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Producten 152

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XAI in the financial sector

Whitepaper: The use of AI is on the rise in the financial sector. Utilizing machine learning algorithms to make decisions and predictions based on the available data can be highly valuable. AI offers benefits to both financial service providers and its customers by improving service and reducing costs. Examples of AI use cases in the financial sector are: identity verification in client onboarding, transaction data analysis, fraud detection in claims management, anti-money laundering monitoring, price differentiation in car insurance, automated analysis of legal documents, and the processing of loan applications.

DOCUMENT

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Bridging the AI skills gap in Europe: a detailed analysis of AI skills and roles

This study provides a comprehensive analysis of the AI-related skills and roles needed to bridge the AI skills gap in Europe. Using a mixed-method research approach, this study investigated the most in-demand AI expertise areas and roles by surveying 409 organizations in Europe, analyzing 2,563 AI-related job advertisements, and conducting 24 focus group sessions with 145 industry and policy experts. The findings underscore the importance of both general technical skills in AI related to big data, machine learning and deep learning, cyber and data security, large language models as well as AI soft skills such as problemsolving and effective communication. This study sets the foundation for future research directions, emphasizing the importance of upskilling initiatives and the evolving nature of AI skills demand, contributing to an EU-wide strategy for future AI skills development.

MULTIFILE

Bridging the AI skills gap in Europe: a detailed analysis of AI skills and roles

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An Agile Framework for Trustworthy AI

From the article: The ethics guidelines put forward by the AI High Level Expert Group (AI-HLEG) present a list of seven key requirements that Human-centered, trustworthy AI systems should meet. These guidelines are useful for the evaluation of AI systems, but can be complemented by applied methods and tools for the development of trustworthy AI systems in practice. In this position paper we propose a framework for translating the AI-HLEG ethics guidelines into the specific context within which an AI system operates. This approach aligns well with a set of Agile principles commonly employed in software engineering. http://ceur-ws.org/Vol-2659/

DOCUMENT

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Coding, prompting, “deprompting”

Prompt design can be understood similarly to query design, as a prompt aiming to understand cultural dimensions in visual research, forcing the AI to make sense of ambiguity as a way to understand its training dataset and biases ( Niederer, S. and Colombo, G., ‘Visual Methods for Digital Research’). It moves away from prompting engineering and efforts to make “code-like” prompts that suppress ambiguity and prevent the AI from bringing biases to the surface. Our idea is to keep the ambiguity present in the image descriptions like in natural language and let it flow through different stages (degrees) of the broken telephone dynamics. This way we have less control over the result or selection of the ideal result and more questions about the dynamics implicit in the biases present in the results obtained.Different from textual or mathematical results, in which prompt chains or asking the AI to explain how it got the result might be enough, images and visual methods assisted by AI demand new methods to deal with that. Exploring and developing a new approach for it is the main goal of this research project, particularly interested in possible biases and unexplored patterns in AI’s image affordances.How could we detect small biases in describing images and creating based on descriptions when it comes to AI? What exactly do the words written by AI when describing an image stand for? When detecting a ‘human’ or ‘science’, for example, what elements or archetypes are invisible between prompting, and the image created or described?Turning an AI’s image description into a new image could help us to have a glimpse behind the scenes. In the broken telephone game, small misperceptions between telling and hearing, coding and decoding, produce big divergences in the final result - and the cultural factors in between have been largely studied. To amplify and understand possible biases, we could check how this new image would be described by AI, starting a broken telephone cycle. This process could shed light not just into the gap between AI image description and its capacity to reconstruct images using this description as part of prompts, but also illuminate biases and patterns in AI image description and creation based on description.It is in line with previous projects on image clustering and image prompt analysis (see reference links), and questions such as identification of AI image biases, cross AI models analysis, reverse engineering through prompts, image clustering, and analysis of large datasets of images from online image and video-based platforms.The experiment becomes even more relevant in light of the results from recent studies (Shumailov et al., 2024) that show that AI models trained on AI generated data will eventually collapse.To frame this analysis, the proposal from Munn, Magee and Arora (2023) titled Unmaking AI Imagemaking introduces three methodological approaches for investigating AI image models: Unmaking the ecosystem, Unmaking the data and Unmaking the outputs.First, the idea of ecosystem was taken for these authors to describe socio-technical implications that surround the AI models: the place where they have been developed; the owners, partners, or supporters; and their interests, goals, and impositions. “Research has already identified how these image models internalize toxic stereotypes (Birnhane 2021) and reproduce forms of gendered and ethnic bias (Luccioni 2023), to name just two issues” (Munn et al., 2023, p. 2).There are also differences between the different models that currently dominate the market. Although Stable Diffusion seems to be the most open due to its origin, when working with images with this model, biases appear even more quickly than in other models. “In this framing, Stable Diffusion becomes an internet-based tool, which can be used and abused by “the people,” rather than a corporate product, where responsibility is clear, quality must be ensured, and toxicity must be mitigated” (Munn et al., 2023, p. 5).To unmaking the data, it is important to ask ourselves about the source and interests for the extraction of the data used. According to the description of their project “Creating an Ad Library Political Observatory”, “This project aims to explore diverse approaches to analyze and visualize the data from Meta’s ad library, which includes Instagram, Facebook, and other Meta products, using LLMs. The ultimate goal is to enhance the Ad Library Political Observatory, a tool we are developing to monitor Meta’s ad business.” That is to say, the images were taken from political advertising on the social network Facebook, as part of an observation process that seeks to make evident the investments in advertising around politics. These are prepared images in terms of what is seen in the background of the image, the position and posture of the characters, the visible objects. In general, we could say that we are dealing with staged images. This is important since the initial information that describes the AI is in itself a representation, a visual creation.

LINK

Personen 22

persoon

Carlos Pereira Santos

Professor of Applied Data Sciences and Artificial Intelligence

persoon

Edirlei Soares de Lima

Lecturer

persoon

Igor Mayer

Professor

persoon

Jessika Weber

Professor

Projecten 110

project

A SAMSUNG VIRTUAL REALITY

Developing and testing several AR and VR concepts for SAMSUNG (Benelux) Samsung and Breda University of Applied Sciences decided to work together on developing and testing several new digital media concepts with a focus on VR and gaming. This collaboration has led to several innovative projects and concepts, among others: the organisation of the first Samsung VR jam in which game and media students developed new concepts for SAMSUNG GEAR in 24 hours, the pre-development of a VR therapy concept (Fear of Love) created by CaptainVR, the Samsung Industry Case in which students developed new concepts for SAMSUNG GEAR (wearables), the IGAD VR game pitch where over 15 VR game concepts were created for SAMSUNG VR GEAR and numerous projects in which VR concepts are developed and created using new SAMSUNG technologies. Currently we are co-developing new digital HRM solutions.

Afgerond

project

Actief Plezier met Picoo: Jong en Oud in Beweging!

Beweegrichtlijnen geven aan hoeveel beweging nodig is voor een goede gezondheid van jong tot oud. Voor een gezonde leefstijl van kinderen zijn bewegen, samen spelen, samen leren en samen werken van groot belang, maar dat geldt ook voor ouderen. Picoo brengt het belang van bewegen en samenzijn bij elkaar. Dat zorgt voor een goede ontwikkeling van het kind, het welzijn van ouderen en het verstevigen van het bewegen en samenzijn in de maatschappij. Project: Actief Plezier met Picoo: Jong en Oud in Beweging! Vraag: Draagt Picoo bij aan meer beweging en verbinding tussen kinderen en ouderen door samen te bewegen? Doel: Het inzetten van Picoo leidt tot meer samen beweging, waardoor welzijn van ouderen en ontwikkeling van het kind en meer beweging wordt vergroot. Methode: Mixed method observatieonderzoek /survey/kort gesprek Kinderen tot 18 jaar en senioren 65 plus met een zorgvraag T0: kinderen en ouderen krijgen uitleg over het gebruik van Picoo Interventie: Picoo is een controller en spelcomputer ineen, ontwikkeld om kinderen (maar ook volwassen) interactief buiten te laten spelen.6 Tijdens de actieve games heeft elke deelnemer een eigen controller. De controllers staan met elkaar in verbinding. T1 Tijdens het spel wordt d.m.v. een observatielijst gekeken hoe jong en oud reageren op het samen spelen met Picoo. T2 Na het spel geven kinderen en ouderen door middel van Visual Analogue Scale (smileys) wat hun ervaringen zijn. T3 Na het spel gaan kinderen en ouderen kort met elkaar in gesprek over hun ervaringen Uitvoering: Interdisciplinaire mix van studenten Verpleegkunde, Fysiotherapie, Mens en Techniek en Social Work Eindproduct: Nieuwe testcase en input voor doorontwikkeling Picoo richting verbinding jong en oud. Kennis over mogelijkheden/ervaringen over verbinding door beweging wordt gedissemineerd naar de praktijk en onderwijs. Resultaten worden gerapporteerd en gepubliceerd op relevante sites zoals bijvoorbeeld kenniscentrum sport en bewegen, zorginstellingen en scholen.

Afgerond

project

Animated Learning for Early Years Education

The project’s aim is to foster resilient learning environments, lessen early school leaving, and give European children (ages 4 -6) a good start in their education while providing and advancing technical skills in working with technology that will serve them well in life. For this purpose, the partnership has developed age appropriate ICT animation tools and games - as well as pedagogical framework specific to the transition phase from kindergarten to school.

Afgerond

project

Augmenting nerve regeneration to improve proprioception in anterior cruciate ligament (ACL) surgery

The anterior cruciate ligament (ACL) is a strong rope-like tissue which connects the femur to the tibia in the knee joint. Its function is to provide structural stability to the knee while preventing unnatural forward movement of the tibia relative to the femur. Acute complete ACL ruptures during movements like knee hyperextension or sudden changes of direction (pivoting) damage two entities: the ligament itself and its nerve connections to the posterior tibial nerve (PTN). PTN innervation in the ACL is essential for: a) proprioception (e.g. perception of position and movement/acceleration experienced by the ligament), and b) stability of the knee joint. Upon ACL rupture, the orthopedic surgeon reconstructs the ACL with a graft from the hamstring, patellar or quadriceps tendon. After the surgery, the goal is to regain neuromuscular control and dynamic stabilization during rehabilitation as soon as possible for a quick return to sports and daily activities. However, surgeons are not able to reconstruct the nerve gap between the PTN and the grafted ligament due to the microscopic size of the innervation in the ACL. Not linking the PTN to the graft creates a disconnection between the knee joint and the spinal cord. To mitigate these disadvantages in ACL surgery, this study focuses on activating the growth of proprioception nerve endings using a ligament loaded with growth factors (neurotrophins). We hypothesize that neurotrophins will activate proprioceptive fibers of neurons close to the ACL. We describe graft fabrication steps and in vitro experiments to expand on the regeneration capacity of a commercially available ACL-like synthetic ligament called LARS. The results will bring the ACL regeneration field closer to having a graft that can aid patients in regaining mobility and stability during locomotion and running, confidence in the strength of the knee joint, and quick return to sports.

In voorbereiding

project

Barriers for the successful deployment of rehabilitation games

Physical rehabilitation programs revolve around the repetitive execution of exercises since it has been proven to lead to better rehabilitation results. Although beginning the motor (re)learning process early is paramount to obtain good recovery outcomes, patients do not normally see/experience any short-term improvement, which has a toll on their motivation. Therefore, patients find it difficult to stay engaged in seemingly mundane exercises, not only in terms of adhering to the rehabilitation program, but also in terms of proper execution of the movements. One way in which this motivation problem has been tackled is to employ games in the rehabilitation process. These games are designed to reward patients for performing the exercises correctly or regularly. The rewards can take many forms, for instance providing an experience that is engaging (fun), one that is aesthetically pleasing (appealing visual and aural feedback), or one that employs gamification elements such as points, badges, or achievements. However, even though some of these serious game systems are designed together with physiotherapists and with the patients’ needs in mind, many of them end up not being used consistently during physical rehabilitation past the first few sessions (i.e. novelty effect). Thus, in this project, we aim to 1) Identify, by means of literature reviews, focus groups, and interviews with the involved stakeholders, why this is happening, 2) Develop a set of guidelines for the successful deployment of serious games for rehabilitation, and 3) Develop an initial implementation process and ideas for potential serious games. In a follow-up application, we intend to build on this knowledge and apply it in the design of a (set of) serious game for rehabilitation to be deployed at one of the partners centers and conduct a longitudinal evaluation to measure the success of the application of the deployment guidelines.

Afgerond

project

BioADD- Biocarbon - a sustainable additive for enhancing biopolymer properties.

Plastic products are currently been critically reviewed due to the growing awareness on the related problems, such as the “plastic soup”. EU has introduced a ban for a number of single-use consumer products and fossil-based polymers coming in force in 2021. The list of banned products are expected to be extended, for example for single-use, non-compostable plastics in horticulture and agriculture. Therefore, it is crucial to develop sustainable, biodegradable alternatives. A significant amount of research has been performed on biobased polymers. However, plastics are made from a polymer mixed with other materials, additives, which are essential for the plastics production and performance. Development of biodegradable solutions for these additives is lacking, but is urgently needed. Biocarbon (Biochar), is a high-carbon, fine-grained residue that is produced through pyrolysis processes. This natural product is currently used to produce energy, but the recent research indicate that it has a great potential in enhancing biopolymer properties. The biocarbon-biopolymer composite could provide a much needed fully biodegradable solution. This would be especially interesting in agricultural and horticultural applications, since biocarbon has been found to be effective at retaining water and water-soluble nutrients and to increase micro-organism activity in soil. Biocarbon-biocomposite may also be used for other markets, where biodegradability is essential, including packaging and disposable consumer articles. The BioADD consortium consists of 9 industrial partners, a branch organization and 3 research partners. The partner companies form a complementary team, including biomass providers, pyrolysis technology manufacturers and companies producing products to the relevant markets of horticulture, agriculture and packaging. For each of the companies the successful result from the project will lead to concrete business opportunities. The support of Avans, University of Groningen and Eindhoven University of Technology is essential in developing the know-how and the first product development making the innovation possible.

Afgerond

Partijen 2

partij

HKU

Hogeschool

partij

Professorship Sustainability in Hospitality and Tourism

Lectoraat, onderdeel van NHL Stenden Hogeschool

Producten 152

product

XAI in the financial sector

DOCUMENT

product

Bridging the AI skills gap in Europe: a detailed analysis of AI skills and roles

MULTIFILE

product

An Agile Framework for Trustworthy AI

DOCUMENT

product

Coding, prompting, “deprompting”

LINK

Personen 22

persoon

Carlos Pereira Santos

Professor of Applied Data Sciences and Artificial Intelligence

persoon

Edirlei Soares de Lima

Lecturer

persoon

Igor Mayer

Professor

persoon

Jessika Weber

Professor

Projecten 110

project

A SAMSUNG VIRTUAL REALITY

Afgerond

project

Actief Plezier met Picoo: Jong en Oud in Beweging!

Afgerond

project

Animated Learning for Early Years Education

Afgerond

project

Augmenting nerve regeneration to improve proprioception in anterior cruciate ligament (ACL) surgery

In voorbereiding

project

Barriers for the successful deployment of rehabilitation games

Afgerond

project

BioADD- Biocarbon - a sustainable additive for enhancing biopolymer properties.

Afgerond

Partijen 2

partij

HKU

Hogeschool

partij

Professorship Sustainability in Hospitality and Tourism

Lectoraat, onderdeel van NHL Stenden Hogeschool

Zoekresultaten

Producten 152

XAI in the financial sector

Bridging the AI skills gap in Europe: a detailed analysis of AI skills and roles

An Agile Framework for Trustworthy AI

Is AI 'just' a new technology? On integrating AI education in digital design curricula

A Conceptual Model for Implementing Explainable AI by Design

Help! Which AI Should I Choose? - Work in Progress

Coding, prompting, “deprompting”

Guest editorial: Ethics for artificial intelligence

Game-Based Pedagogy in teacher education

Personen 22

Carlos Pereira Santos

Edirlei Soares de Lima

Igor Mayer

Jessika Weber

Jacco Bikker

Joey Relouw

Christian Roth

Maaike van Gameren

Henrique Meissner

Projecten 110

A SAMSUNG VIRTUAL REALITY

Actief Plezier met Picoo: Jong en Oud in Beweging!

Animated Learning for Early Years Education

AR Kickboksen: Innovatieve Integratie van Technologie en Sport

Augmenting nerve regeneration to improve proprioception in anterior cruciate ligament (ACL) surgery

Backseat Travellers

Barriers for the successful deployment of rehabilitation games

Beeldcommunicatie in de GGZ

BioADD- Biocarbon - a sustainable additive for enhancing biopolymer properties.

Partijen 2

HKU

Professorship Sustainability in Hospitality and Tourism

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Producten 152

XAI in the financial sector

Bridging the AI skills gap in Europe: a detailed analysis of AI skills and roles

An Agile Framework for Trustworthy AI

Is AI 'just' a new technology? On integrating AI education in digital design curricula

A Conceptual Model for Implementing Explainable AI by Design

Help! Which AI Should I Choose? - Work in Progress

Coding, prompting, “deprompting”

Guest editorial: Ethics for artificial intelligence

Game-Based Pedagogy in teacher education

Personen 22

Carlos Pereira Santos

Edirlei Soares de Lima

Igor Mayer

Jessika Weber

Jacco Bikker

Joey Relouw

Christian Roth

Maaike van Gameren

Henrique Meissner

Projecten 110

A SAMSUNG VIRTUAL REALITY

Actief Plezier met Picoo: Jong en Oud in Beweging!

Animated Learning for Early Years Education

AR Kickboksen: Innovatieve Integratie van Technologie en Sport

Augmenting nerve regeneration to improve proprioception in anterior cruciate ligament (ACL) surgery

Backseat Travellers

Barriers for the successful deployment of rehabilitation games

Beeldcommunicatie in de GGZ

BioADD- Biocarbon - a sustainable additive for enhancing biopolymer properties.

Partijen 2

HKU

Professorship Sustainability in Hospitality and Tourism