Human-Centered Data Science

Human-Centered Data Science PDF Author: Cecilia Aragon
Publisher: MIT Press
ISBN: 0262367599
Category : Computers
Languages : en
Pages : 201

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Book Description
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 presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.

Human-Centered Data Science

Human-Centered Data Science PDF Author: Cecilia Aragon
Publisher: MIT Press
ISBN: 0262367599
Category : Computers
Languages : en
Pages : 201

Get Book Here

Book Description
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 presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.

The Ambivalent Internet

The Ambivalent Internet PDF Author: Whitney Phillips
Publisher: John Wiley & Sons
ISBN: 1509501282
Category : Computers
Languages : en
Pages : 240

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Book Description
This book explores the weird and mean and in-between that characterize everyday expression online, from absurdist photoshops to antagonistic Twitter hashtags to deceptive identity play. Whitney Phillips and Ryan M. Milner focus especially on the ambivalence of this expression: the fact that it is too unwieldy, too variable across cases, to be essentialized as old or new, vernacular or institutional, generative or destructive. Online expression is, instead, all of the above. This ambivalence, the authors argue, hinges on available digital tools. That said, there is nothing unexpected or surprising about even the strangest online behavior. Ours is a brave new world, and there is nothing new under the sun – a point necessary to understanding not just that online spaces are rife with oddity, mischief, and antagonism, but why these behaviors matter. The Ambivalent Internet is essential reading for students and scholars of digital media and related fields across the humanities, as well as anyone interested in mediated culture and expression.

Interaction Design and Children

Interaction Design and Children PDF Author: Juan Pablo Hourcade
Publisher: Now Publishers Inc
ISBN: 1601981287
Category : Communication and technology
Languages : en
Pages : 129

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Book Description
Interaction Design and Children surveys the research on children's cognitive and motor development, safety issues related to technologies and design methodologies and principles. It also provides an overview of current research trends in the field of interaction design and children and identifies challenges for future research.

Design, When Everybody Designs

Design, When Everybody Designs PDF Author: Ezio Manzini
Publisher: MIT Press
ISBN: 0262028603
Category : Design
Languages : en
Pages : 257

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Book Description
The role of design, both expert and nonexpert, in the ongoing wave of social innovation toward sustainability. In a changing world everyone designs: each individual person and each collective subject, from enterprises to institutions, from communities to cities and regions, must define and enhance a life project. Sometimes these projects generate unprecedented solutions; sometimes they converge on common goals and realize larger transformations. As Ezio Manzini describes in this book, we are witnessing a wave of social innovations as these changes unfold—an expansive open co-design process in which new solutions are suggested and new meanings are created. Manzini distinguishes between diffuse design (performed by everybody) and expert design (performed by those who have been trained as designers) and describes how they interact. He maps what design experts can do to trigger and support meaningful social changes, focusing on emerging forms of collaboration. These range from community-supported agriculture in China to digital platforms for medical care in Canada; from interactive storytelling in India to collaborative housing in Milan. These cases illustrate how expert designers can support these collaborations—making their existence more probable, their practice easier, their diffusion and their convergence in larger projects more effective. Manzini draws the first comprehensive picture of design for social innovation: the most dynamic field of action for both expert and nonexpert designers in the coming decades.

The Digital University - Building a Learning Community

The Digital University - Building a Learning Community PDF Author: Reza Hazemi
Publisher: Springer Science & Business Media
ISBN: 9781852334789
Category : Computers
Languages : en
Pages : 276

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Book Description
This is the thoroughly revised second edition of one of the first books to provide an overview of how key aspects of university life - such as teaching, academic research, administration, management and course design - are being affected by digital and web-enabled technologies. More than three-quarters of the material has been revised and updated. Still further, three new chapters now address the following aspects: the virtual classroom, vicarious learning, and educational metadata. The main body of the text focuses on asynchronous collaboration by examining the following four key topics: principles, experiences, evaluation, and benefits. A timely and up-most important guide to all aspects of modern university education in the digital age.

Conversational UX Design

Conversational UX Design PDF Author: Robert J. Moore
Publisher: Morgan & Claypool
ISBN: 1450363040
Category : Computers
Languages : en
Pages : 318

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Book Description
With recent advances in natural language understanding techniques and far-field microphone arrays, natural language interfaces, such as voice assistants and chatbots, are emerging as a popular new way to interact with computers. They have made their way out of the industry research labs and into the pockets, desktops, cars and living rooms of the general public. But although such interfaces recognize bits of natural language, and even voice input, they generally lack conversational competence, or the ability to engage in natural conversation. Today’s platforms provide sophisticated tools for analyzing language and retrieving knowledge, but they fail to provide adequate support for modeling interaction. The user experience (UX) designer or software developer must figure out how a human conversation is organized, usually relying on commonsense rather than on formal knowledge. Fortunately, practitioners can rely on conversation science. This book adapts formal knowledge from the field of Conversation Analysis (CA) to the design of natural language interfaces. It outlines the Natural Conversation Framework (NCF), developed at IBM Research, a systematic framework for designing interfaces that work like natural conversation. The NCF consists of four main components: 1) an interaction model of “expandable sequences,” 2) a corresponding content format, 3) a pattern language with 100 generic UX patterns and 4) a navigation method of six basic user actions. The authors introduce UX designers to a new way of thinking about user experience design in the context of conversational interfaces, including a new vocabulary, new principles and new interaction patterns. User experience designers and graduate students in the HCI field as well as developers and conversation analysis students should find this book of interest.

Computer Organization and Design RISC-V Edition

Computer Organization and Design RISC-V Edition PDF Author: David A. Patterson
Publisher: Morgan Kaufmann
ISBN: 0128122765
Category : Computers
Languages : en
Pages : 700

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Book Description
The new RISC-V Edition of Computer Organization and Design features the RISC-V open source instruction set architecture, the first open source architecture designed to be used in modern computing environments such as cloud computing, mobile devices, and other embedded systems. With the post-PC era now upon us, Computer Organization and Design moves forward to explore this generational change with examples, exercises, and material highlighting the emergence of mobile computing and the Cloud. Updated content featuring tablet computers, Cloud infrastructure, and the x86 (cloud computing) and ARM (mobile computing devices) architectures is included. An online companion Web site provides advanced content for further study, appendices, glossary, references, and recommended reading. - Features RISC-V, the first such architecture designed to be used in modern computing environments, such as cloud computing, mobile devices, and other embedded systems - Includes relevant examples, exercises, and material highlighting the emergence of mobile computing and the cloud

Proceedings of the 19th ACM Conference on Computer Supported Cooperative Work and Social Computing Companion

Proceedings of the 19th ACM Conference on Computer Supported Cooperative Work and Social Computing Companion PDF Author: Darren Gergle
Publisher:
ISBN: 9781450339506
Category : Computer science
Languages : en
Pages :

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Book Description
CSCW '16: Computer Supported Cooperative Work and Social Computing Feb 27, 2016-Mar 02, 2016 San Francisco, USA. You can view more information about this proceeding and all of ACM�s other published conference proceedings from the ACM Digital Library: http://www.acm.org/dl.

Critical Fabulations

Critical Fabulations PDF Author: Daniela K Rosner
Publisher: MIT Press
ISBN: 0262542684
Category : Design
Languages : en
Pages : 213

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Book Description
A proposal to redefine design in a way that not only challenges the field's dominant paradigms but also changes the practice of design itself. In Critical Fabulations, Daniela Rosner proposes redefining design as investigative and activist, personal and culturally situated, responsive and responsible. Challenging the field's dominant paradigms and reinterpreting its history, Rosner wants to change the way we historicize the practice, reworking it from the inside. Focusing on the development of computational systems, she takes on powerful narratives of innovation and technology shaped by the professional expertise that has become integral to the field's mounting status within the new industrial economy. To do so, she intervenes in legacies of design, expanding what is considered "design" to include long-silenced narratives of practice, and enhancing existing design methodologies based on these rediscovered inheritances. Drawing on discourses of feminist technoscience, she examines craftwork's contributions to computing innovation--how craftwork becomes hardware manufacturing, and how hardware manufacturing becomes craftwork.

Modular Programming Languages

Modular Programming Languages PDF Author: Jürg Gutknecht
Publisher: Springer
ISBN: 3540445196
Category : Computers
Languages : en
Pages : 310

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Book Description
Thecircleisclosed.The European Modula-2 Conference was originally launched with the goal of increasing the popularity of Modula-2, a programming language created by Niklaus Wirth and his team at ETH Zuric ̈ h as a successor of Pascal. For more than a decade, the conference has wandered through Europe, passing Bled,Slovenia,in1987,Loughborough,UK,in1990,Ulm,Germany,in1994,and Linz, Austria, in 1997. Now, at the beginning of the new millennium, it is back at its roots in Zuric ̈ h, Switzerland. While traveling through space and time, the conference has mutated. It has widened its scope and changed its name to Joint Modular Languages Conference (JMLC). With an invariant focus, though, on modularsoftwareconstructioninteaching,research,and“outthere”inindustry. This topic has never been more important than today, ironically not because of insu?cient language support but, quite on the contrary, due to a truly c- fusing variety of modular concepts o?ered by modern languages: modules, pa- ages, classes, and components, the newest and still controversial trend. “The recent notion of component is still very vaguely de?ned, so vaguely, in fact, that it almost seems advisable to ignore it.” (Wirth in his article “Records, Modules, Objects, Classes, Components” in honor of Hoare’s retirement in 1999). Clar- cation is needed.