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Induction of common sense knowledge about prototypical sequences of events has recently received much attention. Instead of inducing this knowledge in the form of graphs, as in much of the previous work, in our method, distributed…

Machine Learning · Computer Science 2017-02-13 Ashutosh Modi , Ivan Titov

Process-Aware Information System (PAIS) are IT systems that manages, supports business processes and generate large event logs from execution of business processes. An event log is represented as a tuple of the form CaseID, TimeStamp,…

Databases · Computer Science 2017-01-03 Jeevan Joishi , Ashish Sureka

Batch processes show several sources of variability, from raw materials' properties to initial and evolving conditions that change during the different events in the manufacturing process. In this chapter, we will illustrate with an…

Machine Learning · Computer Science 2022-09-21 Imanol Arzac-Garmendia , Mattia Vallerio , Carlos Perez-Galvan , Francisco J. Navarro-Brull

In the following writing we discuss a conceptual framework for representing events and scenarios from the perspective of a novel form of causal analysis. This causal analysis is applied to the events and scenarios so as to determine…

Artificial Intelligence · Computer Science 2018-07-06 Anton Kolonin

This paper presents a methodology and a system, named LogMaster, for mining correlations of events that have multiple attributions, i.e., node ID, application ID, event type, and event severity, in logs of large-scale cluster systems.…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-18 Rui Ren , Xiaoyu Fu , Jianfeng Zhan , Wei Zhou

Since the inception of Industry 4.0 in 2012, emerging technologies have enabled the acquisition of vast amounts of data from diverse sources such as machine tools, robust and affordable sensor systems with advanced information models, and…

Machine Learning · Computer Science 2023-10-05 Mojtaba A. Farahani , M. R. McCormick , Robert Gianinny , Frank Hudacheck , Ramy Harik , Zhichao Liu , Thorsten Wuest

Prior work has shown that coupling sequential latent variable models with semantic ontological knowledge can improve the representational capabilities of event modeling approaches. In this work, we present a novel, doubly hierarchical,…

Computation and Language · Computer Science 2023-05-31 Shubhashis Roy Dipta , Mehdi Rezaee , Francis Ferraro

Anomaly detection systems need to consider a lot of information when scanning for anomalies. One example is the context of the process in which an anomaly might occur, because anomalies for one process might not be anomalies for a different…

Machine Learning · Computer Science 2021-01-18 Sebastian Eresheim , Lukas Daniel Klausner , Patrick Kochberger

Process data refer to data recorded in the log files of computer-based items. These data, represented as timestamped action sequences, keep track of respondents' response processes of solving the items. Process data analysis aims at…

Computation · Statistics 2020-06-11 Xueying Tang , Susu Zhang , Zhi Wang , Jingchen Liu , Zhiliang Ying

The DevOps paradigm is taking over software development systems, helping businesses increase efficiency, accelerate production, and adapt quickly to market changes. However, adopting these principles can be challenging. Practitioners often…

Software Engineering · Computer Science 2023-09-18 Guillermo García-Grao , Álvaro Carrera

OPC UA is an industry-standard machine-to-machine communication protocol in the Industrial Internet of Things. It relies on time-sensitive networking to meet the real-time requirements of various applications. Time-sensitive networking is…

Networking and Internet Architecture · Computer Science 2023-11-21 Erkin Kirdan , Filip Rezabek , Nikolas Mülbauer , Georg Carle , Marc-Oliver Pahl

Event logs reflect the behavior of business processes that are mapped in organizational information systems. Predictive process monitoring (PPM) transforms these data into value by creating process-related predictions that provide the…

Machine Learning · Computer Science 2025-10-01 Sven Weinzierl , Sandra Zilker , Annina Liessmann , Martin Käppel , Weixin Wang , Martin Matzner

OpenMP is the de facto standard to exploit the on-node parallelism in new generation supercomputers.Despite its overall ease of use, even expert users are known to create OpenMP programs that harbor concurrency errors, of which one of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-15 Simone Atzeni , Ganesh Gopalakrishnan

Object-centric process mining examines how processes interact with multiple co-evolving objects, and has gained great interest in recent years. However, object-centric event logs (OCELs) leave object relationships underspecified in several…

Databases · Computer Science 2026-04-16 Alessandro Gianola , Zeeshan Hameed , Marco Montali , Anjo Seidel , Mathias Weske , Sarah Winkler

We employ supervisory controllers to safely coordinate high-level discrete(-event) behavior of distributed components of complex systems. Supervisory controllers observe discrete-event system behavior, make a decision on allowed activities,…

Systems and Control · Computer Science 2012-09-10 Jasen Markovski

In this paper, we present two techniques for use in context-aware systems: Semantic Decomposition, which sequentially decomposes input prompts into a structured and hierarchal information schema in which systems can parse and process…

Computation and Language · Computer Science 2025-02-21 Karl John Villardar

Large relational-event history data stemming from large networks are becoming increasingly available due to recent technological developments (e.g. digital communication, online databases, etc). This opens many new doors to learning about…

Methodology · Statistics 2024-02-28 Fabio Vieira Roger Leenders Joris Mulder

Logs, being run-time information automatically generated by software, record system events and activities with their timestamps. Before obtaining more insights into the run-time status of the software, a fundamental step of log analysis,…

Software Engineering · Computer Science 2023-02-07 Yintong Huo , Yuxin Su , Cheryl Lee , Michael R. Lyu

To address the increasing security demands of industrial deployments, OPC UA is one of the first industrial protocols explicitly designed with security in mind. However, deploying it securely requires a thorough configuration of a wide…

Cryptography and Security · Computer Science 2020-12-03 Linus Roepert , Markus Dahlmanns , Ina Berenice Fink , Jan Pennekamp , Martin Henze

We present EventPlus, a temporal event understanding pipeline that integrates various state-of-the-art event understanding components including event trigger and type detection, event argument detection, event duration and temporal relation…

Computation and Language · Computer Science 2021-04-27 Mingyu Derek Ma , Jiao Sun , Mu Yang , Kung-Hsiang Huang , Nuan Wen , Shikhar Singh , Rujun Han , Nanyun Peng