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.

Social Network Based Big Data Analysis and Applications

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Publisher : Springer
ISBN 13 : 3319781960
Total Pages : 254 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Social Network Based Big Data Analysis and Applications by : Mehmet Kaya

Download or read book Social Network Based Big Data Analysis and Applications written by Mehmet Kaya and published by Springer. This book was released on 2018-05-10 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a timely collection of chapters that present the state of the art within the analysis and application of big data. Working within the broader context of big data, this text focuses on the hot topics of social network modelling and analysis such as online dating recommendations, hiring practices, and subscription-type prediction in mobile phone services. Manuscripts are expanded versions of the best papers presented at the IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM’2016), which was held in August 2016. The papers were among the best featured at the meeting and were then improved and extended substantially. Social Network Based Big Data Analysis and Applications will appeal to students and researchers in the field.

New Frontiers in Applied Data Mining

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Publisher : Springer Science & Business Media
ISBN 13 : 3642283195
Total Pages : 526 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis New Frontiers in Applied Data Mining by : Longbing Cao

Download or read book New Frontiers in Applied Data Mining written by Longbing Cao and published by Springer Science & Business Media. This book was released on 2012-02-15 with total page 526 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of five international workshops held in conjunction with PAKDD 2011 in Shenzhen, China, in May 2011: the International Workshop on Behavior Informatics (BI 2011), the Workshop on Quality Issues, Measures of Interestingness and Evaluation of Data Mining Models (QIMIE 2011), the Workshop on Biologically Inspired Techniques for Data Mining (BDM 2011), the Workshop on Advances and Issues in Traditional Chinese Medicine Clinical Data Mining (AI-TCM 2011), and the Second Workshop on Data Mining for Healthcare Management (DMGHM 2011). The book also includes papers from the First PAKDD Doctoral Symposium on Data Mining (DSDM 2011). The 42 papers were carefully reviewed and selected from numerous submissions. The papers cover a wide range of topics discussing emerging techniques in the field of knowledge discovery in databases and their application domains extending to previously unexplored areas such as data mining based on optimization techniques from biological behavior of animals and applications in Traditional Chinese Medicine clinical research and health care management.

Social Network Analysis - Community Detection and Evolution

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Publisher : Springer
ISBN 13 : 331912188X
Total Pages : 282 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Social Network Analysis - Community Detection and Evolution by : Rokia Missaoui

Download or read book Social Network Analysis - Community Detection and Evolution written by Rokia Missaoui and published by Springer. This book was released on 2015-01-13 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is devoted to recent progress in social network analysis with a high focus on community detection and evolution. The eleven chapters cover the identification of cohesive groups, core components and key players either in static or dynamic networks of different kinds and levels of heterogeneity. Other important topics in social network analysis such as influential detection and maximization, information propagation, user behavior analysis, as well as network modeling and visualization are also presented. Many studies are validated through real social networks such as Twitter. This edited work will appeal to researchers, practitioners and students interested in the latest developments of social network analysis.

Recon

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Publisher :
ISBN 13 : 9781742101842
Total Pages : 8 pages
Book Rating : 4.1/5 (18 download)

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Book Synopsis Recon by :

Download or read book Recon written by and published by . This book was released on 2010 with total page 8 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Hands-On Unsupervised Learning Using Python

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Publisher : O'Reilly Media
ISBN 13 : 1492035610
Total Pages : 362 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Hands-On Unsupervised Learning Using Python by : Ankur A. Patel

Download or read book Hands-On Unsupervised Learning Using Python written by Ankur A. Patel and published by O'Reilly Media. This book was released on 2019-02-21 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many industry experts consider unsupervised learning the next frontier in artificial intelligence, one that may hold the key to general artificial intelligence. Since the majority of the world's data is unlabeled, conventional supervised learning cannot be applied. Unsupervised learning, on the other hand, can be applied to unlabeled datasets to discover meaningful patterns buried deep in the data, patterns that may be near impossible for humans to uncover. Author Ankur Patel shows you how to apply unsupervised learning using two simple, production-ready Python frameworks: Scikit-learn and TensorFlow using Keras. With code and hands-on examples, data scientists will identify difficult-to-find patterns in data and gain deeper business insight, detect anomalies, perform automatic feature engineering and selection, and generate synthetic datasets. All you need is programming and some machine learning experience to get started. Compare the strengths and weaknesses of the different machine learning approaches: supervised, unsupervised, and reinforcement learning Set up and manage machine learning projects end-to-end Build an anomaly detection system to catch credit card fraud Clusters users into distinct and homogeneous groups Perform semisupervised learning Develop movie recommender systems using restricted Boltzmann machines Generate synthetic images using generative adversarial networks

Personalized Machine Learning

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Publisher : Cambridge University Press
ISBN 13 : 1009008579
Total Pages : 338 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Personalized Machine Learning by : Julian McAuley

Download or read book Personalized Machine Learning written by Julian McAuley and published by Cambridge University Press. This book was released on 2022-02-03 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every day we interact with machine learning systems offering individualized predictions for our entertainment, social connections, purchases, or health. These involve several modalities of data, from sequences of clicks to text, images, and social interactions. This book introduces common principles and methods that underpin the design of personalized predictive models for a variety of settings and modalities. The book begins by revising 'traditional' machine learning models, focusing on adapting them to settings involving user data, then presents techniques based on advanced principles such as matrix factorization, deep learning, and generative modeling, and concludes with a detailed study of the consequences and risks of deploying personalized predictive systems. A series of case studies in domains ranging from e-commerce to health plus hands-on projects and code examples will give readers understanding and experience with large-scale real-world datasets and the ability to design models and systems for a wide range of applications.

User Modeling, Adaptation and Personalization

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Publisher : Springer Science & Business Media
ISBN 13 : 3642223613
Total Pages : 480 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis User Modeling, Adaptation and Personalization by : Joseph Konstan

Download or read book User Modeling, Adaptation and Personalization written by Joseph Konstan and published by Springer Science & Business Media. This book was released on 2011-07 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the third annual conference under the UMAP title, aptation, which resulted from the merger in 2009 of the successful biannual User Modeling (UM) and Adaptive Hypermedia (AH) conference series, held on Girona, Spain, in July 2011. The 27 long papers and 6 short papers presented together with15 doctoral consortium papers, 2 invited talks, and 3 industry panel papers were carefully reviewed and selected from 164 submissions. The tutorials and workshops were organized in topical sections on designing adaptive social applications, semantic adaptive social Web, and designing and evaluating new generation user modeling.

Advances in Web-Based Learning – ICWL 2017

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Publisher : Springer
ISBN 13 : 3319667335
Total Pages : 232 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Advances in Web-Based Learning – ICWL 2017 by : Haoran Xie

Download or read book Advances in Web-Based Learning – ICWL 2017 written by Haoran Xie and published by Springer. This book was released on 2017-09-13 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 16th International Conference on Web-Based Learning, ICWL 2017, held in Cape Town, South Africa, in September 2017. The 13 revised full papers presented together with 9 short papers and 3 poster papers were carefully reviewed and selected from 56 submissions. The papers are organized in topical sections on Inquiry-Based Learning and Gamification; Learning Analytics; Social Media and Web 2.0-based Learning Environments; Assessment and Accessibility in Higher Education; Open Educational Resources and Recommender Systems; and Practice and Experience Sharing.

The Oxford Handbook of Digital Media Sociology

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Publisher : Oxford University Press
ISBN 13 : 0197510639
Total Pages : 745 pages
Book Rating : 4.1/5 (975 download)

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Book Synopsis The Oxford Handbook of Digital Media Sociology by : Deana A. Rohlinger

Download or read book The Oxford Handbook of Digital Media Sociology written by Deana A. Rohlinger and published by Oxford University Press. This book was released on 2022 with total page 745 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital media are normal. But this was not always true. For a long time, lay discourse, academic exhortations, pop culture narratives, and advocacy groups constructed new Information and communications technologies (ICTs) as exceptional. Whether they were believed to be revolutionary, dangerous, rife with opportunity, or other-worldly, these tools and technologies were framed as extraordinary. But digital media are now mundane, thoroughly embedded - and often unquestioned - in everyday life. Digital ICTs are enmeshed in health and wellness, work and organizations, elections, capital flows, intimate relationships, social movements, and even our own identities. And although the study of these technologies has always been interdisciplinary - at the crossroads of computer science, cultural studies, science and technology studies, and communications - never has a sociological perspective been more valuable. Sociology has always excelled at helping us re-see the normal. The Oxford Handbook of Digital Media Sociology is a perfect point of entry for those curious about the state of sociological research on digital media. Each chapter reviews the sociological research that has been done thus far and points towards unanswered questions. The 34 chapters in the Handbook are arranged in six sections which look at digital media as they relate to: theory, social institutions, everyday life, community and identity, social inequalities, and politics & power. More than ever, the contributors to this volume help make it a centralizing resource, pulling together the various strands of sociological research focused on digital media. In addition to providing a distinctly sociological center for those scholars looking to find their way in the subfield, the volume offers top sociological research that provides an overview of digital media to explain our quickly changing world to a broader public. Readers will find it accessible enough for use in class, and thorough enough for seasoned professionals interested in a concise update in their areas of interest.

Patently Mathematical

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Publisher : Johns Hopkins University Press
ISBN 13 : 1421427052
Total Pages : 296 pages
Book Rating : 4.4/5 (214 download)

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Book Synopsis Patently Mathematical by : Jeff Suzuki

Download or read book Patently Mathematical written by Jeff Suzuki and published by Johns Hopkins University Press. This book was released on 2018-12-14 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Uncovers the surprising ways math shapes our lives—from whom we date to what we learn. How do dating sites match compatible partners? What do cell phones and sea coasts have in common? And why do computer scientists keep ant colonies? Jeff Suzuki answers these questions and more in Patently Mathematical, which explores the mathematics behind some of the key inventions that have changed our world. In recent years, patents based on mathematics have been issued by the thousands—from search engines and image recognition technology to educational software and LEGO designs. Suzuki delves into the details of cutting-edge devices, programs, and products to show how even the simplest mathematical principles can be turned into patentable ideas worth billions of dollars. Readers will discover • whether secure credit cards are really secure • how improved data compression made streaming video services like Netflix a hit • the mathematics behind self-correcting golf balls • why Google is such an effective and popular search engine • how eHarmony and Match.com find the perfect partner for those seeking a mate • and much more! A gifted writer who combines quirky historical anecdotes with relatable, everyday examples, Suzuki makes math interesting for everyone who likes to ponder the world of numerical relationships. Praise for Jeff Suzuki's Constitutional Calculus "Presents an entertaining and insightful approach to the mathematics that underlies the American system of government. The book is neatly organized, breaking down the United States Constitution by article, section, and amendment. Within each piece, Suzuki reviews the mathematical principles that went into the underlying framework."—Mathematical Reviews "A breath of fresh air. . . . A reaffirmation that mathematics should be used more often to make general public policy."—MAA Reviews

Dating App Burnout

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Publisher : eBookIt.com
ISBN 13 : 1456651978
Total Pages : 105 pages
Book Rating : 4.4/5 (566 download)

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Book Synopsis Dating App Burnout by : Well-Being Publishing

Download or read book Dating App Burnout written by Well-Being Publishing and published by eBookIt.com. This book was released on 2024-06-05 with total page 105 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rediscovering Love in the Age of Apps Are you tired of endless swiping and superficial connections? Dating App Burnout: Finding Love Beyond the Screen offers a refreshing perspective on reclaiming authentic love in a digital world where romance often feels fleeting. In this insightful guide, you'll journey through a comprehensive exploration of the digital love landscape, where author Jane Doe delves into the evolution and cultural impact of online dating. You'll begin by understanding the underlying reasons behind dating app fatigue, learning how choice overload can affect your mental well-being and your search for a true connection. Empower yourself with practical strategies to navigate the sea of profiles and maintain a positive digital attitude without losing sight of your goals. Learn the subtle art of meaningful conversation in a world where texting has become the norm. This book transcends superficial interactions, guiding you from online messages to memorable first dates. Prioritize your mental health with evidence-based tips on recognizing burnout symptoms and setting healthy boundaries with technology. Discover the critical balance between your online and offline life, ensuring you never lose sight of who you truly are. When it's time to take a break, this book provides reassuring advice on embracing the offline dating scene. Filled with mindfulness techniques, this book teaches you to swipe consciously and date with intention, reinforcing authentic connections over algorithmic perfection. Whether it's reinventing your first date with creative ideas or building a resilient mindset to overcome rejection, this book is your roadmap to a more fulfilling romantic journey. As you read through the final chapters, gain insight into the future of online dating and hopeful developments for healthier digital interactions. Dating App Burnout: Finding Love Beyond the Screen is your key to rekindling the flame of true romance in a hyper-connected world.

PRICAI 2002: Trends in Artificial Intelligence

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Publisher : Springer Science & Business Media
ISBN 13 : 3540440380
Total Pages : 643 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis PRICAI 2002: Trends in Artificial Intelligence by : Mitsuru Ishizuka

Download or read book PRICAI 2002: Trends in Artificial Intelligence written by Mitsuru Ishizuka and published by Springer Science & Business Media. This book was released on 2002-08-07 with total page 643 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2002, held in Tokyo, Japan in August 2002. The 57 revised full papers presented together with 5 invited contributions and 26 posters were carefully reviewed and selected from 161 submissions. The papers are organized in topical sections on logic and AI foundations, representation and reasoning of actions, constraint satisfaction, foundations of agents, foundations of learning, reinforcement learning, knowledge acquisition and management, data mining and knowledge discovery, neural network learning, learning for robots, multi-agent applications, document analysis, Web intelligence, bioinformatics, intelligent learning environments, face recognition, and multimedia and emotion.

The Art and Science of Attraction

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Author :
Publisher : GPTApplied Press
ISBN 13 :
Total Pages : 351 pages
Book Rating : 4./5 ( download)

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Book Synopsis The Art and Science of Attraction by : GPTApplied Humanities Writing Group

Download or read book The Art and Science of Attraction written by GPTApplied Humanities Writing Group and published by GPTApplied Press. This book was released on 2024-07-10 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unravel the mysteries of human attraction in this groundbreaking exploration by the GPTApplied Humanities Writing Group. "The Art and Science of Attraction" offers a comprehensive, multidisciplinary approach to understanding one of humanity's most fascinating phenomena. Key features of this insightful guide: * Delve into the evolutionary origins of attraction and its role in human development * Explore the latest neuroscientific research on love, desire, and bonding * Examine cultural variations in attraction across different societies and historical periods * Investigate the psychology behind romantic and platonic attractions * Understand the impact of technology on modern dating and relationships * Analyze the ethical considerations in attraction research and its applications From the biological underpinnings of attraction to its cultural expressions, this book leaves no stone unturned. Readers will gain insights into: * The role of pheromones and body language in non-verbal attraction * How personality traits influence long-term compatibility * The neurobiology of love and its effects on decision-making * Strategies for maintaining attraction in long-term relationships * The dark side of attraction, including obsession and manipulation * Future perspectives on attraction research, including its implications for space exploration Whether you're a student of human behavior, a relationship professional, or simply curious about the forces that draw people together, "The Art and Science of Attraction" provides a fascinating journey through the complexities of human connection. This meticulously researched work combines academic rigor with accessible prose, making it an invaluable resource for both scholars and general readers. By bridging the gap between scientific inquiry and everyday experience, the book offers practical insights that can be applied to personal relationships and professional endeavors alike. Embark on a voyage of discovery that will transform your understanding of attraction and its profound impact on human life. "The Art and Science of Attraction" is not just a book—it's a key to unlocking the secrets of the heart and mind.

ICT Analysis and Applications

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Publisher : Springer Nature
ISBN 13 : 9811506302
Total Pages : 570 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis ICT Analysis and Applications by : Simon Fong

Download or read book ICT Analysis and Applications written by Simon Fong and published by Springer Nature. This book was released on 2020-02-03 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book proposes new technologies and discusses future solutions for ICT design infrastructures, as reflected in high-quality papers presented at the 4th International Conference on ICT for Sustainable Development (ICT4SD 2019), held in Goa, India, on 5–6 July 2019. The conference provided a valuable forum for cutting-edge research discussions among pioneering researchers, scientists, industrial engineers, and students from all around the world. Bringing together experts from different countries, the book explores a range of central issues from an international perspective.

Algorithmic Intimacy

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Publisher : John Wiley & Sons
ISBN 13 : 150954982X
Total Pages : 150 pages
Book Rating : 4.5/5 (95 download)

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Book Synopsis Algorithmic Intimacy by : Anthony Elliott

Download or read book Algorithmic Intimacy written by Anthony Elliott and published by John Wiley & Sons. This book was released on 2022-10-11 with total page 150 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence not only powers our cars, hospitals and courtrooms: predictive algorithms are becoming deeply lodged inside us too. Machine intelligence is learning our private preferences and discreetly shaping our personal behaviour, telling us how to live, who to befriend and who to date. In Algorithmic Intimacy, Anthony Elliott examines the power of predictive algorithms in reshaping personal relationships today. From Facebook friends and therapy chatbots to dating apps and quantified sex lives, Elliott explores how machine intelligence is working within us, amplifying our desires and steering our personal preferences. He argues that intimate relationships today are threatened not by the digital revolution as such, but by the orientation of various life strategies unthinkingly aligned with automated machine intelligence. Our reliance on algorithmic recommendations, he suggests, reflects a growing emergency in personal agency and human bonds. We need alternatives, innovation and experimentation for the interpersonal, intimate effort of ongoing translation back and forth between the discourses of human and machine intelligence. Accessible and compelling, this book sheds fresh light on the impact of artificial intelligence on the most intimate aspects of our lives. It will appeal to students in the social sciences and humanities and to a wide range of general readers.

Design, User Experience, and Usability: Health, Learning, Playing, Cultural, and Cross-Cultural User Experience

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Publisher : Springer
ISBN 13 : 3642392415
Total Pages : 637 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Design, User Experience, and Usability: Health, Learning, Playing, Cultural, and Cross-Cultural User Experience by : Aaron Marcus

Download or read book Design, User Experience, and Usability: Health, Learning, Playing, Cultural, and Cross-Cultural User Experience written by Aaron Marcus and published by Springer. This book was released on 2013-07-03 with total page 637 pages. Available in PDF, EPUB and Kindle. Book excerpt: The four-volume set LNCS 8012, 8013, 8014 and 8015 constitutes the proceedings of the Second International Conference on Design, User Experience, and Usability, DUXU 2013, held as part of the 15th International Conference on Human-Computer Interaction, HCII 2013, held in Las Vegas, USA in July 2013, jointly with 12 other thematically similar conferences. The total of 1666 papers and 303 posters presented at the HCII 2013 conferences was carefully reviewed and selected from 5210 submissions. These papers address the latest research and development efforts and highlight the human aspects of design and use of computing systems. The papers accepted for presentation thoroughly cover the entire field of Human-Computer Interaction, addressing major advances in knowledge and effective use of computers in a variety of application areas. The total of 282 contributions included in the DUXU proceedings were carefully reviewed and selected for inclusion in this four-volume set. The 67 papers included in this volume are organized in the following topical sections: cross-cultural and intercultural user experience; designing for the learning and culture experience; designing for the health and quality of life experience; and games and gamification.