Dehimi, Nour ElhoudaDerdour, MakhaloufBenmerzoug, DjamelBouramoul, AbdelhakimBouhamed, Mohammed Mounir2025-05-222025-05-222022978-9931-9827-1-5http://dspace.univ-oeb.dz:4000/handle/123456789/22493The first doctoral consortium comes with the fourth edition of the International Conference on Pattern Analysis and Intelligent Systems (PAIS’2022). This event was held on October 12-13, 2022, at the University of Oum ElBouagui, Algeria. The doctoral consortium of PAIS’2022 represents a real opportunity for Algerian Ph.D. students to deal with new challenges, share their different ideas, points of view, and solutions, and discuss future research trends. It represents the first successful national doctoral consortium in Algeria, and we are looking for future editions of this consortium. This proceeding contains the presented works in the doctoral consortium. The PAIS 2022 Doctoral Consortium attracts Ph.D. students working on foundations, techniques, tools, and applications in the computer sciences and related fields. The doctoral consortium would like to become a significant point of contact between young researchers from Algeria and to share ideas and achievements in the theory and practice of artificial intelligence, data science, technology trends, control systems, networking, control systems, the internet of things, social innovation, etc. PAIS Doctoral Consortium aims to allow participants to present their research and discuss recent advances in the broad and quickly growing fields of Pattern Analysis and Intelligent Systems. The consortium also allows the participants to expand their professional contacts. We can proudly emphasize the number and origin of papers submitted to the consortium and the exceptional quality. In this edition, PAIS Doctoral Consortium has received 50 papers. Each submission was reviewed in a rigorous process by at least two reviewers. The committee accepted 21 articles, with an acceptance rate of 42%. The authors of the submitted papers were from several Wilayas, including Constantine, Tebessa, Annaba, Oum Elbouagui, Setif, Souk Ahras, Khenchela, Oran, Algiers, ElOued, Bechar, Bejaia, etc. We want to take this opportunity to thank our sponsors for their valuable support: Oum Elbouagui University, the Faculty of exact science, natural and life sciences, and Easychair, LRS Laboratory, Annaba, Algeria. We also thank the rector of the Oum Elbouagui University, Prof. Zohir Dibi, and the Dean of the Faculty, Prof. Hebir Nacer. Our highest appreciations go to all who contributed to the success of this Consortium: reviewers, conference chairs, and the different committee members for their dedication and hard work.enThe first doctoral consortium Pattern Analysis and Intelligent Systems PAIS’2022Book