Makram Soui

665 total citations
35 papers, 397 citations indexed

About

Makram Soui is a scholar working on Artificial Intelligence, Information Systems and Human-Computer Interaction. According to data from OpenAlex, Makram Soui has authored 35 papers receiving a total of 397 indexed citations (citations by other indexed papers that have themselves been cited), including 16 papers in Artificial Intelligence, 10 papers in Information Systems and 10 papers in Human-Computer Interaction. Recurrent topics in Makram Soui's work include Imbalanced Data Classification Techniques (6 papers), Interactive and Immersive Displays (6 papers) and Financial Distress and Bankruptcy Prediction (6 papers). Makram Soui is often cited by papers focused on Imbalanced Data Classification Techniques (6 papers), Interactive and Immersive Displays (6 papers) and Financial Distress and Bankruptcy Prediction (6 papers). Makram Soui collaborates with scholars based in Tunisia, United States and France. Makram Soui's co-authors include Khaled Ghédira, Mourad Abed, Mohamed Wiem Mkaouer, Marouane Kessentini, Ridha Ejbali, Katsuro Inoue, Ali Ouni, Christophe Kolski, Travis Desell and H.H. Ammar and has published in prestigious journals such as Expert Systems with Applications, International Journal of Production Research and Applied Soft Computing.

In The Last Decade

Makram Soui

32 papers receiving 377 citations

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name	h						Papers	Cites
Makram Soui Tunisia	10	179	103	74	47	44	35	397
Ahmad Hawalah United Kingdom	9	378 2.1×	28 0.3×	145 2.0×	111 2.4×	37 0.8×	13	608
Xiangling Fu China	12	196 1.1×	29 0.3×	74 1.0×	57 1.2×	7 0.2×	58	502
Muhammad Umer Sarwar Pakistan	11	197 1.1×	51 0.5×	85 1.1×	41 0.9×	50 1.1×	20	453
Sungzoon Cho South Korea	11	164 0.9×	21 0.2×	257 3.5×	58 1.2×	12 0.3×	20	483
Salman Jan Pakistan	13	162 0.9×	18 0.2×	296 4.0×	82 1.7×	30 0.7×	33	545
Nur Haryani Zakaria Malaysia	12	89 0.5×	23 0.2×	256 3.5×	36 0.8×	30 0.7×	45	534
Ferry Wahyu Wibowo Indonesia	12	131 0.7×	12 0.1×	130 1.8×	29 0.6×	79 1.8×	101	534
Faouzia Benabbou Morocco	13	299 1.7×	71 0.7×	144 1.9×	37 0.8×	38 0.9×	61	563
Gangmin Li China	11	427 2.4×	8 0.1×	183 2.5×	63 1.3×	42 1.0×	55	686
Alexiei Dingli Malta	13	216 1.2×	10 0.1×	140 1.9×	66 1.4×	39 0.9×	69	487

Countries citing papers authored by Makram Soui

Since Specialization

Citations

This map shows the geographic impact of Makram Soui's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Makram Soui with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Makram Soui more than expected).

Fields of papers citing papers by Makram Soui

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Makram Soui. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Makram Soui. The network helps show where Makram Soui may publish in the future.

Co-authorship network of co-authors of Makram Soui

This figure shows the co-authorship network connecting the top 25 collaborators of Makram Soui. A scholar is included among the top collaborators of Makram Soui based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Makram Soui. Makram Soui is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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20 of 20 papers shown

Néji, S., et al.. (2025). Features Selection for Credit Risk Prediction Problem. Information Systems Frontiers. 1 indexed citations

Néji, S., et al.. (2025). Bank credit risk prediction using machine learning model. Neural Computing and Applications. 37(16). 10333–10350.

Soui, Makram, et al.. (2024). Tri-XGBoost model improved by BLSmote-ENN: an interpretable semi-supervised approach for addressing bankruptcy prediction. Knowledge and Information Systems. 66(7). 3883–3920. 3 indexed citations

Abed, Mourad, et al.. (2024). SBS feature selection and AdaBoost classifier for specialization/major recommendation for undergraduate students. Education and Information Technologies. 29(14). 17867–17887. 6 indexed citations

Soui, Makram, et al.. (2023). Recommendation rules to personalize itineraries for tourists in an unfamiliar city. Applied Soft Computing. 150. 111084–111084. 9 indexed citations

Soui, Makram, et al.. (2023). Full Personalized Learning Path Recommendation: A Literature Review. Lecture notes on data engineering and communications technologies. 185–195. 2 indexed citations

Soui, Makram, et al.. (2023). Deep Learning-Based Model Using DensNet201 for Mobile User Interface Evaluation. International Journal of Human-Computer Interaction. 39(9). 1981–1994. 12 indexed citations

Soui, Makram, et al.. (2022). Handling class imbalance in COVID-19 chest X-ray images classification: Using SMOTE and weighted loss. Applied Soft Computing. 129. 109588–109588. 45 indexed citations

Mkaouer, Mohamed Wiem, et al.. (2022). Search-based detection of code changes introducing performance regression. Swarm and Evolutionary Computation. 73. 101101–101101. 4 indexed citations

10.

Soui, Makram, et al.. (2022). TextBlob and BiLSTM for Sentiment analysis toward COVID-19 vaccines. 5 indexed citations

11.

Soui, Makram, et al.. (2022). Deep features extraction to assess mobile user interfaces. Multimedia Tools and Applications. 81(9). 12945–12960.

12.

Soui, Makram, et al.. (2021). Towards the automatic restructuring of structural aesthetic design of Android user interfaces. Computer Standards & Interfaces. 81. 103598–103598. 5 indexed citations

13.

Soui, Makram, et al.. (2021). NSGA-II as feature selection technique and AdaBoost classifier for COVID-19 prediction using patient’s symptoms. Nonlinear Dynamics. 106(2). 1453–1475. 38 indexed citations

14.

Soui, Makram, et al.. (2021). On the Detection of Structural Aesthetic Defects of Android Mobile User Interfaces with a Metrics-based Tool. ACM Transactions on Interactive Intelligent Systems. 11(1). 1–27. 3 indexed citations

15.

Soui, Makram, et al.. (2021). On the Impact of Aesthetic Defects on the Maintainability of Mobile Graphical User Interfaces: An Empirical Study. Information Systems Frontiers. 24(2). 659–676. 6 indexed citations

16.

Soui, Makram, et al.. (2020). Bankruptcy Prediction Using Deep Learning Approach Based on Borderline SMOTE. Information Systems Frontiers. 22(5). 1067–1083. 82 indexed citations

17.

Soui, Makram, et al.. (2020). Adaptive tutoring system based on fuzzy logic. International Journal of Advanced Intelligence Paradigms. 16(2). 132–132. 4 indexed citations

18.

Soui, Makram, et al.. (2019). Assessing the quality of mobile graphical user interfaces using multi-objective optimization. Soft Computing. 24(10). 7685–7714. 15 indexed citations

19.

Soui, Makram, et al.. (2017). PLAIN: PLugin for predicting the usAbility of Mobile User INterface. 127–136. 10 indexed citations

20.

Hamdi, Mohamed Salah, et al.. (2016). An adaptive I-Parking application: An ontology-based approach. 1. 777–785. 2 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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