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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…

人工智能 · 计算机科学 2024-02-22 Erasmo Purificato , Ludovico Boratto , Ernesto William De Luca

To advance personalized applications such as recommendation systems and user behavior prediction, recent research increasingly adopts large language models (LLMs) for human -readable persona modeling. In dynamic real -world scenarios,…

计算与语言 · 计算机科学 2025-07-17 Aili Chen , Chengyu Du , Jiangjie Chen , Jinghan Xu , Yikai Zhang , Siyu Yuan , Zulong Chen , Liangyue Li , Yanghua Xiao

Background: Data driven stratification of patients into biologically informed subtypes holds promise for precision neuropsychiatry, yet neuroimaging-based clustering methods often fail to generalize across cohorts. While algorithmic…

机器学习 · 计算机科学 2025-06-12 Yuetong Yu , Ruiyang Ge , Ilker Hacihaliloglu , Alexander Rauscher , Roger Tam , Sophia Frangou

In this paper, we present design, implementation, and effectiveness of generating personalized suggestions for email replies. To personalize email responses based on users style and personality, we model the users persona based on her past…

计算与语言 · 计算机科学 2018-06-13 Rajeev Gupta , Ranganath Kondapally , Chakrapani Ravi Kiran

Semi-supervised clustering seeks to augment traditional clustering methods by incorporating side information provided via human expertise in order to increase the semantic meaningfulness of the resulting clusters. However, most current…

机器学习 · 计算机科学 2014-02-17 Caiming Xiong , David Johnson , Jason J. Corso

AI design characteristics and human personality traits each impact the quality and outcomes of human-AI interactions. However, their relative and joint impacts are underexplored in imperfectly cooperative scenarios, where people and AI only…

Personalized multiple clustering aims to generate diverse partitions of a dataset based on different user-specific aspects, rather than a single clustering. It has recently drawn research interest for accommodating varying user preferences.…

人工智能 · 计算机科学 2025-05-29 Ziye Chen , Yiqun Duan , Riheng Zhu , Zhenbang Sun , Mingming Gong

Personalization despite being an effective solution to the problem information overload remains tricky on account of multiple dimensions to consider. Furthermore, the challenge of avoiding overdoing personalization involves estimation of a…

信息检索 · 计算机科学 2017-11-09 Arjumand Younus , Muhammad Atif Qureshi

The Personalization of information has taken recommender systems at a very high level. With personalization these systems can generate user specific recommendations accurately and efficiently. User profiling helps personalization, where…

信息检索 · 计算机科学 2015-03-26 Sumitkumar Kanoje , Sheetal Girase , Debajyoti Mukhopadhyay

While traditional research on text clustering has largely focused on grouping documents by topic, it is conceivable that a user may want to cluster documents along other dimensions, such as the authors mood, gender, age, or sentiment.…

信息检索 · 计算机科学 2014-01-22 Sajib Dasgupta , Vincent Ng

Assessing the personality of software engineers may help to match individual traits with the characteristics of development activities such as code review and testing, as well as support managers in team composition. However,…

软件工程 · 计算机科学 2022-02-15 Fabio Calefato , Filippo Lanubile

Trust between humans and multi-agent robotic swarms may be analyzed using human preferences. These preferences are expressed by an individual as a sequence of ordered comparisons between pairs of swarm behaviors. An individual's preference…

系统与控制 · 电气工程与系统科学 2022-03-29 Elena M Vella , Daniel A Williams , Airlie Chapman , Chris Manzie

Large Language Models (LLMs) created new opportunities for generating personas, expected to streamline and accelerate the human-centered design process. Yet, AI-generated personas may not accurately represent actual user experiences, as…

In today's digital society, personalization has become a crucial aspect of software applications, significantly impacting user experience and engagement. A new wave of intelligent user interfaces, such as AI-based conversational agents, has…

软件工程 · 计算机科学 2025-06-02 Aaron Conrardy , Alfredo Capozucca , Jordi Cabot

The traditional user-centered design process can hardly keep up with the ever faster technical development and increasingly diverse user preferences. As a solution, we propose to augment the tried-and-tested approach of conducting user…

人机交互 · 计算机科学 2023-02-23 Florian Fischer , Arthur Fleig , Markus Klar , Viktorija Paneva , Jörg Müller

The embedded sensors in widely used smartphones and other wearable devices make the data of human activities more accessible. However, recognizing different human activities from the wearable sensor data remains a challenging research…

机器学习 · 计算机科学 2023-07-25 Taoran Sheng , Manfred Huber

Learning models of user behaviour is an important problem that is broadly applicable across many application domains requiring human-robot interaction. In this work we show that it is possible to learn a generative model for distinct user…

人工智能 · 计算机科学 2019-06-25 Daniel Angelov , Yordan Hristov , Subramanian Ramamoorthy

Despite the promising progress made in recent years, person re-identification (re-ID) remains a challenging task due to the complex variations in human appearances from different camera views. For this challenging problem, a large variety…

计算机视觉与模式识别 · 计算机科学 2017-05-02 Xun Yang , Meng Wang , Richang Hong , Qi Tian , Yong Rui

Large Language Models (LLMs) used in creative workflows can reinforce stereotypes and perpetuate inequities, making fairness auditing essential. Existing methods rely on constrained tasks and fixed benchmarks, leaving open-ended creative…

计算机与社会 · 计算机科学 2026-02-25 Hongliu Cao , Eoin Thomas , Rodrigo Acuna Agost

Information Retrieval systems can be improved by exploiting context information such as user and document features. This article presents a model based on overlapping probabilistic or fuzzy clusters for such features. The model is applied…

人机交互 · 计算机科学 2011-02-21 Thomas Mandl , Christa Womser-Hacker