Transparency and Interpretability for Learned Representations of Artificial Neural Networks

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Publisher : Springer Nature
ISBN 13 : 3658400048
Total Pages : 230 pages
Book Rating : 4.6/5 (584 download)

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Book Synopsis Transparency and Interpretability for Learned Representations of Artificial Neural Networks by : Richard Meyes

Download or read book Transparency and Interpretability for Learned Representations of Artificial Neural Networks written by Richard Meyes and published by Springer Nature. This book was released on 2022-11-26 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) is a concept, whose meaning and perception has changed considerably over the last decades. Starting off with individual and purely theoretical research efforts in the 1950s, AI has grown into a fully developed research field of modern times and may arguably emerge as one of the most important technological advancements of mankind. Despite these rapid technological advancements, some key questions revolving around the matter of transparency, interpretability and explainability of an AI’s decision-making remain unanswered. Thus, a young research field coined with the general term Explainable AI (XAI) has emerged from increasingly strict requirements for AI to be used in safety critical or ethically sensitive domains. An important research branch of XAI is to develop methods that help to facilitate a deeper understanding for the learned knowledge of artificial neural systems. In this book, a series of scientific studies are presented that shed light on how to adopt an empirical neuroscience inspired approach to investigate a neural network’s learned representation in the same spirit as neuroscientific studies of the brain.

Modularity in Motor Control: From Muscle Synergies to Cognitive Action Representation

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Publisher : Frontiers Media SA
ISBN 13 : 2889198057
Total Pages : 794 pages
Book Rating : 4.8/5 (891 download)

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Book Synopsis Modularity in Motor Control: From Muscle Synergies to Cognitive Action Representation by : Andrea d'Avella

Download or read book Modularity in Motor Control: From Muscle Synergies to Cognitive Action Representation written by Andrea d'Avella and published by Frontiers Media SA. This book was released on 2016-04-21 with total page 794 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mastering a rich repertoire of motor behaviors, as humans and other animals do, is a surprising and still poorly understood outcome of evolution, development, and learning. Many degrees-of-freedom, non-linear dynamics, and sensory delays provide formidable challenges for controlling even simple actions. Modularity as a functional element, both structural and computational, of a control architecture might be the key organizational principle that the central nervous system employs for achieving versatility and adaptability in motor control. Recent investigations of muscle synergies, motor primitives, compositionality, basic action concepts, and related work in machine learning have contributed to advance, at different levels, our understanding of the modular architecture underlying rich motor behaviors. However, the existence and nature of the modules in the control architecture is far from settled. For instance, regularity and low-dimensionality in the motor output are often taken as an indication of modularity but could they simply be a byproduct of optimization and task constraints? Moreover, what are the relationships between modules at different levels, such as muscle synergies, kinematic invariants, and basic action concepts? One important reason for the new interest in understanding modularity in motor control from different viewpoints is the impressive development in cognitive robotics. In comparison to animals and humans, the motor skills of today’s best robots are limited and inflexible. However, robot technology is maturing to the point at which it can start approximating a reasonable spectrum of isolated perceptual, cognitive, and motor capabilities. These advances allow researchers to explore how these motor, sensory and cognitive functions might be integrated into meaningful architectures and to test their functional limits. Such systems provide a new test bed to explore different concepts of modularity and to address the interaction between motor and cognitive processes experimentally. Thus, the goal of this Research Topic is to review, compare, and debate theoretical and experimental investigations of the modular organization of the motor control system at different levels. By bringing together researchers seeking to understand the building blocks for coordinating many muscles, for planning endpoint and joint trajectories, and for representing motor and behavioral actions in memory we aim at promoting new interactions between often disconnected research areas and approaches and at providing a broad perspective on the idea of modularity in motor control. We welcome original research, methodological, theoretical, review, and perspective contributions from behavioral, system, and computational motor neuroscience research, cognitive psychology, and cognitive robotics.

Representation and Control of Infinite Dimensional Systems

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0817645810
Total Pages : 589 pages
Book Rating : 4.8/5 (176 download)

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Book Synopsis Representation and Control of Infinite Dimensional Systems by : Alain Bensoussan

Download or read book Representation and Control of Infinite Dimensional Systems written by Alain Bensoussan and published by Springer Science & Business Media. This book was released on 2007-04-05 with total page 589 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unified, revised second edition of a two-volume set is a self-contained account of quadratic cost optimal control for a large class of infinite-dimensional systems. The original editions received outstanding reviews, yet this new edition is more concise and self-contained. New material has been added to reflect the growth in the field over the past decade. There is a unique chapter on semigroup theory of linear operators that brings together advanced concepts and techniques which are usually treated independently. The material on delay systems and structural operators has not yet appeared anywhere in book form.

Writing Power

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Publisher : State University of New York Press
ISBN 13 : 0791486702
Total Pages : 186 pages
Book Rating : 4.7/5 (914 download)

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Book Synopsis Writing Power by : Dorothy A. Winsor

Download or read book Writing Power written by Dorothy A. Winsor and published by State University of New York Press. This book was released on 2012-02-01 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Winner of the 2004 Distinguished Publication on Business Communication presented by the Association of Business Communication Writing Power examines the way that texts, knowledge, and hierarchy generate and support one another within a for-profit corporation. By encouraging us to see texts and writing as powerful operators in the corporate world, this book presents a case study focused on how one engineering organization uses texts to create and maintain its knowledge and power structure. Based on over five years of observations, the book describes the co-generation of power/knowledge/text from several points of view, including that of managers, engineers, interns, and blue-collar workers. These groups of people use texts to build knowledge within their own areas and establish control over their work when it is passed along to the other groups. Employing Bourdieu's notion that people possess different kinds of "capital" that can be converted to one another under the right circumstances, the book demonstrates that text is one of the major ways that this conversion of capital takes place, and is thus one of the major ways that power and knowledge are generated and accumulated.

Agency

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Publisher : Psychology Press
ISBN 13 : 1134832095
Total Pages : 340 pages
Book Rating : 4.1/5 (348 download)

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Book Synopsis Agency by : James Russell

Download or read book Agency written by James Russell and published by Psychology Press. This book was released on 2013-05-24 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: The idea behind this book is that developing a conception of the physical world and a conception of mind is impossible without the exercise of agency, meaning "the power to alter at will one's perceptual inputs". The thesis is derived from a philosphical account of the role of agency in knowledge.; The book is divided into three parts. In Part One, the author argues that "purely representational" theories of mind and of mental development have been overvalued, thereby clearing the ground for the book's central thesis. In Part Two, he proposes that, because objective experience depends upon the experience of agency, the development of the "object concept" in human infants is grounded in the development of executive-attentional capacities. In Part Three, an analysis of the links between agency and self-awareness generates an original theory of the nature of certain stage-like transitions in mental functioning and of the relationship between executive and mentalizing defects in autism.; The book should be of interest to students and researchers in cognitive- developmental psychology, to philosophers of mind, and to anybody with an interest in cognitive science.

Attention, predictions and expectations, and their violation: attentional control in the human brain

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Author :
Publisher : Frontiers Media SA
ISBN 13 : 2889193675
Total Pages : 212 pages
Book Rating : 4.8/5 (891 download)

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Book Synopsis Attention, predictions and expectations, and their violation: attentional control in the human brain by : Simone Vossel

Download or read book Attention, predictions and expectations, and their violation: attentional control in the human brain written by Simone Vossel and published by Frontiers Media SA. This book was released on 2015-05-20 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the burdened scenes of everyday life, our brains must select from among many competing inputs for perceptual synthesis - so that only the most relevant receive full attention and irrelevant (distracting) information is suppressed. At the same time, we must remain responsive to salient events outside our current focus of attention - and balancing these two processing modes is a fundamental task our brain constantly needs to solve. Both the physical saliency of a stimulus, as well as top-down predictions about imminent sensations crucially influence attentional selection and consequently the response to unexpected events. Research over recent decades has identified two separate brain networks involved in predictive top-down control and reorientation to unattended events (or oddball stimuli): the dorsal and ventral fronto-parietal attention systems of the human brain. Moreover, specific electrophysiological brain responses are known to characterize attentional orienting as well as the processing of deviant stimuli. However, many key questions are outstanding. What are the exact functional differences between these cortical attention systems? How are they lateralised in the two hemispheres? How do top-down and bottom-up signals interact to enable flexible attentional control? How does structural damage to one system affect the functionality of the other in brain damaged patients? Are there sensory-specific and supra-modal attentional systems in the brain? In addition to these questions, it is now accepted that brain responses are not only affected by the saliency of external stimuli, but also by our expectations about sensory inputs. How these two influences are balanced, and how predictions are formed in cortical networks, or generated on the basis of experience-dependent learning, are intriguing issues. In this Research Topic, we aim to collect innovative contributions that shed further light on the (cortical) mechanisms of attentional control in the human brain. In particular, we would like to encourage submissions that investigate the behavioural correlates, functional anatomy or electrophysiological markers of attentional selection and reorientation. Special emphasis will be given to studies investigating the context-sensitivity of these attentional processes in relation to prior expectations, trial history, contextual cues or physical saliency. We would like to encourage submissions employing different research methods (psychophysical recordings, neuroimaging techniques such as fMRI, MEG, EEG or ECoG, as well as neurostimulation methods such as TMS or tDCS) in healthy volunteers or neurological patients. Computational models and animal studies are also welcome. Finally, we also welcome submission of meta-analyses and reviews articles that provide new insights into, or conclusions about recent work in the field.

The Bricks Before Brown

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Publisher : University of Georgia Press
ISBN 13 : 0820368717
Total Pages : 227 pages
Book Rating : 4.8/5 (23 download)

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Book Synopsis The Bricks Before Brown by : Marisela Martinez-Cola

Download or read book The Bricks Before Brown written by Marisela Martinez-Cola and published by University of Georgia Press. This book was released on 2022-08 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt:

CPA Information Systems and Controls (ISC) Study Guide 2024

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Author :
Publisher : Zain Academy
ISBN 13 :
Total Pages : 423 pages
Book Rating : 4./5 ( download)

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Book Synopsis CPA Information Systems and Controls (ISC) Study Guide 2024 by : MUHAMMAD ZAIN

Download or read book CPA Information Systems and Controls (ISC) Study Guide 2024 written by MUHAMMAD ZAIN and published by Zain Academy. This book was released on 2024-04-24 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlock Your Potential with the CPA ISC Study Guide 2024 - Your Gateway to First-Time Success! Are you gearing up to conquer the CPA ISC Exam on your first try? Look no further than the CPA Information Systems and Controls (ISC) Study Guide 2024, meticulously crafted by the experts at Zain Academy. This comprehensive guide is designed not just to prepare you, but to ensure you excel. Why Choose Our Study Guide? - 699 Point-By-Point Mastery: Each point is engineered with a questioning mind approach, turning complex concepts into manageable insights that stick. - Lifetime Access, Anytime, Anywhere: Once you download our optimized PDF, it’s yours indefinitely. Whether you're on a tablet in a cafe or a desktop at home, our guide adjusts to your screen for a seamless learning experience. - Interactive Learning Tools: Complement your study with free access to select book samples and educational videos directly from our YouTube channel. - Direct Support from the Author: Got a question? Reach out to Muhammad Zain himself via WhatsApp or Email. Your learning journey is supported every step of the way. - Engage with Peers: Join our exclusive CPA WhatsApp group for regular updates including insightful articles, blog posts, and practical tips and tricks that keep you motivated and informed. Invest in your future today. Visit our website to grab your copy of the CPA ISC Study Guide 2024 and take the first step towards mastering your exam with confidence and ease! Your first attempt could be your last. Make it count with Zain Academy.

Guide: Reporting on an Entity's Cybersecurity Risk Management Program and Controls, 2017

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Publisher : John Wiley & Sons
ISBN 13 : 194354672X
Total Pages : 288 pages
Book Rating : 4.9/5 (435 download)

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Book Synopsis Guide: Reporting on an Entity's Cybersecurity Risk Management Program and Controls, 2017 by : AICPA

Download or read book Guide: Reporting on an Entity's Cybersecurity Risk Management Program and Controls, 2017 written by AICPA and published by John Wiley & Sons. This book was released on 2017-06-12 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Created by the AICPA, this authoritative guide provides interpretative guidance to enable accountants to examine and report on an entity's cybersecurity risk managementprogram and controls within that program. The guide delivers a framework which has been designed to provide stakeolders with useful, credible information about the effectiveness of an entity's cybersecurity efforts.

Mind, Reason and Imagination

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Publisher : Cambridge University Press
ISBN 13 : 9780521017169
Total Pages : 320 pages
Book Rating : 4.0/5 (171 download)

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Book Synopsis Mind, Reason and Imagination by : Jane Heal

Download or read book Mind, Reason and Imagination written by Jane Heal and published by Cambridge University Press. This book was released on 2003-03-31 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Table of contents

Cognitive Systems and the Extended Mind

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Publisher : Oxford University Press
ISBN 13 : 0199702144
Total Pages : 285 pages
Book Rating : 4.1/5 (997 download)

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Book Synopsis Cognitive Systems and the Extended Mind by : Robert D. Rupert

Download or read book Cognitive Systems and the Extended Mind written by Robert D. Rupert and published by Oxford University Press. This book was released on 2009-08-19 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cognitive Systems and the Extended Mind surveys philosophical issues raised by the situated movement in cognitive science, that is, the treatment of cognitive phenomena as the joint products of brain, body, and environment.

Official Gazette of the United States Patent Office

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Publisher :
ISBN 13 :
Total Pages : 1660 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Official Gazette of the United States Patent Office by : United States. Patent Office

Download or read book Official Gazette of the United States Patent Office written by United States. Patent Office and published by . This book was released on 1964 with total page 1660 pages. Available in PDF, EPUB and Kindle. Book excerpt:

DisAppearing

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Publisher : Canadian Scholars
ISBN 13 : 1773383167
Total Pages : 322 pages
Book Rating : 4.7/5 (733 download)

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Book Synopsis DisAppearing by : Tanya Titchkosky

Download or read book DisAppearing written by Tanya Titchkosky and published by Canadian Scholars. This book was released on 2022-07-29 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: DisAppearing offers a relational orientation to disability studies. From encounters with disability and disabled people in educational settings from elementary school to university, in novels and other texts, in hospitals and policing, in dance, on the street, and in community centres, as well as in considerations of injury and healing, and life and death, the chapters in this collection explore a variety of cultural scenes of disability. By doing so, this collection reveals what disability can mean through scenes of its dis/ appearance and demonstrates how to remake these meanings in more life-affirming ways. Encouraging critical engagement with how disability is noticed and lived, the many chapters, as well as poetry, narrative, and a podcast transcript, reveal the meaning of disability appearing and disappearing in everyday life and beyond. Bringing together the work of scholars, artists, and activists, many of whom identify as disabled, DisAppearing encourages students to approach disability differently and to reimagine its appearance in the world. Engaging, political, artistic, and philosophical, this text, with an emphasis on the Canadian context, is an invaluable resource for disability studies students and instructors.

The Human-Computer Interaction Handbook

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Publisher : CRC Press
ISBN 13 : 1410615863
Total Pages : 1386 pages
Book Rating : 4.4/5 (16 download)

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Book Synopsis The Human-Computer Interaction Handbook by : Andrew Sears

Download or read book The Human-Computer Interaction Handbook written by Andrew Sears and published by CRC Press. This book was released on 2007-09-19 with total page 1386 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second edition of The Human-Computer Interaction Handbook provides an updated, comprehensive overview of the most important research in the field, including insights that are directly applicable throughout the process of developing effective interactive information technologies. It features cutting-edge advances to the scientific

Direct Representation, Or, How the Control of City Government, Now Lost by the People, May be Regained

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Author :
Publisher :
ISBN 13 :
Total Pages : 22 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis Direct Representation, Or, How the Control of City Government, Now Lost by the People, May be Regained by : Howard B. Arrison

Download or read book Direct Representation, Or, How the Control of City Government, Now Lost by the People, May be Regained written by Howard B. Arrison and published by . This book was released on 1905 with total page 22 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Discrete Fractional Calculus: Applications In Control And Image Processing

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Publisher : World Scientific
ISBN 13 : 9814725684
Total Pages : 396 pages
Book Rating : 4.8/5 (147 download)

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Book Synopsis Discrete Fractional Calculus: Applications In Control And Image Processing by : Piotr Ostalczyk

Download or read book Discrete Fractional Calculus: Applications In Control And Image Processing written by Piotr Ostalczyk and published by World Scientific. This book was released on 2015-11-26 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main subject of the monograph is the fractional calculus in the discrete version. The volume is divided into three main parts. Part one contains a theoretical introduction to the classical and fractional-order discrete calculus where the fundamental role is played by the backward difference and sum. In the second part, selected applications of the discrete fractional calculus in the discrete system control theory are presented. In the discrete system identification, analysis and synthesis, one can consider integer or fractional models based on the fractional-order difference equations. The third part of the book is devoted to digital image processing.

Design and Experimental Validation of a Flutter Suppression Controller for the Active Flexible Wing

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Publisher :
ISBN 13 :
Total Pages : 24 pages
Book Rating : 4.:/5 (317 download)

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Book Synopsis Design and Experimental Validation of a Flutter Suppression Controller for the Active Flexible Wing by : Martin R. Waszak

Download or read book Design and Experimental Validation of a Flutter Suppression Controller for the Active Flexible Wing written by Martin R. Waszak and published by . This book was released on 1992 with total page 24 pages. Available in PDF, EPUB and Kindle. Book excerpt: