Location History:
- Rueil-Malmaison, FR (2012 - 2013)
- Colombes, FR (2014)
Company Filing History:
5 out of 2,567 
1 out of 17 Years Active: 2012-2014
Title: The Innovative Mind of Hamid Benhadda
Introduction
Hamid Benhadda is a notable inventor based in Rueil-Malmaison, France. He has made significant contributions to the field of information retrieval and data clustering, holding a total of 5 patents. His work focuses on developing advanced systems that enhance the efficiency of data management and retrieval.
Latest Patents
One of his latest patents is a visual information retrieval system that applies self-organizing maps (SOM) using five distinct modules. This system is designed for information retrieval within large databases and includes a first module for extracting descriptors associated with each object. It constructs a table containing the objects and their associated descriptor values. The second module applies various classification algorithms to the tables obtained, while the third module fuses the results to determine a class number for each object. The fourth module identifies the closest column in the table to the initially obtained column, selecting the best map. Finally, the fifth module fuses the aggregate 'best maps' and applies an algorithm to search for the best map to be displayed.
Another significant patent is a method and system for clustering data arising from a database. This method clusters data or objects in an array, with each element corresponding to the similarity between the objects. It involves determining the number of classes based on computed relationships and merging certain classes. The process continues until all relationship values are negative, ensuring an efficient classification of objects.
Career Highlights
Hamid has worked with prominent organizations such as Thales and Université Paris 13. His experience in these institutions has allowed him to refine his skills and contribute to groundbreaking projects in the field of data science and information technology.
Collaborations
Throughout his career, Hamid has collaborated with talented individuals, including Catherine Gouttas and Mustapha Lebbah. These partnerships have fostered innovation and have been instrumental in the development of his patented technologies.
Conclusion
Hamid Benhadda's contributions to the fields of information retrieval and data clustering are noteworthy. His innovative patents and collaborations reflect his commitment to advancing technology and improving data management systems. His work continues to influence the industry and inspire future innovations.