UX effect

Personalization & adaptation

Tailoring the experience to an individual user's needs, context, or behaviour.

107 papers carry this themeView in grid →

In these papers

01
A Novel Emotion-Aware Networking Model for Enhanced User Experience in 5G networksViktor Stoynov · 2025Adapts network behaviour to users' emotional state.
02
Advancements in Context Recognition for Edge Devices and Smart Eyewear: Sensors and ApplicationsFrancesca Palermo, Luca Casciano · 2025Context-aware services enable dynamic adaptation.
03
Exploring Collaboration Patterns and Strategies in Human-AI Co-creation through the Lens of Agency: A Scoping Review of the Top-tier HCI LiteratureShuning Zhang, Hui Wang et al. · 2025Maps control mechanisms: input, action, output, feedback.
04
Using user emotions to trigger UI adaptationUniv. Grenoble Alpes · 2025Emotion-triggered interface adaptation.
05
“I know even if you don’t tell me”: Understanding Users’ Privacy Preferences Regarding AI-based Inferences of Sensitive Information for PersonalizationSumit Asthan · 2024Personalization via AI inferences of sensitive information.
06
A personalized product recommendation model in e-commerce based on retrieval strategyNguyen · 2024Personalizes online-shopping product recommendations.
07
A Systematic Review of the Impact of Auxiliary Information on Recommender SystemsMatthew Ayemowa · 2024Personalized experiences across many domains.
08
AI-Driven UX/UI Design: Empirical Research and ApplicationsYang Xu · 2024Examines user preferences and AI-tool adoption.
09
An empirical study of AI techniques in mobile applications ✩Haoye Tian b, Zhijie Wang c et al. · 2024AI provides personalized services in mobile apps.
10
Article Functional Framework for Multivariant E-Commerce User InterfacesAdam Wasilewski · 2024Multivariant e-commerce UIs beyond a single page.
11
Article LIME-Mine: Explainable Machine Learning for User Behavior Analysis in IoT ApplicationsXiaobo Cai · 2024Patterns drive smarter, more personalized IoT apps.
12
Collaborative Filtering and Recommendation Algorithm for Artificial Intelligence Live Streaming E-Commerce Platforms Based on Big DataChen · 2024More intelligent, personalized recommendation results.
13
Computers in Human Behavior Reports2024Strives to predict and meet user needs.
14
CulturAI: Exploring Mixed Reality Art Exhibitions with Large Language Models for Personalized Immersive ExperiencesNicolas Constantinides · 2024Personalizes the immersive exhibition experience.
15
Harnessing AI potential in E-Commerce: improving user engagement and sales through deep learning-based product recommendationsZhang · 2024Personalized product recommendations.
16
Human-Centered AI: Enhancing User Interaction with Intelligent SystemsGalhenage Gayan Sudesh Suranga Perer · 2024Improves user interaction with intelligent systems.
17
Identifying Hand-based Input Preference Based on Wearable EEGKaining Zhang∗ · 2024Input preference informs personalization on a smartwatch.
18
Inevitable challenges of autonomy: ethical concerns in personalized algorithmic decision-makingWencheng Lu · 2024Personalized algorithmic decision-making assists daily tasks.
19
Large Language Models Meet User Interfaces: The Case of Provisioning FeedbackStanislav Pozdniakov, Jonathan Brazil et al. · 2024Tailors feedback to learners via the interface.
20
MineXR: Mining Personalized Extended Reality InterfacesHyunsung Cho · 2024Personalizes XR interfaces to the user.
21
Next-Gen Human-Computer Interaction: A HybridRavindra Changal · 2024Meets rising demand for personalized, adaptive UX.
22
One Size Does Not Fit All: Multivariant User Interface Personalization in E-CommerceAdam Wasilewski · 2024Replaces one-size-fits-all storefronts with variants.
23
Predictive Analytics for Website User BehaviorPawan Vankhede · 2024Forecasts e-commerce behavioural patterns.
24
Real-Time Personalized User Interface Adaptation Using Reinforcement LearningAbdulrahman Khamaj, Abdulelah M. Ali · 2024Real-time personalized interface adaptation.
25
Recommendations user interface in web-based e-commerce systemsOleksandr Yeroshkin, Janusz Sobecki · 2024Personalizes e-commerce to attract and retain customers.
26
SituationAdapt: Contextual UI Optimization in Mixed Reality with Situation Awareness via LLM ReasoningZhipeng Li, Christoph Gebhardt et al. · 2024Adapts the UI to varying real-world situations.
27
Transforming User Experience (UX) through Artificial Intelligence (AI) in Interactive MediaYingchia Liu, Yang Xu, Ranze Song · 2024AI promotes design innovation in interactive products.
28
Adaptive user interface for workﬂow-ERP systemMarcin Smereka, Grzegorz Kołaczek et al. · 2023Adapts the UI to how processes are carried out.
29
Choice-based Personalization in MOOCs: Impact on Activity and Perceived ValueIlana Ram · 2023Choice-based personalization in MOOCs.
30
Clustering Methods for Adaptive e-Commerce User InterfacesAdam Wasilewski · 2023Adapts e-commerce UIs to user behaviour.
31
Emoticontrol : Emotions-based Control of User-Interfaces AdaptationsKARTHIK VAIDHYANATHAN, IIIT Hyderaba · 2023Adapts interactive systems to the user's emotions.
32
From Sci-Fi to Reality: The Evolution of Human-Computer Interaction with ArtificialAstha Sharm · 2023Unprecedented levels of personalization and adaptivity.
33
Human-Centered Artificial Intelligence: Designing for User Empowerment and Ethical ConsiderationsUsman Ahmad Usmani · 2023User-centric design principles for AI.
34
Impact of AI on Mobile Computing - A Systematic Review from a Human Factors PerspectiveHelmut Degen · 2023AI shaping mobile-computing experiences.
35
InteractionAdapt: Interaction-driven Workspace Adaptation for Situated Virtual Reality EnvironmentsYi Fei Cheng · 2023Adapts VR workspaces to populated physical environments.
36
Personalizing News Recommendtions for Older people with their Life StoriesQin Gao · 2023Uses users' life stories to personalize news.
37
Persuasive strategies and emotional states: towards designing personalized and emotion-adaptive persuasive systems2023Adapts persuasion to users' distinct emotional states and stages.
38
User Interface and Architecture Adaption Based onMahyar T. Moghaddam∗, Mina Alipour et al. · 2023Reconfigures the system to the user at runtime.
39
User-Driven Constraints for Layout Optimisation in Augmented RealityAziz Niyazov · 2023User-driven constraints steer the automatic layout.
40
Algorithms for the Development of Adaptive Web Interfaces: A Systematic Literature ReviewMichael Rodrigues da Silva · 2022Adapts web UIs for better user experience.
41
AUIT – the Adaptive User Interfaces Toolkit for Designing XR ApplicationsAnna Maria Feit · 2022Adapts UI elements to the user's context.
42
Explaining User Models with Different Levels of Detail for Transparent Recommendation: A User StudyMouadh Guesmi · 2022Considers user personal characteristics in explanations.
43
How Well Does the Algorithm Know Me?Julia Graefe · 2022Frames degrees of user-adaptive personalization.
44
Personalized recommendation model of electronic commerce in new media era based on semantic emotion analysis2022Personalizes recommendations in the new-media era.
45
Personalized User Interface Elements Recommendation SystemHao Liu, Xiangxian Li et al. · 2022Personalizes interface elements per user.
46
Real-Time Adaptation of Context-Aware Intelligent User Interfaces, for Enhanced Situational AwarenessZinova Stefanidi, George Margetis · 2022Leverages current context to surface the most useful information.
47
ScalAR: Authoring Semantically Adaptive Augmented Reality Experiences in Virtual RealityXun Qian · 2022Adapts AR content behaviour across environments.
48
Service-Aware Personalized Item RecommendationReceived February · 2022Accounts for service-interaction stages in personalization.
49
User acceptance on content optimization algorithms: predicting filter bubbles in conversational AI servicesLONG PAPER · 2022User acceptance of content-optimization algorithms.
50
User Feedback Design in AI-Driven Mood Tracker Mobile AppsHsi Yuan Chu, Yvette Shen(B) · 2022User feedback improves the AI models and experience over time.
51
A Novel User Emotional Interaction Design Model Using Long and Short-Term Memory Networks and Deep Learning2021Adapts interaction to the user's recognized emotional state.
52
Adapting User Interfaces with Model-based Reinforcement LearningKashyap Todi · 2021Tailors interface changes to the individual user.
53
An Emotion-Oriented Problem Space for UIMina Alipour · 2021Adapts the UI to the user's emotional context.
54
Artificial intelligence in E‑Commerce: a bibliometric study and literature reviewBawack · 2021AI personalization across the e-commerce stream.
55
Behavioural Intervention Technology in UX Design: Conceptual Review, Synthesis, and Research DirectionYoungsoo Shin, Chajoong Kim et al. · 2021Human-centred BITs tailored to behaviour-change processes.
56
Computer Science ReviewMaaruf Ali, Peter S. Excell · 2021Plasticity — interfaces that adapt to users and contexts.
57
Deep Learning for Emotion Driven User ExperiencesCarmen Bisogni, Lucia Cascone et al. · 2021Finely tunes dynamic behaviour to user characteristics.
58
Editorial: Psychological Models for Personalized Human-Computer Interaction (HCI)Anton Nijholt · 2021Personalized systems supporting users' digital behaviour.
59
Effect of Adaptive Guidance and Visualization Literacy on Gaze Attentive Behaviors and Sequential Patterns on Magazine-Style Narrative VisualizationsOSWALD BARRAL, SÉBASTIEN LALLÉ et al. · 2021Adaptive guidance tailored to the reader.
60
Model-based intelligent user interface adaptation: challenges and future directionsSilvia Abrahao · 2021Adapts the UI as users grow more demanding.
61
Multimodal Differentiation of Obstacles in Repeated Adaptive Human-Computer InteractionsFelix Putze · 2021Adapts the UI to detected perception/cognition obstacles.
62
On-demand Personalized Explanation for Transparent RecommendationMouadh Guesmi · 2021Personalizes the explanations themselves.
63
Personalization in Practice: Methods and ApplicationsDmitri Goldenberg · 2021Widespread personalization in e-commerce, entertainment, healthcare.
64
PRIME: A Personalized Recommender System for Information Visualization Methods via Extended Matrix CompletionChen, Lau · 2021Adapts visualization designs to users and contexts.
65
Recommendation Engines: Traditional vs Deep Learning ApproachesAniket Dhawa, Suranjana Sarkar et al. · 2021Delivers more personalized, customized products.
66
SemanticAdapt: Optimization-based Adaptation of Mixed Reality Layouts Leveraging Virtual-Physical Semantic ConnectionsYifei Cheng∗ · 2021Replaces manual MR layout adjustment with automatic adaptation.
67
User Context Ontology for Adaptive Mobile-Phone InterfacesReceived June · 2021Personalized services from deep context knowledge.
68
X5Learn: A Personalised Learning Companion at the Intersection of AI and HCIMaría Pérez-Ortiz, Claire Dormann et al. · 2021X5Learn tools adapt to the learner's pedagogical needs.
69
A Long-Term Evaluation of Adaptive Interface Design for Mobile Transit InformationAlexander Haig · 2020Long history of personalizing user experience in HCI.
70
An Effective Clustering‑Based Web Page Recommendation Framework for E‑Commerce WebsitesHarpreet Singh · 2020Personalizes web pages to improve poor conversion.
71
Artiﬁcial intelligence in recommender systemsZhang · 2020Predicts user preferences for personalized support.
72
Customer Experiences in the Age of Artificial IntelligenceNisreen Ameen, Ali Tarhini et al. · 2020AI integrated into shopping for tailored experiences.
73
Human-Machine Interaction Personalization: aMonica La Mura, Patrizia Lamberti · 2020Personalizes interaction across pervasive connected systems.
74
Re-examining Whether, Why, and How Human-AI Interaction Is Uniquely Difﬁcult to DesignQian Yang · 2020AI's adaptive, complex output shapes the user experience.
75
Rise of Machine Agency: A Framework for Studying the Psychology of Human – AI Interaction (HAII)S. Shyam Sundar · 2020Personalization algorithms enhance media/communication convenience.
76
Self-adaptation of Workflow Business Software to the User's Requirements and BehaviorUser Interface, User Experience et al. · 2020Adapts to the user's requirements and behaviour.
77
Towards User-Centric Intervention Adaptiveness: Influencing Behavior-Context Based Healthy Lifestyle InterventionsReceived September · 2020Adapts interventions to the user's behaviour and context.
78
User interface design patterns and ontology models for adaptive mobile applications2020Generates adaptive mobile interfaces from user needs.
79
UX designers pushing AI in the enterprise: a case for adaptive UIsJohn Zimmerman · 2020Adaptive UIs automating mundane enterprise tasks.
80
A Framework for the Development of a Dynamic AdaptiveVivien Johnston · 2019Aims to enhance UX via adaptive intelligent interfaces.
81
A survey of cyber‑physical system implementations of real‑time personalized interventionsRobert Steele · 2019Cyber-physical systems deliver personalized interventions.
82
Context- and Data-driven Satisfaction Analysis of User Interface Adaptations Based on Instant User FeedbackUsability testing · 2019Adapts UIs to platform, user, and environment context.
83
Exploring a Design Space of Graphical Adaptive Menus: Normal vs. Small ScreensJEAN VANDERDONCKT · 2019Surfaces predicted items of immediate use.
84
I see, you design: user interface intelligent design system with eye tracking and interactive genetic algorithmCheng · 2019Collects user preferences implicitly to tailor the UI.
85
Information Dashboards and Tailoring Capabilities - A Systematic Literature ReviewAndrea Vazques-Ingelmo · 2019Reviews tailoring capabilities of information dashboards.
86
Integrated model-driven development of self-adaptive user interfacesEnes Yigitbas · 2019Adapts the interface to platform, user, and environment.
87
Measuring the impact of online personalization - Past, present and futureMarkus Zanker⁎, Laurens Rookb et al. · 2019Assesses the impact of online personalization systems.
88
Personalized Explanations for Hybrid Recommender SystemsPigi Kouki · 2019Explanations tailored to the individual user.
89
Proactive vs. Reactive Personalization: Can Customization of Privacy Enhance User Experience?Bo Zhang · 2019Compares proactive vs reactive personalization of privacy.
90
SAM: A Modular Framework for Self-Adapting Web MenusCamille Gobert · 2019Adapts menu items to predicted immediate use.
91
Self-Adaptation in Mobile Apps: a SystematicGrua · 2019Apps adapt to keep providing full service in mobile contexts.
92
Walking with Adaptive Augmented Reality Workspaces: Design and Usage PatternsCCS CONCEPTS · 2019Adapts AR workspaces to walking and real-world actions.
93
“This App Would Like to Use Your Current Location to Better Serve You”: Importance of User Assent and System Transparency in Personalized Mobile ServicesTsai-Wei Chen · 2018Contrasts overt vs covert personalization in mobile services.
94
Customizing User Experience with Adaptive Virtual RealityBachar Senno · 2018Customizes the VR experience to the user.
95
Rule based adaptive user interface for adaptive E-learning systemManohara Pai M. M. · 2018Customized resources and interfaces for each learner.
96
Towards incorporating personality into the design of an interface: a method for facilitating users' interaction with the displaySamer Muthana Sarsam, Hosam Al-Samarraie · 2018Adapts the display to users' personality and preferences.
97
Deep Sequential Recommendation for Personalized Adaptive User InterfacesUnknown · 2017Personalized, versatile AUIs per user and task.
98
Designing Responsive Interactive Applications by Emotion-Tracking and Pattern-Based Dynamic User Interface AdaptationSanim Rashi, Christian Herdin · 2016Adapts the interface responsively to the user.
99
Model-based adaptive user interface based on context and user experience evaluationJamil Hussain, Anees Ul Hassan, Hafiz Syed Muhammad Bilal, Rahman Ali, Muhammad Afzal, Shujaat Hussain, Jaehun Bang,Oresti Banos, Sungyoung Lee · 2016Provides personalized services through an adaptive interface.
100
Smartphone Accelerometer Data used for Detecting Human EmotionsAndreas Færøvig Olsen, Jim Torresen · 2016Adapts services based on detected emotion.
101
Adaptive user modelling in car racing games using behavioural and physiological dataTheodosis Georgiou, Yiannis Demiris · 2015Procedurally generates user-tailored game content.
102
Interactive architectural approach (interactive architecture): An eﬀective and adaptive process for architectural designMojtaba Parsaee, Parinaz Motealleh et al. · 2015'Interactive architecture' adapts the design to all factors and parameters.
103
Towards a Human-centered E-Commerce Personalization FrameworkMarios Belk · 2015Adapts e-commerce visual and interaction design to the user.
104
Emotion recognition and its applications2014Uses recognized emotion to customize websites and adapt experiences.
105
e-Learning Experience using Recommender SystemsJesus Bobadill, Antonio Hernando et al. · 2011Weights recommendations by the learner's knowledge.
106
Personas and user-centered design: How can personas beneﬁt product design processes?Tomasz Miaskiewicz, Kenneth A. Kozar · 2011Personas give designers a vivid representation of the target user.
107
Towards customized emotional design: An explorative study of user personality and user interface skin preferences2005Customizable UI 'skins' matched to user personality and preference.

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