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相关论文: Automation-driven innovation management? Toward In…

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Process automation is a crucial strategy for improving business processes, but little attention has been paid to the effects that automation has once it is operational. This paper addresses this research problem by reviewing the literature…

软件工程 · 计算机科学 2025-07-15 Hoang Vu , Jennifer Haase , Henrik Leopold , Jan Mendling

Artificial Intelligence agents represent the next major revolution in the continuous technological evolution of industrial automation. In this paper, we introduce a new approach for business process design and development that leverages the…

人工智能 · 计算机科学 2025-07-30 Mohammad Azarijafari , Luisa Mich , Michele Missikoff

Today's AI deployments often require significant human involvement and skill in the operational stages of the model lifecycle, including pre-release testing, monitoring, problem diagnosis and model improvements. We present a set of enabling…

The significance and abundance of data are increasing due to the growing digital data generated from social media, sensors, scholarly literature, patents, different forms of documents published online, databases, product manuals, etc.…

机器学习 · 计算机科学 2022-05-23 Workneh Yilma Ayele

Context. Innovation is promoted in companies to help them stay competitive. Four types of innovation are defined: product, process, business, and organizational. Objective. We want to understand the perception of the innovation concept in…

软件工程 · 计算机科学 2022-08-04 Johan Linåker , Husan Munir , Per Runeson , Björn Regnell , Claes Schrewelius

Driven by the rapid ascent of artificial intelligence (AI), organizations are at the epicenter of a seismic shift, facing a crucial question: How can AI be successfully integrated into existing operations? To help answer it, manage…

软件工程 · 计算机科学 2024-02-09 Tamen Jadad-Garcia , Alejandro R. Jadad

Agentic AI represents a significant shift in how intelligence is applied within organizations, moving beyond AI-assisted tools toward autonomous systems capable of reasoning, decision-making, and coordinated action across workflows. As…

Create an idea, prototype it, evaluate if users like it, then learn. It is the circle of business. If AI can operate in all parts of the circle, it will enable rapid iteration and learning speeds for businesses. Experiment platforms that…

软件工程 · 计算机科学 2026-04-28 Jeffrey Wong , Antoine Creux

Recent advancements in industrial artificial intelligence (AI) are reshaping the industry by driving smarter manufacturing, predictive maintenance, and intelligent decision-making. However, existing approaches often focus primarily on…

机器学习 · 计算机科学 2025-08-08 Jay Lee , Hanqi Su

Artificial agents are increasingly integrated into data analysis workflows, carrying out tasks that were primarily done by humans. Our research explores how the introduction of automation re-calibrates the dynamic between humans and…

人机交互 · 计算机科学 2025-09-24 Shayan Monadjemi , Yuhan Guo , Kai Xu , Alex Endert , Anamaria Crisan

In this work, we reflect on the data-driven modeling paradigm that is gaining ground in AI-driven automation of patient care. We argue that the repurposing of existing real-world patient datasets for machine learning may not always…

The future of innovation processes is anticipated to be more data-driven and empowered by the ubiquitous digitalization, increasing data accessibility and rapid advances in machine learning, artificial intelligence, and computing…

计算机与社会 · 计算机科学 2022-07-08 Jianxi Luo

In this survey, we study how recent advances in machine intelligence are disrupting the world of business processes. Over the last decade, there has been steady progress towards the automation of business processes under the umbrella of…

Since the early 90s, the evolution of the Business Process Management (BPM) discipline has been punctuated by successive waves of automation technologies. Some of these technologies enable the automation of individual tasks, while others…

人工智能 · 计算机科学 2026-01-28 Marlon Dumas , Fredrik Milani , David Chapela-Campa

Modern scientific discovery increasingly requires coordinating distributed facilities and heterogeneous resources, forcing researchers to act as manual workflow coordinators rather than scientists. Advances in AI leading to AI agents show…

Humanity is progressing towards automated product development, a trend that promises faster creation of better products and thus the acceleration of technological progress. However, increasing reliance on non-human agents for this process…

计算机与社会 · 计算机科学 2025-06-03 Jan Göpfert , Jann M. Weinand , Patrick Kuckertz , Noah Pflugradt , Jochen Linßen

Achieving greater autonomy in automation systems is crucial for handling unforeseen situations effectively. However, this remains challenging due to technological limitations and the complexity of real-world environments. This paper…

计算工程、金融与科学 · 计算机科学 2025-07-08 Johannes Sigel , Daniel Dittler , Nasser Jazdi , Michael Weyrich

While artificial intelligence (AI) and other automation technologies might lead to enormous progress in healthcare, they may also have undesired consequences for people working in the field. In this interdisciplinary study, we capture…

机器学习 · 统计学 2019-10-22 Wolfgang Frühwirt , Paul Duckworth

The integration of Artificial Intelligence (AI) into automation systems has the potential to enhance efficiency and to address currently unsolved existing technical challenges. However, the industry-wide adoption of AI is hindered by the…

系统与控制 · 电气工程与系统科学 2024-07-04 Marvin Schieseck , Philip Topalis , Lasse Reinpold , Felix Gehlhoff , Alexander Fay

Advances in artificial intelligence (AI) have enabled unprecedented capabilities, yet innovation teams struggle when envisioning AI concepts. Data science teams think of innovations users do not want, while domain experts think of…

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