User Modeling and User Profiling: A Comprehensive Survey

arXiv:2402.09660v1 Announce Type: cross
Abstract: The integration of artificial intelligence (AI) into daily life, particularly through information retrieval and recommender systems, has necessitated advanced user modeling and profiling techniques to deliver personalized experiences. These techniques aim to construct accurate user representations based on the rich amounts of data generated through interactions with these systems. This paper presents a comprehensive survey of the current state, evolution, and future directions of user modeling and profiling research. We provide a historical overview, tracing …

abstract advanced aim artificial artificial intelligence arxiv construct cs.ai cs.hc cs.ir cs.lg cs.si daily data generated information integration intelligence interactions life modeling personalized profiling recommender systems retrieval survey systems through type