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Affective Recommender Systems are an emerging class of intelligent systems that aim to enhance personalization by aligning recommendations with users' affective states. Reflecting a growing interest, a number of surveys have been published…

信息检索 · 计算机科学 2025-08-29 Tonmoy Hasan , Razvan Bunescu

The importance and pervasiveness of emotions in our lives makes affective computing a tremendously important and vibrant line of work. Systems for automatic emotion recognition (AER) and sentiment analysis can be facilitators of enormous…

计算与语言 · 计算机科学 2022-03-22 Saif M. Mohammad

Recommender Systems are a subclass of information retrieval systems, or more succinctly, a class of information filtering systems that seeks to predict how close is the match of the user's preference to a recommended item. A common approach…

信息检索 · 计算机科学 2021-03-09 John Kalung Leung , Igor Griva , William G. Kennedy

Emotion prediction is the field of study to understand human emotions. Existing methods focus on modalities like text, audio, facial expressions, etc., which could be private to the user. Emotion can be derived from the subject's…

信号处理 · 电气工程与系统科学 2023-08-25 Dhruv Limbani , Daketi Yatin , Nitish Chaturvedi , Vaishnavi Moorthy , Pushpalatha M , Harichandana BSS , Sumit Kumar

Automated emotion recognition (AER) technology can detect humans' emotional states in real-time using facial expressions, voice attributes, text, body movements, and neurological signals and has a broad range of applications across many…

人机交互 · 计算机科学 2022-11-15 Siddique Latif , Hafiz Shehbaz Ali , Muhammad Usama , Rajib Rana , Björn Schuller , Junaid Qadir

We derive a method to enhance the evaluation for a text-based Emotion Aware Recommender that we have developed. However, we did not implement a suitable way to assess the top-N recommendations subjectively. In this study, we introduce an…

信息检索 · 计算机科学 2021-02-12 John Kalung Leung , Igor Griva , William G. Kennedy

Conversational recommender systems (CRSs) are able to elicit user preferences through multi-turn dialogues. They typically incorporate external knowledge and pre-trained language models to capture the dialogue context. Most CRS approaches,…

This study addresses the deficiency in conventional music recommendation systems by focusing on the vital role of emotions in shaping users music choices. These systems often disregard the emotional context, relying predominantly on past…

信息检索 · 计算机科学 2023-11-21 Tina Babu , Rekha R Nair , Geetha A

The affective attitude of liking a recommended item reflects just one category in a wide spectrum of affective phenomena that also includes emotions such as entranced or intrigued, moods such as cheerful or buoyant, as well as more…

信息检索 · 计算机科学 2025-08-25 Tonmoy Hasan , Razvan Bunescu

Research in automatic affect recognition has seldom addressed the issue of computational resource utilization. With the advent of ambient intelligence technology which employs a variety of low-power, resource-constrained devices, this issue…

机器学习 · 计算机科学 2020-06-01 Fasih Haider , Senja Pollak , Pierre Albert , Saturnino Luz

The prospect of AI systems that I call ideal emotion recognition technologies (ERTs) is often defended on the assumption that social life would benefit from increased affective transparency. This paper challenges that assumption by…

人机交互 · 计算机科学 2026-02-10 Alexandra Pregent

Affective priming exemplifies the challenge of ambiguity in affective computing. While the community has largely addressed this issue from a label-based perspective, identifying data points in the sequence affected by the priming effect,…

机器学习 · 计算机科学 2025-06-26 Eduardo Gutierrez Maestro , Hadi Banaee , Amy Loutfi

People come to social media to satisfy a variety of needs, such as being informed, entertained and inspired, or connected to their friends and community. Hence, to design a ranking function that gives useful and personalized post…

社会与信息网络 · 计算机科学 2022-06-27 Jane Dwivedi-Yu , Yi-Chia Wang , Lijing Qin , Cristian Canton-Ferrer , Alon Y. Halevy

Speech emotion sensing in communication networks has a wide range of applications in real life. In these applications, voice data are transmitted from the user to the central server for storage, processing, and decision making. However,…

This paper investigates the causality in the decision making of movie recommendations through the users' affective profiles. We advocate a method of assigning emotional tags to a movie by the auto-detection of the affective features in the…

信息检索 · 计算机科学 2021-02-12 John Kalung Leung , Igor Griva , William G. Kennedy

Emotion detection in older adults is crucial for understanding their cognitive and emotional well-being, especially in hospital and assisted living environments. In this work, we investigate an edge-based, non-obtrusive approach to emotion…

人机交互 · 计算机科学 2025-07-14 Md. Saif Hassan Onim , Andrew M. Kiselica , Himanshu Thapliyal

Interpersonal communication plays a key role in managing people's emotions, especially on digital platforms. Studies have shown that people use social media and consume online content to regulate their emotions and find support for rest and…

信息检索 · 计算机科学 2024-08-16 Akriti Verma , Shama Islam , Valeh Moghaddam , Adnan Anwar , Sharon Horwood

This paper proposes a feature-based domain adaptation technique for identifying emotions in generic images, encompassing both facial and non-facial objects, as well as non-human components. This approach addresses the challenge of the…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Puneet Kumar , Balasubramanian Raman

Recommender system is one of the most critical technologies for large internet companies such as Amazon and TikTok. Although millions of users use recommender systems globally everyday, and indeed, much data analysis work has been done to…

信息检索 · 计算机科学 2025-05-29 Hao Wang

Conversational agents (CAs) are increasingly embedded in daily life, yet their ability to navigate user emotions efficiently is still evolving. This study investigates how users with varying traits -- gender, personality, and cultural…

人机交互 · 计算机科学 2025-11-11 Yuchong Zhang , Yong Ma , Di Fu , Stephanie Zubicueta Portales , Morten Fjeld , Danica Kragic
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