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  1. Chapter and Conference Paper

    Multi-Augmentation Contrastive Learning as Multi-Objective Optimization for Graph Neural Networks

    Recently self-supervised learning is gaining popularity for Graph Neural Networks (GNN) by leveraging unlabeled data. Augmentation plays a key role in self-supervision. While there is a common set of image aug...

    Xu Li, Yongsheng Chen in Advances in Knowledge Discovery and Data Mining (2023)

  2. Chapter and Conference Paper

    The Effect of Misinformation Intervention: Evidence from Trump’s Tweets and the 2020 Election

    In this study, we examine the effect of actions of misinformation mitigation. We use three datasets that contain a wide range of misinformation stories during the 2020 election, and we use synthetic controls t...

    Zhuofang Li, Jian Cao, Nicholas Adams-Cohen in Disinformation in Open Online Media (2023)

  3. Chapter and Conference Paper

    Fooling Partial Dependence via Data Poisoning

    Many methods have been developed to understand complex predictive models and high expectations are placed on post-hoc model explainability. It turns out that such explanations are not robust nor trustworthy, a...

    Hubert Baniecki, Wojciech Kretowicz in Machine Learning and Knowledge Discovery i… (2023)

  4. Chapter and Conference Paper

    An Extended Variational Mode Decomposition Algorithm Developed Speech Emotion Recognition Performance

    Emotion recognition (ER) from speech signals is a robust approach since it cannot be imitated like facial expression or text based sentiment analysis. Valuable information underlying the emotions are significa...

    David Hason Rudd, Huan Huo, Guandong Xu in Advances in Knowledge Discovery and Data Mining (2023)

  5. Chapter and Conference Paper

    MetaCitta: Deep Meta-Learning for Spatio-Temporal Prediction Across Cities and Tasks

    Accurate spatio-temporal prediction is essential for capturing city dynamics and planning mobility services. State-of-the-art deep spatio-temporal predictive models depend on rich and representative training d...

    Ashutosh Sao, Simon Gottschalk in Advances in Knowledge Discovery and Data M… (2023)

  6. Chapter and Conference Paper

    Differences in the Comprehension of the Limit Concept Between Prospective Mathematics Teachers and Managerial Mathematicians During Online Teaching

    The paper deals with university student's understanding of a limit process. We involved two groups of students with different specializations in the research: a group of pre-service mathematics teachers (PMTs)...

    Mária Slavíčková, Michaela Vargová in Higher Education Learning Methodologies an… (2023)

  7. Chapter and Conference Paper

    Psychological Outcomes and Effectiveness of a Collaborative Video-Based Learning Tool for Synchronous Discussions

    In the context of digitization and the COVID-19 pandemic, online teaching comes more and more into focus of higher education. Various online learning methodologies such as using videos as a teaching method are...

    Carolin Straßmann, André Helgert in Higher Education Learning Methodologies an… (2023)

  8. Chapter and Conference Paper

    Thinking Groups and the Development of Affective Problem-Solving Competencies in Online Learning Environments at the University Level

    We present the first findings of an online problem-solving experience for undergraduate students attending a topology course within a Bachelor of Mathematics course. The aims were to promote the construction o...

    Annamaria Miranda in Higher Education Learning Methodologies and Technologies Online (2023)

  9. Chapter and Conference Paper

    Maverick Matters: Client Contribution and Selection in Federated Learning

    Federated learning (FL) enables collaborative learning between parties, called clients, without sharing the original and potentially sensitive data. To ensure fast convergence in the presence of such heterogen...

    Jiyue Huang, Chi Hong, Yang Liu in Advances in Knowledge Discovery and Data M… (2023)

  10. Chapter and Conference Paper

    Multi-fair Capacitated Students-Topics Grou** Problem

    Group work is a prevalent activity in educational settings, where students are often divided into topic-specific groups based on their preferences. The grou** should reflect students’ aspirations as much as ...

    Tai Le Quy, Gunnar Friege in Advances in Knowledge Discovery and Data Mining (2023)

  11. Chapter and Conference Paper

    The Role of Educational Interventions in Facing Social Media Threats: Overarching Principles of the COURAGE Project

    Social media are offering new opportunities for communication and interaction way beyond what was possible only a few years ago. However, social media are also virtual spaces where young people are exposed to ...

    Davide Taibi, Johanna Börsting, Ulrich Hoppe in Higher Education Learning Methodologies an… (2023)

  12. Chapter and Conference Paper

    Empirically Investigating Virtual Learning Companions to Enhance Social Media Literacy

    Social media platforms provide opportunities for users across the world to connect and communicate between them and engage into acts of social support and entertainment. Yet it can also bring negative conseque...

    Emily Theophilou, Veronica Schwarze in Higher Education Learning Methodologies an… (2023)

  13. Chapter and Conference Paper

    Constrained Portfolio Management Using Action Space Decomposition for Reinforcement Learning

    Financial portfolio managers typically face multi-period optimization tasks such as short-selling or investing at least a particular portion of the portfolio in a specific industry sector. A common approach to...

    David Winkel, Niklas Strauß in Advances in Knowledge Discovery and Data M… (2023)

  14. Chapter and Conference Paper

    How Covid-19 Affected the Slovak and Czech Mathematics and Physics Teachers’ Use of Resources

    The paper describes a study realized with Slovak and Czech teachers of mathematics and physics. The pandemic and the sudden appearance of new types of resources, which appears in the preliminary results of the...

    Jakub Michal, Tünde Kiss in Higher Education Learning Methodologies and Technologies Online (2023)

  15. Chapter and Conference Paper

    Web-Scale Semantic Product Search with Large Language Models

    Dense embedding-based semantic matching is widely used in e-commerce product search to address the shortcomings of lexical matching such as sensitivity to spelling variants. The recent advances in BERT-like la...

    Aashiq Muhamed, Sriram Srinivasan in Advances in Knowledge Discovery and Data M… (2023)

  16. Chapter and Conference Paper

    Correction to: Deep Learning Technique for Desert Plant Classification and Recognition

    In an older version of this paper, there was an orthographical error in the title. This has been corrected.

    Najla Alsaedi, Hanan Alahmadi in Machine Learning and Intelligent Communica… (2022)

  17. Chapter and Conference Paper

    Retraction Note to: High Accuracy for Hyperspectral Image Classification Using Hybrid Spectral 3D-2D CNN

    Mohini Shivhare, Sweta Tripathi in Intelligent Sustainable Systems (2022)

  18. Chapter and Conference Paper

    Correction to: Introducing Planet-Saving Strategies to Measure, Control, and Mitigate Greenhouse Gas Emissions and Water Misuse in Household Residences

    In the originally published version of chapter 31 the Figure 5 was processed improperly. The Figure 5 has been corrected.

    Ronald S. Marin Cifuentes, Adriana M. Florez Laiseca in Applied Informatics (2022)

  19. Chapter and Conference Paper

    Correction to: Efficiency and Truthfulness in Dial-a-Ride Problems with Customers Location Preferences

    In the originally published version of chapter 48, Table 1 and the equation on page 696 contained errors. This has been corrected.

    Martin Aleksandrov, Philip Kilby in AI 2022: Advances in Artificial Intelligence (2022)

  20. Chapter and Conference Paper

    Correction to: Faster Diffusion Cardiac MRI with Deep Learning-Based Breath Hold Reduction

    Michael Tänzer, Pedro Ferreira, Andrew Scott in Medical Image Understanding and Analysis (2022)

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