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Business Process Model and Notation (BPMN) provides a standard for the design of business processes. It focuses on bridging the gap between the analysis and the technical perspectives, and aims to deliver process automation. The aim of this…

Databases · Computer Science 2015-09-01 Anastasios Gounaris

A complex business process demands adaptability as it has been highly influenced by the contextual information. The contextual information declares the underlying semantics on which the process logic depends. Thus one of the challenges of a…

Software Engineering · Computer Science 2018-06-06 Debarpita Santra , Sankhayan Choudhury

Business Process Management (BPM) has the potential to help companies manage and reduce their activities' negative social and environmental impacts. However, so far, only limited capabilities for analysing the sustainability impacts of…

Software Engineering · Computer Science 2025-03-19 Andreas Fritsch

The macroeconomy is a sophisticated dynamic system involving significant uncertainties that complicate modelling. In response, decision-makers consider multiple models that provide different predictions and policy recommendations which are…

Methodology · Statistics 2025-02-26 Tony Chernis , Gary Koop , Emily Tallman , Mike West

Modified policy iteration (MPI) is a dynamic programming algorithm that combines elements of policy iteration and value iteration. The convergence of MPI has been well studied in the context of discounted and average-cost MDPs. In this…

Machine Learning · Computer Science 2024-02-16 Yashaswini Murthy , Mehrdad Moharrami , R. Srikant

We present an end-to-end pipeline that converts healthcare policy documents into executable, data-aware Business Process Model and Notation (BPMN) models using large language models (LLMs) for simulation-based policy evaluation. We address…

Artificial Intelligence · Computer Science 2026-04-10 Praveen Kumar Menaka Sekar , Ion Matei , Maksym Zhenirovskyy , Hon Yung Wong , Sayuri Kohmura , Shinji Hotta , Akihiro Inomata

BPMN is a specification language widely used by industry and researchers for business process modeling and execution. It defines clearly how to articulate its concepts, but do not provide mechanism to represent the semantics of the produced…

Software Engineering · Computer Science 2020-12-18 Sérgio Guerreiro , Pedro Sousa

Molecule synthesis through machine learning is one of the fundamental problems in drug discovery. Current data-driven strategies employ one-step retrosynthesis models and search algorithms to predict synthetic routes in a top-bottom manner.…

Machine Learning · Computer Science 2024-06-05 Songtao Liu , Hanjun Dai , Yue Zhao , Peng Liu

The design of business processes involves the usage of modeling languages, tools and methodologies. In this paper we highlight and address a relevant limitation of the Business Process Modeling Notation (BPMN): its weak data representation…

Software Engineering · Computer Science 2009-07-14 Matteo Magnani , Danilo Montesi

Product Engineering Processes (PEPs) are used for describing complex product developments in big enterprises such as automotive and avionics industries. The Business Process Model Notation (BPMN) is a widely used language to encode…

Logic in Computer Science · Computer Science 2022-03-15 Hassan Hage , Emmanouil Seferis , Vahid Hashemi , Frank Mantwill

The widely adopted Business Process Model and Notation (BPMN) is a cornerstone of industry standards for business process modeling. However, its ambiguous execution semantics often result in inconsistent interpretations, depending on the…

Software Engineering · Computer Science 2024-06-19 Gerhard Zeisler , Tim Tobias Braunauer , Albert Fleischmann , Robert Singer

Enterprise Integration Patterns (EIP) are a collection of widely used stencils for integrating enterprise applications and business processes. These patterns represent a "de-facto" standard reference for design decisions when integrating…

Software Engineering · Computer Science 2014-03-18 Daniel Ritter

A central task in control theory, artificial intelligence, and formal methods is to synthesize reward-maximizing strategies for agents that operate in partially unknown environments. In environments modeled by gray-box Markov decision…

Machine Learning · Computer Science 2023-04-25 Christel Baier , Clemens Dubslaff , Patrick Wienhöft , Stefan J. Kiebel

Automated generation of executable Business Process Model and Notation (BPMN) models from natural-language specifications is increasingly enabled by large language models. However, ambiguous or underspecified text can yield structurally…

Software Engineering · Computer Science 2026-04-14 Ion Matei , Praveen Kumar Menaka Sekar , Maksym Zhenirovskyy , Hon Yung Wong , Sayuri Kohmura , Shinji Hotta , Akihiro Inomata

Business Process Model and Notation (BPMN) is a widely used standard for modelling business processes. While automated planning has been proposed as a method for simulating and reasoning about BPMN workflows, most implementations remain…

Artificial Intelligence · Computer Science 2025-11-25 Jasper Nie , Christian Muise , Victoria Armstrong

This paper presents an integration between DEMO (Design and Engineering Methodology for Organizations) and BPMN (Business Process Model and Notation). While BPMN is widely used for its intuitive, flow-based representation of business…

Software Engineering · Computer Science 2024-10-14 Sérgio Guerreiro , Jan Dietz

Efficient planning, resource management, and consistent operations often rely on converting textual process documents into formal Business Process Model and Notation (BPMN) models. However, this conversion process remains time-intensive and…

Recent investigations into sum-product-max networks (SPMN) that generalize sum-product networks (SPN) offer a data-driven alternative for decision making, which has predominantly relied on handcrafted models. SPMNs computationally represent…

Artificial Intelligence · Computer Science 2020-06-15 Hari Teja Tatavarti , Prashant Doshi , Layton Hayes

In this paper we present a calculus for re nement of business process models based on a precisede nition of business processes and process nets Business process models are a vital concept for communicating with experts of the application…

Software Engineering · Computer Science 2014-09-26 Bernhard Rumpe , V. Thurner

Process mining provides methods to analyse event logs generated by information systems during the execution of processes. It thereby supports the design, validation, and execution of processes in domains ranging from healthcare, through…

Databases · Computer Science 2024-02-06 Mehdi Acheli , Daniela Grigori , Matthias Weidlich
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