Adversarial Reasoning
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Adversarial Machine Learning
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Author : Aneesh Sreevallabh Chivukula
language : en
Publisher: Springer Nature
Release Date : 2023-03-06
Adversarial Machine Learning written by Aneesh Sreevallabh Chivukula and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-06 with Computers categories.
A critical challenge in deep learning is the vulnerability of deep learning networks to security attacks from intelligent cyber adversaries. Even innocuous perturbations to the training data can be used to manipulate the behaviour of deep networks in unintended ways. In this book, we review the latest developments in adversarial attack technologies in computer vision; natural language processing; and cybersecurity with regard to multidimensional, textual and image data, sequence data, and temporal data. In turn, we assess the robustness properties of deep learning networks to produce a taxonomy of adversarial examples that characterises the security of learning systems using game theoretical adversarial deep learning algorithms. The state-of-the-art in adversarial perturbation-based privacy protection mechanisms is also reviewed. We propose new adversary types for game theoretical objectives in non-stationary computational learning environments. Proper quantification of the hypothesis set in the decision problems of our research leads to various functional problems, oracular problems, sampling tasks, and optimization problems. We also address the defence mechanisms currently available for deep learning models deployed in real-world environments. The learning theories used in these defence mechanisms concern data representations, feature manipulations, misclassifications costs, sensitivity landscapes, distributional robustness, and complexity classes of the adversarial deep learning algorithms and their applications. In closing, we propose future research directions in adversarial deep learning applications for resilient learning system design and review formalized learning assumptions concerning the attack surfaces and robustness characteristics of artificial intelligence applications so as to deconstruct the contemporary adversarial deep learning designs. Given its scope, the book will be of interest to Adversarial Machine Learning practitioners and Adversarial Artificial Intelligence researchers whose work involves the design and application of Adversarial Deep Learning.
Adversarial Risk Analysis
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Author : David L. Banks
language : en
Publisher: CRC Press
Release Date : 2015-06-30
Adversarial Risk Analysis written by David L. Banks and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-06-30 with Business & Economics categories.
Winner of the 2017 De Groot Prize awarded by the International Society for Bayesian Analysis (ISBA)A relatively new area of research, adversarial risk analysis (ARA) informs decision making when there are intelligent opponents and uncertain outcomes. Adversarial Risk Analysis develops methods for allocating defensive or offensive resources against
Advances In Computer Science Intelligent Systems And Environment
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Author : David Jin
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-09-15
Advances In Computer Science Intelligent Systems And Environment written by David Jin and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-09-15 with Technology & Engineering categories.
CSISE2011 is an integrated conference concentrating its focus upon Computer Science,Intelligent System and Environment. In the proceeding, you can learn much more knowledge about Computer Science, Intelligent System and Environment of researchers all around the world. The international conference will provide a forum for engineers, scientist, teachers and all researchers to discuss their latest research achievements and their future research plan. The main role of the proceeding is to be used as an exchange pillar for researchers who are working in the mentioned field. In order to meet high standard of Springer ́s Advances in Intelligent and Soft Computing ,the organization committee has made their efforts to do the following things. Firstly, poor quality paper has been refused after reviewing course by anonymous referee experts. Secondly, periodically review meetings have been held around the reviewers about five times for exchanging reviewing suggestions. Finally, the conference organization had several preliminary sessions before the conference. Through efforts of different people and departments, the conference will be successful and fruitful. We hope that you can get much more knowledges from our CSISE2011, and we also hope that you can give us good suggestions to improve our work in the future.
Adversarial Reasoning
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Author : Alexander Kott
language : en
Publisher: CRC Press
Release Date : 2006-07-20
Adversarial Reasoning written by Alexander Kott and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-07-20 with Business & Economics categories.
The rising tide of threats, from financial cybercrime to asymmetric military conflicts, demands greater sophistication in tools and techniques of law enforcement, commercial and domestic security professionals, and terrorism prevention. Concentrating on computational solutions to determine or anticipate an adversary's intent, Adversarial Reasoning:
Deceptive Ai
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Author : Stefan Sarkadi
language : en
Publisher: Springer Nature
Release Date : 2021-12-02
Deceptive Ai written by Stefan Sarkadi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-02 with Computers categories.
This book constitutes selected papers presented at the First International Workshop on Deceptive AI, DeceptECAI 2020, held in conjunction with the 24th European Conference on Artificial Intelligence, ECAI 2020, in Santiago de Compostela, Spain, in August 2020, and Second International Workshop on Deceptive AI, DeceptAI 2021, held in conjunction with the 30th International Joint Conference on Artificial Intelligence, IJCAI 2021, in Montreal, Canada, in August 2021. Due to the COVID-19 pandemic both conferences were held in a virtual mode. The 12 papers presented were thoroughly reviewed and selected from the 16 submissions. They present recent developments in the growing area of research in the interface between deception and AI.
Adversarial Reasoning
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Author : Alexander Kott
language : en
Publisher: Chapman and Hall/CRC
Release Date : 2006-07-20
Adversarial Reasoning written by Alexander Kott and has been published by Chapman and Hall/CRC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-07-20 with Computers categories.
The rising tide of threats, from financial cybercrime to asymmetric military conflicts, demands greater sophistication in tools and techniques of law enforcement, commercial and domestic security professionals, and terrorism prevention. Concentrating on computational solutions to determine or anticipate an adversary's intent, Adversarial Reasoning: Computational Approaches to Reading the Opponent's Mind discusses the technologies for opponent strategy prediction, plan recognition, deception discovery and planning, and strategy formulation that not only applies to security issues but also to game industry and business transactions. Addressing a broad range of practical problems, including military planning and command, military and foreign intelligence, antiterrorism, network security, as well as simulation and training systems, this reference presents an overview of each problem and then explores various approaches and applications to understand the minds and negate the actions of your opponents. The techniques discussed originate from a variety of disciplines such as stochastic processes, artificial intelligence planning, cognitive modeling, robotics and agent theory, robust control, game theory, and machine learning, among others. The beginning chapters outline the key concepts related to discovering the opponent's intent and plans while the later chapters journey into mathematical methods for counterdeception. The final chapters employ a range of techniques, including reinforcement learning within a stochastic dynamic games context to devise strategies that combat opponents. By answering specific questions on how to create practical applications that require elements of adversarial reasoning while also exploring theoretical developments, Adversarial Reasoning: Computational Approaches to Reading the Opponent's Mind is beneficial for practitioners as well as researchers.
Just Methods
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Author : Alison M. Jaggar
language : en
Publisher: Routledge
Release Date : 2015-11-17
Just Methods written by Alison M. Jaggar and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-17 with Education categories.
The supplemented edition of this important reader includes a substantive new introduction by the author on the changing nature of feminist methodology. It takes into account the implications of a major new study included for this first time in this book on poverty and gender (in)equality, and it includes an article discussing the ways in which this study was conducted using the research methods put forward by the first edition. This article begins by explaining why a new and better poverty metric is needed and why developing such a metric requires an alternative methodological approach inspired by feminism. Feminist research is a growing tradition of inquiry that aims to produce knowledge not biased by inequitable assumptions about gender and related categories such as class, race, religion, sexuality, and nationality."Just Methods" is designed for upper-level undergraduate and graduate students in a range of disciplines. Rather than being concerned with particular techniques of inquiry, the interdisciplinary readings in this book address broad questions of research methodology. They are designed to help researchers think critically and constructively about the epistemological and ethical implications of various approaches to research selection and research design, evidence-gathering techniques, and publication of results.A key theme running through the readings is the complex interrelationship between social power and inequality on the one hand and the production of knowledge on the other. A second and related theme is the inseparability of research projects and methodologies from ethical and political values."
Advances In Knowledge Discovery And Data Mining
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Author : Kamal Karlapalem
language : en
Publisher: Springer Nature
Release Date : 2021-05-07
Advances In Knowledge Discovery And Data Mining written by Kamal Karlapalem and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-07 with Computers categories.
The 3-volume set LNAI 12712-12714 constitutes the proceedings of the 25th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2021, which was held during May 11-14, 2021. The 157 papers included in the proceedings were carefully reviewed and selected from a total of 628 submissions. They were organized in topical sections as follows: Part I: Applications of knowledge discovery and data mining of specialized data; Part II: Classical data mining; data mining theory and principles; recommender systems; and text analytics; Part III: Representation learning and embedding, and learning from data.
Logical Foundations Of Cyber Physical Systems
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Author : André Platzer
language : en
Publisher: Springer
Release Date : 2018-07-30
Logical Foundations Of Cyber Physical Systems written by André Platzer and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-07-30 with Mathematics categories.
Cyber-physical systems (CPSs) combine cyber capabilities, such as computation or communication, with physical capabilities, such as motion or other physical processes. Cars, aircraft, and robots are prime examples, because they move physically in space in a way that is determined by discrete computerized control algorithms. Designing these algorithms is challenging due to their tight coupling with physical behavior, while it is vital that these algorithms be correct because we rely on them for safety-critical tasks. This textbook teaches undergraduate students the core principles behind CPSs. It shows them how to develop models and controls; identify safety specifications and critical properties; reason rigorously about CPS models; leverage multi-dynamical systems compositionality to tame CPS complexity; identify required control constraints; verify CPS models of appropriate scale in logic; and develop an intuition for operational effects. The book is supported with homework exercises, lecture videos, and slides.
Women Knowledge And Reality
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Author : Ann Garry
language : en
Publisher: Routledge
Release Date : 2015-07-17
Women Knowledge And Reality written by Ann Garry and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-07-17 with Philosophy categories.
This second edition of Women, Knowledge, and Reality continues to exhibit the ways in which feminist philosophers enrich and challenge philosophy. Essays by twenty-five feminist philosophers, seventeen of them new to the second edition, address fundamental issues in philosophical and feminist methods, metaphysics, epistemology, and the philosophies of science, language, religion and mind/body. This second edition expands the perspectives of women of color, of postmodernism and French feminism, and focuses on the most recent controversies in feminist theory and philosophy. The chapters are organized by traditional fields of philosophy, and include introductions which contrast the ideas of feminist thinkers with traditional philosophers. The collected essays illustrate both the depth and breadth of feminist critiques and the range of contemporary feminist theoretical perspectives.