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Spatial Experience in Humans and Machines

Spatial Experience in Humans and Machines
Author: C̦ağrı Hakan Zaman
Publisher:
Total Pages: 224
Release: 2020
Genre:
ISBN:

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Spatial experience is the process by which we locate ourselves within our environment, and understand and interact with it. Understanding spatial experience has been a major endeavor within the social sciences, the arts, and architecture throughout history, giving rise to recent theories of embodied and enacted cognition. Understanding spatial experience has also been a pursuit of computer science. However, despite substantial advances in artificial intelligence and computer vision, there has yet to be a computational model of human spatial experience. What are the computations involved in human spatial experience? Can we develop machines that can describe and represent spatial experience? In this dissertation, I take a step towards developing a computational account of human spatial experience and outline the steps for developing machine spatial experience. Building on the core idea that we humans construct stories to understand the environment and communicate with each other, I argue that spatial experience is a type of story we tell ourselves, driven by what we perceive and how we act within the environment. Through two initial case studies, I investigate the relationships between stories and spatial experience and introduce the anchoring framework --a computational model of constructing stories using emergent spatial, temporal, and visual relationships in perception. I evaluate this framework by performing a visual exploration study and analyzing how people verbally describe environments. Finally, I implement the anchoring framework for creating spatial experiences by machines. I introduce three examples, which demonstrate that machines can solve visuo-spatial problems by constructing stories from visual perception using the anchoring framework. This dissertation contributes to the fields of design, media studies, and artificial intelligence by advancing our understanding of human spatial experience from a story perspective; providing a set of tools and methods for creating and analyzing spatial experiences; and introducing systems that can understand the physical environment and solve spatial problems by constructing stories.


Human Spatial Cognition and Experience

Human Spatial Cognition and Experience
Author: Toru Ishikawa
Publisher: Routledge
Total Pages: 293
Release: 2020-06-15
Genre: Psychology
ISBN: 1351251287

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This book offers students an introduction to human spatial cognition and experience and is designed for graduate and advanced undergraduate students who are interested in the study of maps in the head and the psychology of space. We live in space and space surrounds us. We interact with space all the time, consciously or unconsciously, and make decisions and actions based on our perceptions of that space. Have you ever wondered how some people navigate perfectly using maps in their heads while other people get lost even with a physical map? What do you mean when you say you have a poor "sense of direction"? How do we know where we are? How do we use and represent information about space? This book clarifies that our knowledge and feelings emerge as a consequence of our interactions with the surrounding space, and show that the knowledge and feelings direct, guide, or limit our spatial behavior and experience. Space matters, or more specifically space we perceive matters. Research into spatial cognition and experience, asking fundamental questions about how and why space and spatiality matters to humans, has thus attracted attention. It is no coincidence that the 2014 Nobel Prize in Physiology or Medicine was awarded for research into a positioning system in the brain or "inner GPS" and that spatial information and technology are recognized as an important social infrastructure in recent years. This is the first book aimed at graduate and advanced undergraduate students pursuing this fascinating area of research. The content introduces the reader to the field of spatial cognition and experience with a series of chapters covering theoretical, empirical, and practical issues, including cognitive maps, spatial orientation, spatial ability and thinking, geospatial information, navigation assistance, and environmental aesthetics.


Human-Machine Shared Contexts

Human-Machine Shared Contexts
Author: William Lawless
Publisher: Academic Press
Total Pages: 448
Release: 2020-06-10
Genre: Computers
ISBN: 0128223790

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Human-Machine Shared Contexts considers the foundations, metrics, and applications of human-machine systems. Editors and authors debate whether machines, humans, and systems should speak only to each other, only to humans, or to both and how. The book establishes the meaning and operation of “shared contexts between humans and machines; it also explores how human-machine systems affect targeted audiences (researchers, machines, robots, users) and society, as well as future ecosystems composed of humans and machines. This book explores how user interventions may improve the context for autonomous machines operating in unfamiliar environments or when experiencing unanticipated events; how autonomous machines can be taught to explain contexts by reasoning, inferences, or causality, and decisions to humans relying on intuition; and for mutual context, how these machines may interdependently affect human awareness, teams and society, and how these "machines" may be affected in turn. In short, can context be mutually constructed and shared between machines and humans? The editors are interested in whether shared context follows when machines begin to think, or, like humans, develop subjective states that allow them to monitor and report on their interpretations of reality, forcing scientists to rethink the general model of human social behavior. If dependence on machine learning continues or grows, the public will also be interested in what happens to context shared by users, teams of humans and machines, or society when these machines malfunction. As scientists and engineers "think through this change in human terms," the ultimate goal is for AI to advance the performance of autonomous machines and teams of humans and machines for the betterment of society wherever these machines interact with humans or other machines. This book will be essential reading for professional, industrial, and military computer scientists and engineers; machine learning (ML) and artificial intelligence (AI) scientists and engineers, especially those engaged in research on autonomy, computational context, and human-machine shared contexts; advanced robotics scientists and engineers; scientists working with or interested in data issues for autonomous systems such as with the use of scarce data for training and operations with and without user interventions; social psychologists, scientists and physical research scientists pursuing models of shared context; modelers of the internet of things (IOT); systems of systems scientists and engineers and economists; scientists and engineers working with agent-based models (ABMs); policy specialists concerned with the impact of AI and ML on society and civilization; network scientists and engineers; applied mathematicians (e.g., holon theory, information theory); computational linguists; and blockchain scientists and engineers. Discusses the foundations, metrics, and applications of human-machine systems Considers advances and challenges in the performance of autonomous machines and teams of humans Debates theoretical human-machine ecosystem models and what happens when machines malfunction


Spatial Cognition

Spatial Cognition
Author: Christian Freksa
Publisher: Springer
Total Pages: 486
Release: 2003-05-20
Genre: Computers
ISBN: 3540693424

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Research on spatial cognition is a rapidly evolving interdisciplinary enterprise for the study of spatial representations and cognitive spatial processes, be they real or abstract, human or machine. Spatial cognition brings together a variety of - search methodologies: empirical investigations on human and animal orientation and navigation; studies of communicating spatial knowledge using language and graphical or other pictorial means; the development of formal models for r- resenting and processing spatial knowledge; and computer implementations to solve spatial problems, to simulate human or animal orientation and navigation behavior, or to reproduce spatial communication patterns. These approaches can interact in interesting and useful ways: Results from empirical studies call for formal explanations both of the underlying memory structures and of the processes operating upon them; we can develop and - plement operational computer models obeying the relationships between objects and events described by the formal models; we can empirically test the computer models under a variety of conditions, and we can compare the results to the - sults from the human or animal experiments. A disagreement between these results can provide useful indications towards the re nement of the models.


Humans, Animals, Machines

Humans, Animals, Machines
Author: Glen A. Mazis
Publisher: State University of New York Press
Total Pages: 289
Release: 2008-09-04
Genre: Philosophy
ISBN: 0791477762

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Examines the overlap and blurring of boundaries among humans, animals, and machines.


Patterns of Moments

Patterns of Moments
Author: Ngai Hang Charles Wu
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN:

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Architecture shapes our perception of space through scale, material, shape, and structure. The design of these elements convinces us of certain behaviors within and around the space, and it plays a significant role in our everyday lives. Experience oriented spatial design provides support for sustainable development, and improves people's material and physical satisfaction, well-being, and overall quality of life. It is contemptuous to think of architecture as a mere visual subject, but rather a medium where purposeful design of stimulus can be set up to lead to specific social behaviors in humans. This thesis investigates the relationship between the built environment and human behavior through a data-driven method using on-location videos and machine learning. It is intended to provide a crucial means to understand the future opportunities that lie within responsive architecture and human-centered design. Human-centered design is conventionally a top-down approach that is highly dependent on architects' subjective pedagogy and experience of a specific space and their dwellers' and passengers' immediate needs. For example, Christopher Alexander published a collection of design patterns that promotes everyday users to become consciously aware of their living patterns around specific architectural setups. However, his prescriptive proposal outlines only his empirical insight, without further exploration into the dimension of culture, community, and time. The ability to understand human activities more thoroughly in space is lacking. The research method is to observe and quantify human events and the types of spaces accommodating them and compare the behavioral difference within various spatial settings through short video clips. Initially, field data is collected by observing and recording human behaviors in public. Data-driven Computer Vision techniques are adopted, such as event recognition, scene attribute extraction, and dynamic analysis. Low-level features of human actions such as typing, drinking, stirring, and chewing are recognized, as well as the features of the surrounding space such as greenery, traffic, and enclosure. These low-level understandings discover behavioral patterns in different spaces with various features, providing insights into high-level human-centered spatial design. After tests and analysis of a case conducted on street café designs, certain correlations between the properties of built environments and user behaviors were discovered. This case study demonstrated the adequacy of the proposed methodology to understand human behavior in space with the help of data-driven machine learning models. It can potentially be used to build a computational human-centered design system that designs by experience. For instance, such a system can help refitting a residential space to better-fit home office for work during pandemic situations.


The Infinite Retina

The Infinite Retina
Author: Irena Cronin
Publisher: Packt Publishing Ltd
Total Pages: 403
Release: 2020-05-08
Genre: Computers
ISBN: 1838823832

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A compelling and insightful look at the future of Spatial Computing, and how this cutting-edge technology is changing the way we do business across seven primary industries, and what it means for humanity as a whole. Key Features Discover how Spatial Computing is changing the face of technology Get a roadmap for the disruptions caused by Spatial Computing and how it will affect seven major industries Gain insights about the past, present, and future of technology from the world’s leading experts and innovators Book DescriptionWhat is Spatial Computing and why is everyone from Tesla, Apple, and Facebook investing heavily in it? In The Infinite Retina, authors Irena Cronin and Robert Scoble attempt to answer that question by helping you understand where Spatial Computing?an augmented reality where humans and machines can interact in a physical space?came from, where it's going, and why it's so fundamentally different from the computers or mobile phones that came before. They present seven visions of the future and the industry verticals in which Spatial Computing has the most influence?Transportation; Technology, Media, and Telecommunications; Manufacturing; Retail; Healthcare; Finance; and Education. The book also shares insights about the past, present, and future from leading experts an other industry veterans and innovators, including Sebastian Thrun, Ken Bretschneider, and Hugo Swart. They dive into what they think will happen in Spatial Computing in the near and medium term, and also explore what it could mean for humanity in the long term. The Infinite Retina then leaves it up to you to decide whether Spatial Computing is truly where the future of technology is heading or whether it's just an exciting, but passing, phase.What you will learn Look back at historical paradigms that changed the face of technology Consider how Spatial Computing could be the new technology that changes our lives See how Virtual and Augmented Reality will change the way we do healthcare Learn how Spatial Computing technology will lead to fully automated transportation Think about how Spatial Computing will change the manufacturing industry Explore how finance and retail are going to be impacted through Spatial Computing devices Hear accounts from industry experts on what they expect Spatial Computing to bring to their sectors Who this book is for The Infinite Retina is for anyone interested in the future of technology and how Augmented Reality and Spatial Computing (among other developments) will affect both businesses and the individual.


Robots in Space

Robots in Space
Author: Roger D. Launius
Publisher: Johns Hopkins University Press
Total Pages: 0
Release: 2012-09-01
Genre: Science
ISBN: 9781421407630

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2008 Outstanding Academic Title, Choice Magazine Given the near incomprehensible enormity of the universe, it appears almost inevitable that humankind will one day find a planet that appears to be much like the Earth. This discovery will no doubt reignite the lure of interplanetary travel. Will we be up to the task? And, given our limited resources, biological constraints, and the general hostility of space, what shape should we expect such expeditions to take? In Robots in Space, Roger Launius and Howard McCurdy tackle these seemingly fanciful questions with rigorous scholarship and disciplined imagination, jumping comfortably among the worlds of rocketry, engineering, public policy, and science fantasy to expound upon the possibilities and improbabilities involved in trekking across the Milky Way and beyond. They survey the literature—fictional as well as academic studies; outline the progress of space programs in the United States and other nations; and assess the current state of affairs to offer a conclusion startling only to those who haven't spent time with Asimov, Heinlein, and Clarke: to traverse the cosmos, humans must embrace and entwine themselves with advanced robotic technologies. Their discussion is as entertaining as it is edifying and their assertions are as sound as they are fantastical. Rather than asking us to suspend disbelief, Robots in Space demands that we accept facts as they evolve.


Human + Machine

Human + Machine
Author: Paul R. Daugherty
Publisher: Harvard Business Press
Total Pages: 264
Release: 2018-03-20
Genre: Computers
ISBN: 1633693872

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AI is radically transforming business. Are you ready? Look around you. Artificial intelligence is no longer just a futuristic notion. It's here right now--in software that senses what we need, supply chains that "think" in real time, and robots that respond to changes in their environment. Twenty-first-century pioneer companies are already using AI to innovate and grow fast. The bottom line is this: Businesses that understand how to harness AI can surge ahead. Those that neglect it will fall behind. Which side are you on? In Human + Machine, Accenture leaders Paul R. Daugherty and H. James (Jim) Wilson show that the essence of the AI paradigm shift is the transformation of all business processes within an organization--whether related to breakthrough innovation, everyday customer service, or personal productivity habits. As humans and smart machines collaborate ever more closely, work processes become more fluid and adaptive, enabling companies to change them on the fly--or to completely reimagine them. AI is changing all the rules of how companies operate. Based on the authors' experience and research with 1,500 organizations, the book reveals how companies are using the new rules of AI to leap ahead on innovation and profitability, as well as what you can do to achieve similar results. It describes six entirely new types of hybrid human + machine roles that every company must develop, and it includes a "leader’s guide" with the five crucial principles required to become an AI-fueled business. Human + Machine provides the missing and much-needed management playbook for success in our new age of AI. BOOK PROCEEDS FOR THE AI GENERATION The authors' goal in publishing Human + Machine is to help executives, workers, students and others navigate the changes that AI is making to business and the economy. They believe AI will bring innovations that truly improve the way the world works and lives. However, AI will cause disruption, and many people will need education, training and support to prepare for the newly created jobs. To support this need, the authors are donating the royalties received from the sale of this book to fund education and retraining programs focused on developing fusion skills for the age of artificial intelligence.


Cyber-Physical-Social Intelligence

Cyber-Physical-Social Intelligence
Author: Hai Zhuge
Publisher: Springer Nature
Total Pages: 351
Release: 2020-11-12
Genre: Computers
ISBN: 9811373116

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This book explores next-generation artificial intelligence based on the symbiosis between humans, machines and nature, including the rules and emerging patterns of recognition, and the integration and optimization of various flows through cyberspace, physical space and social space. It unveils a reciprocal human-machine-nature symbiotic mechanism together with relevant rules on structuring and evolving reality, and also proposes a multi-dimensional space for modelling reality and managing the methodologies for exploring reality. As such it lays the foundation for the emerging research area cyber-physical-social intelligence. Inspiring researchers and university students to explore the development of intelligence and scientific methodology, it is intended for researchers and broad readers with a basic understanding of computer science and the natural sciences. Next-generation artificial intelligence will extend machine intelligence and human intelligence to cyber-physical-social intelligence rendered by various interactions in cyberspace, physical space and social space. With the transformational development of science and society, a multi-dimensional reality is emerging and evolving, leading to the generation and development of various spaces obeying different principles. A fundamental scientific challenge is uncovering the essential mechanisms and principles that structure and evolve the reality emerging and evolving along various dimensions. Meeting this challenge requires identifying the basic relations between humans, machines and nature in order to reveal the cyber-physical-social principles.