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Providing appropriate structures around human resources can streamline operations and thus facilitate the competitiveness of an organization. To achieve this goal, modern organizations need to acquire an accurate and timely understanding of…

Databases · Computer Science 2022-08-05 Jing Yang , Chun Ouyang , Wil M. P. van der Aalst , Arthur H. M. ter Hofstede , Yang Yu

Temporal Knowledge Graphs store events in the form of subjects, relations, objects, and timestamps which are often represented by dynamic heterogeneous graphs. Event forecasting is a critical and challenging task in Temporal Knowledge Graph…

Machine Learning · Computer Science 2021-09-13 Hongkuan Zhou , James Orme-Rogers , Rajgopal Kannan , Viktor Prasanna

Understanding different types of users' needs can even be more critical in today's data visualization field, as exploratory visualizations for novice users are becoming more widespread with an increasing amount of data sources. The…

Computers and Society · Computer Science 2020-09-15 Damla Cay , Till Nagel , Asim Evren Yantac

RFID technology is gaining adoption on an increasing scale for tracking and monitoring purposes. Wide deployments of RFID devices will soon generate an unprecedented volume of data. Emerging applications require the RFID data to be filtered…

Databases · Computer Science 2007-05-23 Daniel Gyllstrom , Eugene Wu , Hee-Jin Chae , Yanlei Diao , Patrick Stahlberg , Gordon Anderson

Inspired by the leading industry practices, this paper describes an innovative learning activity that combines data visualization and collaboration structured around sharing, co-creation and negotiation of departmental/disciplinary insights…

Computers and Society · Computer Science 2016-06-07 Olivera Marjanovic

Edge computing provides the ability to link distributor users for multimedia content, while retaining the power of significant data storage and access at a centralized computer. Two requirements of significance include: what information…

Networking and Internet Architecture · Computer Science 2018-07-31 Seyed Yahya Nikouei , Yu Chen , Alexander Aved , Erik Blasch

Multimedia data is highly expressive and has traditionally been very difficult for a machine to interpret. Middleware systems such as complex event processing (CEP) mine patterns from data streams and send notifications to users in a timely…

Artificial Intelligence · Computer Science 2020-10-01 Piyush Yadav , Edward Curry

In healthcare, AI techniques are widely used for tasks like risk assessment and anomaly detection. Despite AI's potential as a valuable assistant, its role in complex medical data analysis often oversimplifies human-AI collaboration…

Human-Computer Interaction · Computer Science 2024-07-23 Yang Ouyang , Chenyang Zhang , He Wang , Tianle Ma , Chang Jiang , Yuheng Yan , Zuoqin Yan , Xiaojuan Ma , Chuhan Shi , Quan Li

The execution of processes leaves traces of event data in information systems. These event data can be analyzed through process mining techniques. For traditional process mining techniques, one has to associate each event with exactly one…

Databases · Computer Science 2022-08-08 Jan Niklas Adams , Daniel Schuster , Seth Schmitz , Günther Schuh , Wil M. P. van der Aalst

Event scenarios are often complex and involve multiple event sequences connected through different entity participants. Exploring such complex scenarios requires an ability to branch through different sequences, something that is difficult…

Computation and Language · Computer Science 2023-02-15 Mahnaz Koupaee , Greg Durrett , Nathanael Chambers , Niranjan Balasubramanian

Many prediction tasks of real-world applications need to model multi-order feature interactions in user's event sequence for better detection performance. However, existing popular solutions usually suffer two key issues: 1) only focusing…

Machine Learning · Computer Science 2022-01-03 Dongbo Xi , Fuzhen Zhuang , Bowen Song , Yongchun Zhu , Shuai Chen , Dan Hong , Tao Chen , Xi Gu , Qing He

Disciplines such as business process management and process mining aid organizations by discovering insights about processes on the basis of recorded event data. However, an obstacle to process analysis is data multi-modality: for instance,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-27 Marco Pegoraro , Jonas Seng , Dustin Heller , Wil M. P. van der Aalst , Kristian Kersting

Evaluating employee performance in organizations with varying workloads and tasks is challenging. Specifically, it is important to understand how quantitative measurements of employee achievements relate to supervisor expectations, what the…

Human-Computer Interaction · Computer Science 2019-10-09 Jieqiong Zhao , Morteza Karimzadeh , Luke S. Snyder , Chittayong Surakitbanharn , Zhenyu Cheryl Qian , David S. Ebert

We introduce a new, systematic framework for visualizing information flow in deep networks. Specifically, given any trained deep convolutional network model and a given test image, our method produces a compact support in the image domain…

Machine Learning · Statistics 2017-11-17 Aditya Balu , Thanh V. Nguyen , Apurva Kokate , Chinmay Hegde , Soumik Sarkar

With the rapid development of intelligent transportation system applications, a tremendous amount of multi-view video data has emerged to enhance vehicle perception. However, performing video analytics efficiently by exploiting the…

Computer Vision and Pattern Recognition · Computer Science 2023-02-24 Kun Yang , Jing Liu , Dingkang Yang , Hanqi Wang , Peng Sun , Yanni Zhang , Yan Liu , Liang Song

Finding inherent or processed links within a dataset allows to discover potential knowledge. The main contribution of this article is to define a global framework that enables optimal knowledge discovery by visually rendering co-occurences…

Social and Information Networks · Computer Science 2018-09-05 Xavier Ouvrard , Jean-Marie Le Goff , Stephane Marchand-Maillet

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…

Human-Computer Interaction · Computer Science 2024-04-08 Samuel Beck , Nina Doerr , Kuno Kurzhals , Alexander Riedlinger , Fabian Schmierer , Michael Sedlmair , Steffen Koch

Domains such as scientific workflows and business processes exhibit data models with complex relationships between objects. This relationship is typically represented as sequences, where each data item is annotated with multi-dimensional…

Databases · Computer Science 2019-05-06 Phuong Nguyen , Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

We present an integrated framework for simultaneous tracking, group detection and multi-level activity recognition in crowd videos. Instead of solving these problems independently and sequentially, we solve them together in a unified…

Computer Vision and Pattern Recognition · Computer Science 2017-10-31 Neha Bhargava , Subhasis Chaudhuri

Many scientific fields, from medicine to seismology, rely on analyzing sequences of events over time to understand complex systems. Traditionally, machine learning models must be built and trained from scratch for each new dataset, which is…

Machine Learning · Computer Science 2026-01-21 David Berghaus , Patrick Seifner , Kostadin Cvejoski , Ramses J. Sanchez
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