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Imitation learning field requires expert data to train agents in a task. Most often, this learning approach suffers from the absence of available data, which results in techniques being tested on its dataset. Creating datasets is a…

机器学习 · 计算机科学 2024-03-04 Nathan Gavenski , Michael Luck , Odinaldo Rodrigues

The design of authentication protocols, for online banking services in particular and any service that is of sensitive nature in general, is quite challenging. Indeed, enforcing security guarantees has overhead thus imposing additional…

密码学与安全 · 计算机科学 2011-12-13 DaeHun Nyang , Abedelaziz Mohaisen , Taekyoung Kwon , Brent Kang , Angelos Stavrou

This paper presents a theoretical model for interactive visualization literacy to describe how people use interactive data visualizations and systems. Literacies have become an important concept in describing modern life skills, with…

人机交互 · 计算机科学 2026-02-11 Gabriela Molina León , Benjamin Bach , Matheus Valentim , Niklas Elmqvist

With increasing popularity in online learning, a surge of E-learning platforms have emerged to facilitate education opportunities for k-12 (from kindergarten to 12th grade) students and with this, a wealth of information on their learning…

人机交互 · 计算机科学 2019-09-24 Meng Xia , Huan Wei , Min Xu , Leo Yu Ho Lo , Yong Wang , Rong Zhang , Huamin Qu

The construction of business process models has become an important requisite in the analysis and optimization of processes. The success of the analysis and optimization efforts heavily depends on the quality of the models. Therefore, a…

软件工程 · 计算机科学 2015-11-13 Jan Claes , Irene Vanderfeesten , Jakob Pinggera , Hajo A. Reijers , Barbara Weber , Geert Poels

The visual analysis of retinal data contributes to the understanding of a wide range of eye diseases. For the evaluation of cross-sectional studies, ophthalmologists rely on workflows and toolsets established in their work environment. That…

人机交互 · 计算机科学 2023-01-06 Martin Röhlig , Lars Nonnemann , Hans-Jörg Schulz , Oliver Stachs , Heidrun Schumann

Researchers have identified datasets used for training computer vision (CV) models as an important source of hazardous outcomes, and continue to examine popular CV datasets to expose their harms. These works tend to treat datasets as…

计算机视觉与模式识别 · 计算机科学 2021-07-06 Agathe Balayn , Bogdan Kulynych , Seda Guerses

In today's dynamic cyber threat landscape, organizations must take proactive steps to bolster their cybersecurity defenses. Cyber threat hunting is a proactive and iterative process aimed at identifying and mitigating advanced threats that…

密码学与安全 · 计算机科学 2025-09-12 Jihane Najar , Marinos Tsantekidis , Aris Sotiropoulos , Vassilis Prevelakis

Assessing learner competency in clinical simulation requires expert observation that is time-intensive, difficult to scale, and subject to inter-rater variability. Vision-language models have emerged as a promising tool for understanding…

计算机视觉与模式识别 · 计算机科学 2026-05-21 Hanchen David Wang , Yilin Liu , Madison J. Lee , Surya Chand Rayala , Gautam Biswas , Daniel T. Levin , Meiyi Ma

The rapid advances in Foundation Models and agentic Artificial Intelligence are transforming multimedia analytics by enabling richer, more sophisticated interactions between humans and analytical systems. Existing conceptual models for…

多媒体 · 计算机科学 2025-04-11 Marcel Worring , Jan Zahálka , Stef van den Elzen , Maximilian T. Fischer , Daniel A. Keim

Machine learning models of visual action recognition are typically trained and tested on data from specific situations where actions are associated with certain objects. It is an open question how action-object associations in the training…

计算机视觉与模式识别 · 计算机科学 2022-08-16 Satoshi Tsutsui , Xizi Wang , Guangyuan Weng , Yayun Zhang , David Crandall , Chen Yu

Virtual reality has proved to be useful in applications in several fields ranging from gaming, medicine, and training to development of interfaces that enable human-robot collaboration. It empowers designers to explore applications outside…

人机交互 · 计算机科学 2023-07-24 Debasmita Mukherjee , Ritwik Singhai , Homayoun Najjaran

Process analytics is an umbrella of data-driven techniques which includes making predictions for individual process instances or overall process models. At the instance level, various novel techniques have been recently devised, tackling…

机器学习 · 计算机科学 2021-07-29 Johannes De Smedt , Anton Yeshchenko , Artem Polyvyanyy , Jochen De Weerdt , Jan Mendling

Sports visualization has developed into an active research field over the last decades. Many approaches focus on analyzing movement data recorded from unstructured situations, such as soccer. For the analysis of choreographed activities…

We present experiences and lessons learned from increasing data readiness of heterogeneous data for artificial intelligence projects using visual analysis methods. Increasing the data readiness level involves understanding both the data as…

统计方法学 · 统计学 2024-09-09 Mattias Tiger , Daniel Jakobsson , Anders Ynnerman , Fredrik Heintz , Daniel Jönsson

The development and design of visualization solutions that are truly usable is essential for ensuring both their adoption and effectiveness. User-centered design principles, which focus on involving users throughout the entire development…

人机交互 · 计算机科学 2019-04-01 Yucong , Ye , Franz Sauer , Kwan-Liu Ma , Konduri Aditya , Jacqueline Chen

This study emphasizes how crucial it is to visualize machine learning models, especially for the banking industry, in order to improve interpretability and support predictions in high stakes financial settings. Visual tools enable…

机器学习 · 计算机科学 2025-02-24 Priyam Ganguly , Ramakrishna Garine , Isha Mukherjee

Human-in-the-loop data analysis applications necessitate greater transparency in machine learning models for experts to understand and trust their decisions. To this end, we propose a visual analytics workflow to help data scientists and…

Skeleton-based human action recognition technologies are increasingly used in video based applications, such as home robotics, healthcare on aging population, and surveillance. However, such models are vulnerable to adversarial attacks,…

计算机视觉与模式识别 · 计算机科学 2021-01-27 Haekyu Park , Zijie J. Wang , Nilaksh Das , Anindya S. Paul , Pruthvi Perumalla , Zhiyan Zhou , Duen Horng Chau

We present the Critical Design Strategy (CDS) - a structured method designed to facilitate the examination of visualisation designs through reflection and critical thought. The CDS helps designers think critically and make informed…

人机交互 · 计算机科学 2025-08-08 Jonathan C. Roberts , Hanan Alnjar , Aron E. Owen , Panagiotis D. Ritsos