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Systems and functions that rely on machine learning (ML) are the basis of highly automated driving. An essential task of such ML models is to reliably detect and interpret unusual, new, and potentially dangerous situations. The detection of…

Computer Vision and Pattern Recognition · Computer Science 2021-12-10 Florian Heidecker , Jasmin Breitenstein , Kevin Rösch , Jonas Löhdefink , Maarten Bieshaar , Christoph Stiller , Tim Fingscheidt , Bernhard Sick

How could a product or service is reasonably evaluated by anyone in the shortest time? A million dollar question but it is having a simple answer: Sentiment analysis. Sentiment analysis is consumers review on products and services which…

Information Retrieval · Computer Science 2014-03-14 Md. Ansarul Haque

Deep generative models are powerful tools that have produced impressive results in recent years. These advances have been for the most part empirically driven, making it essential that we use high quality evaluation metrics. In this paper,…

Machine Learning · Statistics 2018-06-22 Shane Barratt , Rishi Sharma

Software systems now complement an incredibly vast number of human activities, and much effort has been deployed to make them quasi-autonomous with the build-up of increasingly performant self-adaptive capabilities, so that the burden of…

Software Engineering · Computer Science 2021-10-05 Emmanuelle Tognoli , Shihong Huang

In the context of software startups, project failure is embraced actively and considered crucial to obtain validated learning that can lead to pivots. A pivot is the strategic change of a business concept, product or the different elements…

Software Engineering · Computer Science 2017-10-12 Sohaib Shahid Bajwa , Xiaofeng Wang , Anh Nguyen Duc , Pekka Abrahamsson

Humans are experts in making decisions for challenging driving tasks with uncertainties. Many efforts have been made to model the decision-making process of human drivers at the behavior level. However, limited studies explain how human…

Robotics · Computer Science 2022-10-18 Huanjie Wang , Haibin Liu , Wenshuo Wang , Lijun Sun

Accurate predictions, as with machine learning, may not suffice to provide optimal healthcare for every patient. Indeed, prediction can be driven by shortcuts in the data, such as racial biases. Causal thinking is needed for data-driven…

A decision is an act or event of decision taking. Decision making always includes decision taking, the latter not involving significant exchanges with non-deciding agents. A decision outcome is a piece of storable information constituting…

Other Computer Science · Computer Science 2014-08-12 J. A. Bergstra

Testing and evaluation is a crucial step in the development and deployment of Connected and Automated Vehicles (CAVs). To comprehensively evaluate the performance of CAVs, it is of necessity to test the CAVs in safety-critical scenarios,…

Artificial Intelligence · Computer Science 2021-02-09 Haowei Sun , Shuo Feng , Xintao Yan , Henry X. Liu

Effective Retrospective meetings are vital for ensuring productive development processes because they provide the means for Agile software development teams to discuss and decide on future improvements of their collaboration. Retrospective…

Software Engineering · Computer Science 2021-01-18 Christoph Matthies , Franziska Dobrigkeit

Industry 4.0 and the Internet of Things are recent developments that have lead to the creation of new kinds of manufacturing data. Linking this new kind of sensor data to traditional business information is crucial for enterprises to take…

Databases · Computer Science 2019-04-30 Guenter Hesse , Christoph Matthies , Werner Sinzig , Matthias Uflacker

In the future, most companies will be confronted with the topic of Artificial Intelligence (AI) and will have to decide on their strategy in this regards. Currently, a lot of companies are thinking about whether and how AI and the usage of…

Other Computer Science · Computer Science 2022-06-03 Jens Heidrich , Andreas Jedlitschka , Adam Trendowicz , Anna Maria Vollmer

Risk is traditionally described as the expected likelihood of an undesirable outcome, such as collisions for autonomous vehicles. Accurately predicting risk or potentially risky situations is critical for the safe operation of autonomous…

Artificial Intelligence · Computer Science 2021-06-10 Kasra Mokhtari , Alan R. Wagner

In AI and law, systems that are designed for decision support should be explainable when pursuing justice. In order for these systems to be fair and responsible, they should make correct decisions and make them using a sound and transparent…

Artificial Intelligence · Computer Science 2021-05-17 Cor Steging , Silja Renooij , Bart Verheij

The study addresses the paradigm shift in corporate management, where AI is moving from a decision support tool to an autonomous decision-maker, with some AI systems already appointed to leadership roles in companies. A central problem…

Computers and Society · Computer Science 2025-08-07 Anna Romanova

AI-based decision-making tools are rapidly spreading across a range of real-world, complex domains like healthcare, criminal justice, and child welfare. A growing body of research has called for increased scrutiny around the validity of AI…

Human-Computer Interaction · Computer Science 2023-03-28 Anna Kawakami , Amanda Coston , Haiyi Zhu , Hoda Heidari , Kenneth Holstein

Safety-critical corner cases, difficult to collect in the real world, are crucial for evaluating end-to-end autonomous driving. Adversarial interaction is an effective method to generate such safety-critical corner cases. While existing…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Jiaheng Geng , Jiatong Du , Xinyu Zhang , Ye Li , Panqu Wang , Yanjun Huang

In case of realization of successful business, gain analysis is essential. In this paper we have cited some new techniques of gain expectation on the basis of neural property of perceptron. Support rule and Sequence mining based artificial…

Other Computer Science · Computer Science 2010-04-13 P. Chakrabarti

We report the results of a project to control the use of end user computing tools for business critical applications in a banking environment. Several workstreams were employed in order to bring about a cultural change within the bank…

Human-Computer Interaction · Computer Science 2008-09-23 Jamie Chambers , John Hamill

Artificial intelligence (AI)-based decision support systems can be highly accurate yet still fail to support users or improve decisions. Existing theories of AI-assisted decision-making focus on calibrating reliance on AI advice, leaving it…

Human-Computer Interaction · Computer Science 2026-02-03 Venkatesh Sivaraman , Eric P. Mason , Mengfan Ellen Li , Jessica Tong , Andrew J. King , Jeremy M. Kahn , Adam Perer
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