Semantics in Adaptive and Personalised Systems

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Publisher : Springer Nature
ISBN 13 : 303005618X
Total Pages : 201 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Semantics in Adaptive and Personalised Systems by : Pasquale Lops

Download or read book Semantics in Adaptive and Personalised Systems written by Pasquale Lops and published by Springer Nature. This book was released on 2019-09-18 with total page 201 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph gives a complete overview of the techniques and the methods for semantics-aware content representation and shows how to apply such techniques in various use cases, such as recommender systems, user profiling and social media analysis. Throughout the book, the authors provide an extensive analysis of the techniques currently proposed in the literature and cover all the available tools and libraries to implement and exploit such methodologies in real-world scenarios. The book first introduces the problem of information overload and the reasons why content-based information needs to be taken into account. Next, the basics of Natural Language Processing are provided, by describing operations such as tokenization, stopword removal, lemmatization, stemming, part-of-speech tagging, along with the main problems and issues. Finally, the book describes the different approaches for semantics-aware content representation: such approaches are split into ‘exogenous’ and ‘endogenous’ ones, depending on whether external knowledge sources as DBpedia or geometrical models and distributional semantics are used, respectively. To conclude, several successful use cases and an extensive list of available tools and resources to implement the approaches are shown. Semantics in Adaptive and Personalised Systems definitely fills the gap between the extensive literature on content-based recommender systems, natural language processing, and the different types of semantics-aware representations.

Information Retrieval and Social Media Mining

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Publisher : MDPI
ISBN 13 : 3036502467
Total Pages : 144 pages
Book Rating : 4.0/5 (365 download)

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Book Synopsis Information Retrieval and Social Media Mining by : María N. Moreno García

Download or read book Information Retrieval and Social Media Mining written by María N. Moreno García and published by MDPI. This book was released on 2021-03-09 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents diverse contributions related to some of the latest advances in the field of personalization and recommender systems, as well as social media and sentiment analysis. The work comprises several articles that address different problems in these areas by means of recent techniques such as deep learning, methods to analyze the structure and the dynamics of social networks, and modern language processing approaches for sentiment analysis, among others. The proposals included in the book are representative of some highly topical research directions and cover different application domains where they have been validated. These go from the recommendation of hotels, movies, music, documents, or pharmacy cross-selling to sentiment analysis in the field of telemedicine and opinion mining on news, also including the study of social capital on social media and dynamics aspects of the Twitter social network.

Recommender Systems Handbook

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Publisher : Springer Nature
ISBN 13 : 1071621971
Total Pages : 1053 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Recommender Systems Handbook by : Francesco Ricci

Download or read book Recommender Systems Handbook written by Francesco Ricci and published by Springer Nature. This book was released on 2022-04-21 with total page 1053 pages. Available in PDF, EPUB and Kindle. Book excerpt: This third edition handbook describes in detail the classical methods as well as extensions and novel approaches that were more recently introduced within this field. It consists of five parts: general recommendation techniques, special recommendation techniques, value and impact of recommender systems, human computer interaction, and applications. The first part presents the most popular and fundamental techniques currently used for building recommender systems, such as collaborative filtering, semantic-based methods, recommender systems based on implicit feedback, neural networks and context-aware methods. The second part of this handbook introduces more advanced recommendation techniques, such as session-based recommender systems, adversarial machine learning for recommender systems, group recommendation techniques, reciprocal recommenders systems, natural language techniques for recommender systems and cross-domain approaches to recommender systems. The third part covers a wide perspective to the evaluation of recommender systems with papers on methods for evaluating recommender systems, their value and impact, the multi-stakeholder perspective of recommender systems, the analysis of the fairness, novelty and diversity in recommender systems. The fourth part contains a few chapters on the human computer dimension of recommender systems, with research on the role of explanation, the user personality and how to effectively support individual and group decision with recommender systems. The last part focusses on application in several important areas, such as, food, music, fashion and multimedia recommendation. This informative third edition handbook provides a comprehensive, yet concise and convenient reference source to recommender systems for researchers and advanced-level students focused on computer science and data science. Professionals working in data analytics that are using recommendation and personalization techniques will also find this handbook a useful tool.

Computers Helping People with Special Needs

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Publisher : Springer Nature
ISBN 13 : 303058805X
Total Pages : 507 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Computers Helping People with Special Needs by : Klaus Miesenberger

Download or read book Computers Helping People with Special Needs written by Klaus Miesenberger and published by Springer Nature. This book was released on 2020-09-09 with total page 507 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 12376 and 12377 constitutes the refereed proceedings of the 17th International Conference on Computers Helping People with Special Needs, ICCHP 2020, held in Lecco, Italy, in September 2020. The conference was held virtually due to the COVID-19 pandemic.The 104 papers presented were carefully reviewed and selected from 206 submissions. Included also are 13 introductions. The papers are organized in the following topical sections:Part I: user centred design and user participation in inclusive R&D; artificial intelligence, accessible and assistive technologies; XR accessibility – learning from the past, addressing real user needs and the technical architecture for inclusive immersive environments; serious and fun games; large-scale web accessibility observatories; accessible and inclusive digital publishing; AT and accessibility for blind and low vision users; Art Karshmer lectures in access to mathematics, science and engineering; tactile graphics and models for blind people and recognition of shapes by touch; and environmental sensing technologies for visual impairmentPart II: accessibility of non-verbal communication: making spatial information accessible to people with disabilities; cognitive disabilities and accessibility – pushing the boundaries of inclusion using digital technologies and accessible eLearning environments; ICT to support inclusive education – universal learning design (ULD); hearing systems and accessories for people with hearing loss; mobile health and mobile rehabilitation for people with disabilities: current state, challenges and opportunities; innovation and implementation in the area of independent mobility through digital technologies; how to improve interaction with a text input system; human movement analysis for the design and evaluation of interactive systems and assistive devices; and service and care provision in assistive environments11 chapters are available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Globalized E-Learning Cultural Challenges

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Publisher : IGI Global
ISBN 13 : 1599043033
Total Pages : 374 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Globalized E-Learning Cultural Challenges by : Edmundson, Andrea

Download or read book Globalized E-Learning Cultural Challenges written by Edmundson, Andrea and published by IGI Global. This book was released on 2006-07-31 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book's purpose is to inform educators and instructional designers of issues and cultural misunderstandings that could hinder the effective transfer of knowledge when e-learning is exported to other cultures. Addressing these cultural challenges will enhance the effectiveness of e-learning, thereby supporting the societal benefits of increased access to education at a global level"--Provided by publisher.

Design, Operation and Evaluation of Mobile Communications

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Publisher : Springer Nature
ISBN 13 : 3031359216
Total Pages : 348 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Design, Operation and Evaluation of Mobile Communications by : Gavriel Salvendy

Download or read book Design, Operation and Evaluation of Mobile Communications written by Gavriel Salvendy and published by Springer Nature. This book was released on 2023-07-08 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Conference on Design, Operation and Evaluation of Mobile Communications, MOBILE 2023, held as part of the 25th International Conference, HCI International 2023, which was held in Copenhagen, Denmark, during July 23-28, 2022. The total of 1578 papers and 396 posters included in the HCII 2022 proceedings was carefully reviewed and selected from 7472 submissions. The MOBILE 2023 proceedings were organized in the following topical sections: Mobile User Experience and Interaction Design; Design and Evaluation of Voice User Interfaces and Conversational AI; and Mobile Information Systems in Education, Healthcare, eCommerce and Beyond.

Group Recommender Systems

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Publisher : Springer Nature
ISBN 13 : 3031449436
Total Pages : 180 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Group Recommender Systems by : Alexander Felfernig

Download or read book Group Recommender Systems written by Alexander Felfernig and published by Springer Nature. This book was released on 2023-11-27 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses different aspects of group recommender systems, which are systems that help to identify recommendations for groups instead of single users. In this context, the authors present different related techniques and applications. The book includes in-depth summaries of group recommendation algorithms, related industrial applications, different aspects of preference construction and explanations, user interface aspects of group recommender systems, and related psychological aspects that play a crucial role in group decision scenarios.

Psychology-informed Recommender Systems

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Publisher :
ISBN 13 : 9781680838442
Total Pages : 122 pages
Book Rating : 4.8/5 (384 download)

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Book Synopsis Psychology-informed Recommender Systems by : Elisabeth Lex

Download or read book Psychology-informed Recommender Systems written by Elisabeth Lex and published by . This book was released on 2021-07-15 with total page 122 pages. Available in PDF, EPUB and Kindle. Book excerpt: This survey presents a thorough review of the state of the art of recommender systems that leverage psychological constructs and theories to model and predict user behavior and improve the recommendation process - so-called psychology-informed recommender systems.

Recommendation Systems in Software Engineering

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Publisher : Springer Science & Business
ISBN 13 : 3642451357
Total Pages : 560 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Recommendation Systems in Software Engineering by : Martin P. Robillard

Download or read book Recommendation Systems in Software Engineering written by Martin P. Robillard and published by Springer Science & Business. This book was released on 2014-04-30 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the growth of public and private data stores and the emergence of off-the-shelf data-mining technology, recommendation systems have emerged that specifically address the unique challenges of navigating and interpreting software engineering data. This book collects, structures and formalizes knowledge on recommendation systems in software engineering. It adopts a pragmatic approach with an explicit focus on system design, implementation, and evaluation. The book is divided into three parts: “Part I – Techniques” introduces basics for building recommenders in software engineering, including techniques for collecting and processing software engineering data, but also for presenting recommendations to users as part of their workflow. “Part II – Evaluation” summarizes methods and experimental designs for evaluating recommendations in software engineering. “Part III – Applications” describes needs, issues and solution concepts involved in entire recommendation systems for specific software engineering tasks, focusing on the engineering insights required to make effective recommendations. The book is complemented by the webpage rsse.org/book, which includes free supplemental materials for readers of this book and anyone interested in recommendation systems in software engineering, including lecture slides, data sets, source code, and an overview of people, groups, papers and tools with regard to recommendation systems in software engineering. The book is particularly well-suited for graduate students and researchers building new recommendation systems for software engineering applications or in other high-tech fields. It may also serve as the basis for graduate courses on recommendation systems, applied data mining or software engineering. Software engineering practitioners developing recommendation systems or similar applications with predictive functionality will also benefit from the broad spectrum of topics covered.

Explainable and Interpretable Models in Computer Vision and Machine Learning

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Author :
Publisher : Springer
ISBN 13 : 3319981315
Total Pages : 305 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Explainable and Interpretable Models in Computer Vision and Machine Learning by : Hugo Jair Escalante

Download or read book Explainable and Interpretable Models in Computer Vision and Machine Learning written by Hugo Jair Escalante and published by Springer. This book was released on 2018-11-29 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book compiles leading research on the development of explainable and interpretable machine learning methods in the context of computer vision and machine learning. Research progress in computer vision and pattern recognition has led to a variety of modeling techniques with almost human-like performance. Although these models have obtained astounding results, they are limited in their explainability and interpretability: what is the rationale behind the decision made? what in the model structure explains its functioning? Hence, while good performance is a critical required characteristic for learning machines, explainability and interpretability capabilities are needed to take learning machines to the next step to include them in decision support systems involving human supervision. This book, written by leading international researchers, addresses key topics of explainability and interpretability, including the following: · Evaluation and Generalization in Interpretable Machine Learning · Explanation Methods in Deep Learning · Learning Functional Causal Models with Generative Neural Networks · Learning Interpreatable Rules for Multi-Label Classification · Structuring Neural Networks for More Explainable Predictions · Generating Post Hoc Rationales of Deep Visual Classification Decisions · Ensembling Visual Explanations · Explainable Deep Driving by Visualizing Causal Attention · Interdisciplinary Perspective on Algorithmic Job Candidate Search · Multimodal Personality Trait Analysis for Explainable Modeling of Job Interview Decisions · Inherent Explainability Pattern Theory-based Video Event Interpretations

Software Ecosystems

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Publisher : Edward Elgar Publishing
ISBN 13 : 1781955638
Total Pages : 357 pages
Book Rating : 4.7/5 (819 download)

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Book Synopsis Software Ecosystems by : Slinger Jansen

Download or read book Software Ecosystems written by Slinger Jansen and published by Edward Elgar Publishing. This book was released on 2013-01-01 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the state-of-the-art of software ecosystems. It constitutes a fundamental step towards an empirically based, nuanced understanding of the implications for management, governance, and control of software ecosystems. This is the first book of its kind dedicated to this emerging field and offers guidelines on how to analyze software ecosystems; methods for managing and growing; methods on transitioning from a closed software organization to an open one; and instruments for dealing with open source, licensing issues, product management and app stores. It is unique in bringing together industry experiences, academic views and tackling challenges such as the definition of fundamental concepts of software ecosystems, describing those forces that influence its development and lifecycles, and the provision of methods for the governance of software ecosystems. This book is an essential starting point for software industry researchers, product managers, and entrepreneurs.

User Modeling 2007

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Publisher : Springer
ISBN 13 : 3540730788
Total Pages : 503 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis User Modeling 2007 by : Cristina Conati

Download or read book User Modeling 2007 written by Cristina Conati and published by Springer. This book was released on 2007-08-28 with total page 503 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Conference on User Modeling, UM 2007, held in Corfu, Greece in July 2007. Coverage includes evaluating user/student modeling techniques, data mining and machine learning for user modeling, user adaptation and usability, modeling affect and meta-cognition, as well as intelligent information retrieval, information filtering and content personalization.

Destination Recommendation Systems

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Publisher : CABI
ISBN 13 : 0851990231
Total Pages : 369 pages
Book Rating : 4.8/5 (519 download)

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Book Synopsis Destination Recommendation Systems by : Daniel R. Fesenmaier

Download or read book Destination Recommendation Systems written by Daniel R. Fesenmaier and published by CABI. This book was released on 2006-01-01 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bringing together the work of leading researchers, this book provides a clear and accessible overview of current research on destination recommendation systems. These systems guide consumer behaviour by enabling Internet users to quickly and effectively find relevant information about travel destinations, attractions, accommodation and transportation. The chapters in this book cover consumer behaviour, perceptual factors influencing consumer choice, and the design of destination recommendation systems. The book examines four different types of destination marketing system and concludes by analysing the future of recommendation systems for travellers.

Recommender Systems for Learning

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Publisher : Springer
ISBN 13 : 9781461443605
Total Pages : 0 pages
Book Rating : 4.4/5 (436 download)

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Book Synopsis Recommender Systems for Learning by : Nikos Manouselis

Download or read book Recommender Systems for Learning written by Nikos Manouselis and published by Springer. This book was released on 2012-08-28 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technology enhanced learning (TEL) aims to design, develop and test sociotechnical innovations that will support and enhance learning practices of both individuals and organisations. It is therefore an application domain that generally covers technologies that support all forms of teaching and learning activities. Since information retrieval (in terms of searching for relevant learning resources to support teachers or learners) is a pivotal activity in TEL, the deployment of recommender systems has attracted increased interest. This brief attempts to provide an introduction to recommender systems for TEL settings, as well as to highlight their particularities compared to recommender systems for other application domains.

Transforming Learning with Meaningful Technologies

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Publisher : Springer Nature
ISBN 13 : 3030297365
Total Pages : 798 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Transforming Learning with Meaningful Technologies by : Maren Scheffel

Download or read book Transforming Learning with Meaningful Technologies written by Maren Scheffel and published by Springer Nature. This book was released on 2019-09-09 with total page 798 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, held in Delft, The Netherlands, in September 2019. The 41 research papers and 50 demo and poster papers presented in this volume were carefully reviewed and selected from 149 submissions. The contributions reflect the debate around the role of and challenges for cutting-edge 21st century meaningful technologies and advances such as artificial intelligence and robots, augmented reality and ubiquitous computing technologies and at the same time connecting them to different pedagogical approaches, types of learning settings, and application domains that can benefit from such technologies.

User Modeling, Adaptation and Personalization

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Publisher : Springer
ISBN 13 : 9783319087856
Total Pages : 0 pages
Book Rating : 4.0/5 (878 download)

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Book Synopsis User Modeling, Adaptation and Personalization by : Vania Dimitrova

Download or read book User Modeling, Adaptation and Personalization written by Vania Dimitrova and published by Springer. This book was released on 2014-08-01 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed proceedings of the 22nd International Conference on User Modeling, Adaption and Personalization, held in Aalborg, Denmark, in July 2014. The 23 long and 19 short papers of the research paper track were carefully reviewed and selected from 146 submissions. The papers cover the following topics: large scale personalization, adaptation and recommendation; Personalization for individuals, groups and populations; modeling individuals, groups and communities; Web dynamics and personalization; adaptive web-based systems; context awareness; social recommendations; user experience; user awareness and control; Affective aspects; UMAP underpinning by psychology models; privacy; perceived security and trust; behavior change and persuasion.

Human-Centred Web Adaptation and Personalization

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Author :
Publisher : Springer
ISBN 13 : 3319280503
Total Pages : 358 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Human-Centred Web Adaptation and Personalization by : Panagiotis Germanakos

Download or read book Human-Centred Web Adaptation and Personalization written by Panagiotis Germanakos and published by Springer. This book was released on 2016-02-19 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the importance of adaptation and personalization in today’s society and the upgraded role computational systems and the Internet play in our day-to-day activities. In this era of wireless communication, pervasive computing and the Internet of Things, it is becoming increasingly critical to ensure humans remain central in the developmental process of new technologies to guarantee their continued usefulness and a positive end-user experience. Organized into three clear parts - theory, principles and practice, a holistic approach to designing and developing adaptive interactive systems and services has been adopted. With an emphasis on distinct human factors, both basic and applied research topics are explored, extending from human-centred user models, driven by user’s individual differences in cognitive processing and emotions, to the creation of smart interfaces that can handle the ever increasing volume and complexity of information to the benefit of the end-user. Human-Centred Web Adaptation and Personalization – From Theory to Practice is meticulously crafted to serve researchers, practitioners, and students who wish to have an end-to-end understanding of how to convert pure research and scientific results into viable user interfaces, system components and applications. It will serve to bridge the knowledge gap that still remains by suggesting interaction design and implementation guidelines for areas like E-Commerce, E-Learning and Usable Security.