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Machine Learning and Principles and Practice of Knowledge Discovery in Databases
This two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. The 104 papers were thoroughly reviewed and selected from 180 papers submited for the workshops. This two-volume set includes the proceedings of the following workshops:Workshop on Advances in Interpretable Machine Learning and Artificial Intelligence (AIMLAI 2021)Workshop on Parallel, Distributed and Federated Learning (PDFL 2021)Workshop on Graph Embedding and Mining (GEM 2021)Workshop on Machine L...
MultiMedia Modeling
The two-volume set LNCS 11295 and 11296 constitutes the thoroughly refereed proceedings of the 25th International Conference on MultiMedia Modeling, MMM 2019, held in Thessaloniki, Greece, in January 2019. Of the 172 submitted full papers, 49 were selected for oral presentation and 47 for poster presentation; in addition, 6 demonstration papers, 5 industry papers, 6 workshop papers, and 6 papers for the Video Browser Showdown 2019 were accepted. All papers presented were carefully reviewed and selected from 204 submissions.
Human-Centered Data Science
Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and present...
Information- and Communication Theory in Molecular Biology
This edited monograph presents the collected interdisciplinary research results of the priority program “Information- and Communication Theory in Molecular Biology (InKoMBio, SPP 1395)”, funded by the German Research Foundation DFG, 2010 until 2016. The topical spectrum is very broad and comprises, but is not limited to, aspects such as microRNA as part of cell communication, information flow in mammalian signal transduction pathway, cell-cell communication, semiotic structures in biological systems, as well as application of methods from information theory in protein interaction analysis. The target audience primarily comprises research experts in the field of biological signal processing, but the book is also beneficial for graduate students alike.
Digital Mayhem 3D Landscape Techniques
Compiled by Duncan Evans, founder and inspiration behind 3DArtist Magazine. The Masters at Work titles will offer digital inspiration with hands-on insight and techniques from professional digital artists. More than just a gallery book - each artist has written a breakdown overview, with supporting imagery of how they made their piece of work. Start your mentorship into the world of digital art today with some of the greatest digital artists in the world and delve into professional techiques. We are asking you to comment on the series itself and then the first title in the series. The first title in the series will focus on 3D Landscapes. You will be able to develop your landscape and background skills beyond the variety of free online tutorials and apply the most up to date techniques, like colour and contrast enhancements, sharpening, composition, lighting and more! Expand your digital canvas to include a variety of new software tools with Masters at Work: 3D Landscapes. There will be a supporting website with source files, downloadable content and artist tutorials, demonstrating key techniques of some of the greatest digital artists.
Data Science, Data Visualization, and Digital Twins
Real-time, web-based, and interactive visualisations are proven to be outstanding methodologies and tools in numerous fields when knowledge in sophisticated data science and visualisation techniques is available. The rationale for this is because modern data science analytical approaches like machine/deep learning or artificial intelligence, as well as digital twinning, promise to give data insights, enable informed decision-making, and facilitate rich interactions among stakeholders.The benefits of data visualisation, data science, and digital twinning technologies motivate this book, which exhibits and presents numerous developed and advanced data science and visualisation approaches. Chapters cover such topics as deep learning techniques, web and dashboard-based visualisations during the COVID pandemic, 3D modelling of trees for mobile communications, digital twinning in the mining industry, data science libraries, and potential areas of future data science development.
Human-Computer Interaction in Various Application Domains
Human-Computer Interaction (HCI) is a multidisciplinary research and applied field targeted to studying people interacting with information technology and designing usable and efficient systems for them. This book outlines the state‐of‐the‐art of HCI research in the respective domain such as health, games, transportation, industry, and entertainment. This book Bridges the gap between theory and practice by presenting how to apply HCI methods and tools in specific domains. Offers concrete examples of HCI use in real-world situations. Presents case-specific best practices, tips, and tricks. Includes chapters that are well-studied and purposefully selected, representing important theoretical, practical, and research areas in HCI. Includes domains ranging from the roots and the classic approaches of human-computer interaction to contemporary advancements. This book is a fascinating read for individuals interested in Human-Computer Interaction research and applications.
