Journal of Statistical Software (1 paper)Procedia Computer Science (2 papers)SPIRE - Sciences Po Institutional REpository (1 paper)International Journal of Future Computer and Communication (1 paper)
NbClust: AnRPackage for Determining the Relevant Number of Clusters in a Data Set2014 · 1.9k citations
What are hit papers?
Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies
if any of the following hold:
it has ≥500 total citations;
it reaches ≥1.5× the top-1% citation threshold for papers in the same subfield and year (the
threshold is the minimum needed to enter the top 1%, not the average within it);
it reaches the top citation threshold in at least one of its specific research topics.
Countries citing papers authored by Malika Charrad
Since Specialization
Citations
This map shows the geographic impact of Malika Charrad'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 Malika Charrad with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Malika Charrad more than expected).
This network shows the impact of papers produced by Malika Charrad. 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 Malika Charrad. The network helps show where Malika Charrad may publish in the future.
Co-authors
The 4 scholars most cited alongside Malika Charrad, linked wherever they
have co-authored with each other. Click a name or a connecting line to browse the papers
they share.
Border = papers with Malika CharradLine = papers co-authored togetherMalika Charrad links everyone, so they are left out of the graph.
All Works
5 of 5 papers shown
#
Work
1
NbClust: AnRPackage for Determining the Relevant Number of Clusters in a Data Set
Malika Charrad is a scholar working on Artificial Intelligence, Communication, Sociology and Political Science, Statistical and Nonlinear Physics and Information Systems, having authored 5 papers that have together received 2.0k indexed citations. Recurring topics across this work include Advanced Clustering Algorithms Research (3 papers), Complex Network Analysis Techniques (2 papers), Disaster Management and Resilience (2 papers), Public Relations and Crisis Communication (2 papers), Evacuation and Crowd Dynamics (1 paper), Data Management and Algorithms (1 paper), Remote-Sensing Image Classification (1 paper) and Face and Expression Recognition (1 paper). The work is most often cited by research in Global and Planetary Change (248 citations), Ecological Modeling (43 citations), Nature and Landscape Conservation (119 citations), Ecology (237 citations) and Environmental Engineering (98 citations). Malika Charrad has collaborated with scholars based in Tunisia, France and Canada. Frequent co-authors include Nadia Ghazzali, Véronique Boiteau, Narjès Bellamine Ben Saoud and Mohamed Limam. Their work appears in journals such as Journal of Statistical Software, Procedia Computer Science, SPIRE - Sciences Po Institutional REpository and International Journal of Future Computer and Communication.
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.