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Free-standing social conversations constitute a yet underexplored setting for human behavior forecasting. While the task of predicting pedestrian trajectories has received much recent attention, an intrinsic difference between these…

机器学习 · 计算机科学 2022-08-30 Chirag Raman , Hayley Hung , Marco Loog

Grouping has been commonly used in deep metric learning for computing diverse features. However, current methods are prone to overfitting and lack interpretability. In this work, we propose an improved and interpretable grouping method to…

计算机视觉与模式识别 · 计算机科学 2021-08-26 Xinyi Xu , Zhengyang Wang , Cheng Deng , Hao Yuan , Shuiwang Ji

In traditional models of opinion dynamics, each agent in a network has an opinion and changes in opinions arise from pairwise (i.e., dyadic) interactions between agents. However, in many situations, groups of individuals possess a…

物理与社会 · 物理学 2025-04-15 Corbit R. Sampson , Juan G. Restrepo , Mason A. Porter

Personality is a fundamental construct in psychology, reflecting an individual's behavior, thinking, and emotional patterns. Previous researches have made some progress in personality detection, primarily by utilizing the whole text to…

计算与语言 · 计算机科学 2024-06-25 Zheng Li , Dawei Zhu , Qilong Ma , Weimin Xiong , Sujian Li

Previous group activity recognition approaches were limited to reasoning using human relations or finding important subgroups and tended to ignore indispensable group composition and human-object interactions. This absence makes a partial…

计算机视觉与模式识别 · 计算机科学 2023-05-10 Youliang Zhang , Zhuo Zhou , Wenxuan Liu , Danni Xu , Zheng Wang

Many methods have been proposed to detect communities, not only in plain, but also in attributed, directed or even dynamic complex networks. In its simplest form, a community structure takes the form of a partition of the node set. From the…

社会与信息网络 · 计算机科学 2014-10-22 Günce Keziban Orman , Vincent Labatut , Marc Plantevit , Jean-François Boulicaut

Social networks are now ubiquitous and most of them contain interactions involving multiple actors (groups) like author collaborations, teams or emails in an organizations, etc. Hypergraphs are natural structures to effectively capture…

社会与信息网络 · 计算机科学 2014-01-27 Ankit Sharma , Jaideep Srivastava , Abhishek Chandra

Reciprocity in dyadic interactions is common and a topic of interest across disciplines. In some cases, reciprocity may be expected to be more or less prevalent among certain kinds of dyads. In response to interest among researchers in…

统计方法学 · 统计学 2020-05-21 Jeremy Koster

In the past decade, we have witnessed the rise of deep learning to dominate the field of artificial intelligence. Advances in artificial neural networks alongside corresponding advances in hardware accelerators with large memory capacity,…

神经与进化计算 · 计算机科学 2022-03-11 David Ha , Yujin Tang

Conversation is ubiquitous in social life, but the empirical study of this interactive process has been thwarted by tools that are insufficiently modular and unadaptive to researcher needs. To relieve many constraints in conversation…

人机交互 · 计算机科学 2026-03-24 David M. Markowitz

Traditional clustering methods often perform clustering with low-level indiscriminative representations and ignore relationships between patterns, resulting in slight achievements in the era of deep learning. To handle this problem, we…

机器学习 · 计算机科学 2019-05-07 Jianlong Chang , Yiwen Guo , Lingfeng Wang , Gaofeng Meng , Shiming Xiang , Chunhong Pan

Aligning machine learning systems with human expectations is mostly attempted by training with manually vetted human behavioral samples, typically explicit feedback. This is done on a population level since the context that is capturing the…

人工智能 · 计算机科学 2025-06-23 Simon Werner , Katharina Christ , Laura Bernardy , Marion G. Müller , Achim Rettinger

As automation and mobile robotics reshape work environments, rising expectations for productivity increase cognitive demands on human operators, leading to potential stress and cognitive overload. Accurately assessing an operator's mental…

机器人学 · 计算机科学 2025-04-10 Till Aust , Julian Kaduk , Heiko Hamann

We propose a novel approach for First Impressions Recognition in terms of the Big Five personality-traits from short videos. The Big Five personality traits is a model to describe human personality using five broad categories: Extraversion,…

计算机视觉与模式识别 · 计算机科学 2016-11-01 Arulkumar Subramaniam , Vismay Patel , Ashish Mishra , Prashanth Balasubramanian , Anurag Mittal

The traditional personality models only yield binary results. This paper presents a novel approach for training personality detection models that produce continuous output values, using mixed strategies. By leveraging the PANDORA dataset,…

计算与语言 · 计算机科学 2024-06-25 Rong Wang , Kun Sun

Personality types are important in various fields as they hold relevant information about the characteristics of a human being in an explainable format. They are often good predictors of a person's behaviors in a particular environment and…

计算与语言 · 计算机科学 2023-09-12 Abhilash Datta , Souvic Chakraborty , Animesh Mukherjee

Research on human social interactions has traditionally relied on self-reports. Despite their widespread use, self-reported accounts of behaviour are prone to biases and necessarily reduce the range of behaviours, and the number of…

物理与社会 · 物理学 2014-10-16 Jukka-Pekka Onnela , Benjamin N. Waber , Alex , Pentland , Sebastian Schnorf , David Lazer

Sensor data collected from smartphones provides the possibility to passively infer a user's personality traits. Such models can be used to enable technology personalization, while contributing to our substantive understanding of how human…

人机交互 · 计算机科学 2019-08-14 Mohammed Khwaja , Sumer S. Vaid , Sara Zannone , Gabriella M. Harari , A. Aldo Faisal , Aleksandar Matic

We propose a data-driven approach to detect conversational groups by identifying spatial arrangements typical of these focused social encounters. Our approach uses a novel Deep Affinity Network (DANTE) to predict the likelihood that two…

计算机视觉与模式识别 · 计算机科学 2020-07-13 Mason Swofford , John Charles Peruzzi , Nathan Tsoi , Sydney Thompson , Roberto Martín-Martín , Silvio Savarese , Marynel Vázquez

This paper proposes a joint modeling method of the Big Five, which has long been studied, and HEXACO, which has recently attracted attention in psychology, for automatically recognizing apparent personality traits from multimodal human…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Ryo Masumura , Shota Orihashi , Mana Ihori , Tomohiro Tanaka , Naoki Makishima , Taiga Yamane , Naotaka Kawata , Satoshi Suzuki , Taichi Katayama