldeeb, Shota Amashukeli, Radwa El Shawi
An Empirical Analysis of Integrating Feature Extraction to Automated Machine Learning Pipeline. ICPR Workshops (4) (2020)
Ahmed Abd Elrahman, Mohamed ElHelw, Radwa El Shawi, Sherif Sakr
D-SmartML: A Distributed Automated Machine Learning Framework. ICDCS (2020)
Radwa El Shawi, Youssef Sherif, Mouaz H. Al-Mallah, Sherif Sakr
Interpretability in HealthCare A Comparative Study of Local Machine Learning Interpretability Techniques. CBMS (2019)
Radwa El Shawi, Mouaz H. Al-Mallah, Sherif Sakr
On the interpretability of machine learning-based model for predicting hypertension. BMC Medical Informatics Decis. Mak. 19 (1) (2019)
Radwa El Shawi, Youssef Sherif, Mouaz H. Al-Mallah, Sherif Sakr
ILIME: Local and Global Interpretable Model-Agnostic Explainer of Black-Box Decision. ADBIS (2019)
Radwa El Shawi, Sherif Sakr
Automated Machine Learning: Techniques and Frameworks. eBISS (2019)
Salijona Dyrmishi, Radwa El Shawi, Sherif Sakr
A Decision Support Framework for AutoML Systems: A Meta-Learning Approach. ICDM Workshops (2019)
Radwa El Shawi, Mohamed Maher, Sherif Sakr
Automated Machine Learning: State-of-The-Art and Open Challenges. CoRR (2019)
Nesma Mahmoud, Youssef Essam, Radwa El Shawi, Sherif Sakr
DLBench: An Experimental Evaluation of Deep Learning Frameworks. BigData Congress (2019)
Ahmed Barnawi, Ahmed Awad, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr
Correction to: Runtime self-monitoring approach of business process compliance in cloud environments. Clust. Comput. 22 (Suppl 1) (2019)
Radwa El Shawi, Sherif Sakr, Domenico Talia, Paolo Trunfio
Big Data Systems Meet Machine Learning Challenges: Towards Big Data Science as a Service. Big Data Res. 14 (2018)
Omar Batarfi, Radwa El Shawi, Ayman G. Fayoumi, Reza Nouri, Seyed-Mehdi-Reza Beheshti, Ahmed Barnawi, Sherif Sakr
Correction To: Large scale graph processing systems: survey and an experimental evaluation. Clust. Comput. 21 (2) (2018)
Radwa El Shawi, Sherif Sakr
Big Data Systems Meet Machine Learning Challenges: Towards Big Data Science as a Service. CoRR (2017)
Sherif Sakr, Radwa El Shawi, Amjad M. Ahmed, Waqas T. Qureshi, Clinton A. Brawner, Steven J. Keteyian, Michael J. Blaha, Mouaz H. Al-Mallah
Comparison of machine learning techniques to predict all-cause mortality using fitness data: the Henry ford exercIse testing (FIT) project. BMC Medical Informatics Decis. Mak. 17 (1) (2017)
Fuad Bajaber, Radwa El Shawi, Omar Batarfi, Abdulrahman H. Altalhi, Ahmed Barnawi, Sherif Sakr
Big Data 2.0 Processing Systems: Taxonomy and Open Challenges. J. Grid Comput. 14 (3) (2016)
Ahmed Barnawi, Ahmed Awad, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr
Runtime self-monitoring approach of business process compliance in cloud environments. Clust. Comput. 18 (4) (2015)
Omar Batarfi, Radwa El Shawi, Ayman G. Fayoumi, Reza Nouri, Seyed-Mehdi-Reza Beheshti, Ahmed Barnawi, Sherif Sakr
Large scale graph processing systems: survey and an experimental evaluation. Clust. Comput. 18 (3) (2015)
Ahmed Barnawi, Ahmed Awad, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr
BP-MaaS: A Runtime Compliance-Monitoring System for Business Processes. BPM (Demos) (2015)
Ahmed Awad, Ahmed Barnawi, Amal Elgammal, Radwa El Shawi, Abduallah Almalaise, Sherif Sakr
Runtime detection of business process compliance violations: an approach based on anti patterns. SAC (2015)
Radwa El Shawi, Omar Batarfi, Ayman G. Fayoumi, Ahmed Barnawi, Sherif Sakr
Big Graph Processing Systems: State-of-the-Art and Open Challenges. BigDataService (2015)
Ahmed Barnawi, Omar Batarfi, Seyed-Mehdi-Reza Beheshti, Radwa El Shawi, Ayman G. Fayoumi, Reza Nouri, Sherif Sakr
On Characterizing the Performance of Distributed Graph Computation Platforms. TPCTC (2014)
Radwa El Shawi, Joachim Gudmundsson, Christos Levcopoulos
Quickest path queries on transportation network. Comput. Geom. 47 (7) (2014)
Otfried Cheong, Radwa El Shawi, Joachim Gudmundsson
A fast algorithm for data collection along a fixed track. Theor. Comput. Sci. 554 (2014)
Radwa El Shawi, Joachim Gudmundsson
Fast query structures in anisotropic media. Theor. Comput. Sci. 497 (2013)
Otfried Cheong, Radwa El Shawi, Joachim Gudmundsson
A Fast Algorithm for Data Collection along a Fixed Track. COCOON (2013)
Radwa El Shawi, Joachim Gudmundsson, Christos Levcopoulos
Quickest Path Queries on Transportation Network. CATS (2012)
Radwa El Shawi, Joachim Gudmundsson
Quickest Paths in Anisotropic Media. COCOA (2011)
Radwa El Shawi, Joachim Gudmundsson, Christos Levcopoulos
Quickest Path Queries on Transportation Network CoRR (2010)