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Understanding user intents from UI interaction trajectories remains a challenging, yet crucial, frontier in intelligent agent development. While massive, datacenter-based, multi-modal large language models (MLLMs) possess greater capacity…

人工智能 · 计算机科学 2025-09-17 Danielle Cohen , Yoni Halpern , Noam Kahlon , Joel Oren , Omri Berkovitch , Sapir Caduri , Ido Dagan , Anatoly Efros

Event extraction is of practical utility in natural language processing. In the real world, it is a common phenomenon that multiple events existing in the same sentence, where extracting them are more difficult than extracting a single…

计算与语言 · 计算机科学 2022-12-19 Xiao Liu , Zhunchen Luo , Heyan Huang

Process mining has become one of the best programs that can outline the event logs of production processes in visualized detail. We have addressed the important problem that easily occurs in the industrial process called Bottleneck. The…

综合经济学 · 经济学 2023-11-28 Hamza Saad

Alignments are a well-known process mining technique for reconciling system logs and normative process models. Evidence of certain behaviors in a real system may only be present in one representation - either a log or a model - but not in…

人工智能 · 计算机科学 2025-01-27 Dominique Sommers , Natalia Sidorova , Boudewijn van Dongen

Big data often has emergent structure that exists at multiple levels of abstraction, which are useful for characterizing complex interactions and dynamics of the observations. Here, we consider multiple levels of abstraction via a…

Document-level event extraction aims to extract structured event information from unstructured text. However, a single document often contains limited event information and the roles of different event arguments may be biased due to the…

计算与语言 · 计算机科学 2024-08-27 Qiang Gao , Zixiang Meng , Bobo Li , Jun Zhou , Fei Li , Chong Teng , Donghong Ji

Computer simulations have become a popular tool of assessing complex skills such as problem-solving skills. Log files of computer-based items record the entire human-computer interactive processes for each respondent. The response processes…

机器学习 · 统计学 2019-08-19 Xueying Tang , Zhi Wang , Jingchen Liu , Zhiliang Ying

Recent mainstream event argument extraction methods process each event in isolation, resulting in inefficient inference and ignoring the correlations among multiple events. To address these limitations, here we propose a multiple-event…

计算与语言 · 计算机科学 2024-06-18 Wanlong Liu , Li Zhou , Dingyi Zeng , Yichen Xiao , Shaohuan Cheng , Chen Zhang , Grandee Lee , Malu Zhang , Wenyu Chen

The discipline of process mining deals with analyzing execution data of operational processes, extracting models from event data, checking the conformance between event data and normative models, and enhancing all aspects of processes.…

数据结构与算法 · 计算机科学 2022-04-11 Marco Pegoraro , Merih Seran Uysal , Wil M. P. van der Aalst

SAP ERP is one of the most popular information systems supporting various organizational processes, e.g., O2C and P2P. However, the amount of processes and data contained in SAP ERP is enormous. Thus, the identification of the processes…

数据库 · 计算机科学 2022-12-14 Julian Weber , Alessandro Berti , Gyunam Park , Majid Rafiei , Wil van der Aalst

Large-scale scientific collaborations like ATLAS, Belle II, CMS, DUNE, and others involve hundreds of research institutes and thousands of researchers spread across the globe. These experiments generate petabytes of data, with volumes soon…

Analysts wishing to explore multivariate data spaces, typically pose queries involving selection operators, i.e., range or radius queries, which define data subspaces of possible interest and then use aggregation functions, the results of…

数据库 · 计算机科学 2020-03-13 Fotis Savva , Christos Anagnostopoulos , Peter Triantafillou

Encoding methods are employed across several process mining tasks, including predictive process monitoring, anomalous case detection, trace clustering, etc. These methods are usually performed as preprocessing steps and are responsible for…

机器学习 · 计算机科学 2023-01-06 Sylvio Barbon , Paolo Ceravolo , Rafael S. Oyamada , Gabriel M. Tavares

Event of the same type occurring several times for one individual (recurrent events) are present in various domains (industrial systems reliability, episodes of unemployment, political conflicts, chronic diseases episodes). Analysis of such…

应用统计 · 统计学 2024-01-24 Génia Babykina , Vincent Vandewalle

Process mining is one of the most active research streams in business process management. In recent years, numerous methods have been proposed for analyzing structured process data. Yet, in many cases, it is only the digitized parts of…

计算机视觉与模式识别 · 计算机科学 2022-05-03 Wolfgang Kratsch , Fabian Koenig , Maximilian Roeglinger

Event mentions in text correspond to real-world events of varying degrees of granularity. The task of subevent detection aims to resolve this granularity issue, recognizing the membership of multi-granular events in event complexes. Since…

计算与语言 · 计算机科学 2021-09-15 Haoyu Wang , Hongming Zhang , Muhao Chen , Dan Roth

Many applications log a large amount of events continuously. Extracting interesting knowledge from logged events is an emerging active research area in data mining. In this context, we propose an approach for mining frequent events and…

数据库 · 计算机科学 2011-10-17 Rashed Salem , Jérôme Darmont , Omar Boussaïd

Process mining has gained traction over the past decade and an impressive body of research has resulted in the introduction of a variety of process mining approaches measuring process performance. Having this set of techniques available,…

性能 · 计算机科学 2018-04-12 Fredrik Milani , Fabrizio M. Maggi

We present a probabilistic generative model for inferring a description of coordinated, recursively structured group activities at multiple levels of temporal granularity based on observations of individuals' trajectories. The model…

人工智能 · 计算机科学 2016-04-26 Ernesto Brau , Colin Dawson , Alfredo Carrillo , David Sidi , Clayton T. Morrison

Organizations execute decisions within business processes on a daily basis whilst having to take into account multiple stakeholders who might require multiple point of views of the same process. Moreover, the complexity of the information…

机器学习 · 计算机科学 2024-01-29 Alexandre Goossens , Johannes De Smedt , Jan Vanthienen
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