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Author: Jerry Swan Publisher: Springer Nature ISBN: 3031080203 Category : Technology & Engineering Languages : en Pages : 142
Book Description
Humans have always dreamed of automating laborious physical and intellectual tasks, but the latter has proved more elusive than naively suspected. Seven decades of systematic study of Artificial Intelligence have witnessed cycles of hubris and despair. The successful realization of General Intelligence (evidenced by the kind of cross-domain flexibility enjoyed by humans) will spawn an industry worth billions and transform the range of viable automation tasks.The recent notable successes of Machine Learning has lead to conjecture that it might be the appropriate technology for delivering General Intelligence. In this book, we argue that the framework of machine learning is fundamentally at odds with any reasonable notion of intelligence and that essential insights from previous decades of AI research are being forgotten. We claim that a fundamental change in perspective is required, mirroring that which took place in the philosophy of science in the mid 20th century. We propose a framework for General Intelligence, together with a reference architecture that emphasizes the need for anytime bounded rationality and a situated denotational semantics. We given necessary emphasis to compositional reasoning, with the required compositionality being provided via principled symbolic-numeric inference mechanisms based on universal constructions from category theory.• Details the pragmatic requirements for real-world General Intelligence.• Describes how machine learning fails to meet these requirements.• Provides a philosophical basis for the proposed approach.• Provides mathematical detail for a reference architecture.• Describes a research program intended to address issues of concern in contemporary AI.The book includes an extensive bibliography, with ~400 entries covering the history of AI and many related areas of computer science and mathematics.The target audience is the entire gamut of Artificial Intelligence/Machine Learning researchers and industrial practitioners. There are a mixture of descriptive and rigorous sections, according to the nature of the topic. Undergraduate mathematics is in general sufficient. Familiarity with category theory is advantageous for a complete understanding of the more advanced sections, but these may be skipped by the reader who desires an overall picture of the essential concepts This is an open access book.
Author: Jerry Swan Publisher: Springer Nature ISBN: 3031080203 Category : Technology & Engineering Languages : en Pages : 142
Book Description
Humans have always dreamed of automating laborious physical and intellectual tasks, but the latter has proved more elusive than naively suspected. Seven decades of systematic study of Artificial Intelligence have witnessed cycles of hubris and despair. The successful realization of General Intelligence (evidenced by the kind of cross-domain flexibility enjoyed by humans) will spawn an industry worth billions and transform the range of viable automation tasks.The recent notable successes of Machine Learning has lead to conjecture that it might be the appropriate technology for delivering General Intelligence. In this book, we argue that the framework of machine learning is fundamentally at odds with any reasonable notion of intelligence and that essential insights from previous decades of AI research are being forgotten. We claim that a fundamental change in perspective is required, mirroring that which took place in the philosophy of science in the mid 20th century. We propose a framework for General Intelligence, together with a reference architecture that emphasizes the need for anytime bounded rationality and a situated denotational semantics. We given necessary emphasis to compositional reasoning, with the required compositionality being provided via principled symbolic-numeric inference mechanisms based on universal constructions from category theory.• Details the pragmatic requirements for real-world General Intelligence.• Describes how machine learning fails to meet these requirements.• Provides a philosophical basis for the proposed approach.• Provides mathematical detail for a reference architecture.• Describes a research program intended to address issues of concern in contemporary AI.The book includes an extensive bibliography, with ~400 entries covering the history of AI and many related areas of computer science and mathematics.The target audience is the entire gamut of Artificial Intelligence/Machine Learning researchers and industrial practitioners. There are a mixture of descriptive and rigorous sections, according to the nature of the topic. Undergraduate mathematics is in general sufficient. Familiarity with category theory is advantageous for a complete understanding of the more advanced sections, but these may be skipped by the reader who desires an overall picture of the essential concepts This is an open access book.
Author: Tevfik Bultan Publisher: ISBN: 9781450350761 Category : Languages : en Pages :
Book Description
ISSTA '17: International Symposium on Software Testing and Analysis Jul 10, 2017-Jul 14, 2017 Santa Barbara, 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.
Author: Betty H. C. Cheng Publisher: Springer Science & Business Media ISBN: 3642021603 Category : Computers Languages : en Pages : 271
Book Description
The carefully reviewed papers in this state-of-the-art survey describe a wide range of approaches coming from different strands of software engineering, and look forward to future challenges facing this ever-resurgent and exacting field of research.
Author: IEEE Staff Publisher: ISBN: 9781509049615 Category : Languages : en Pages :
Book Description
The conference covers all research and novel papers tackling the challenges of Internet of Things (IoT) and Cloud environment such as Architecture and protocols for IoT Cloud solutions for IoT FOG solutions for IoT Software Defined Network (SDN) for IoT Network Function Virtualization (NFV) for IoT Green communication for IoT Centralized and distributed systems for IoT Routing solution for IoT MAC layer for IoT M2M communications End to end Security End users applications based on IoT and Cloud solutions Management system Testbed and experimental platforms 5G and IoT etc
Author: Nelly Bencomo Publisher: Springer ISBN: 9783319089140 Category : Computers Languages : en Pages : 319
Book Description
Traditionally, research on model-driven engineering (MDE) has mainly focused on the use of models at the design, implementation, and verification stages of development. This work has produced relatively mature techniques and tools that are currently being used in industry and academia. However, software models also have the potential to be used at runtime, to monitor and verify particular aspects of runtime behavior, and to implement self-* capabilities (e.g., adaptation technologies used in self-healing, self-managing, self-optimizing systems). A key benefit of using models at runtime is that they can provide a richer semantic base for runtime decision-making related to runtime system concerns associated with autonomic and adaptive systems. This book is one of the outcomes of the Dagstuhl Seminar 11481 on [email protected] held in November/December 2011, discussing foundations, techniques, mechanisms, state of the art, research challenges, and applications for the use of runtime models. The book comprises four research roadmaps, written by the original participants of the Dagstuhl Seminar over the course of two years following the seminar, and seven research papers from experts in the area. The roadmap papers provide insights to key features of the use of runtime models and identify the following research challenges: the need for a reference architecture, uncertainty tackled by runtime models, mechanisms for leveraging runtime models for self-adaptive software, and the use of models at runtime to address assurance for self-adaptive systems.
Author: Yannis Smaragdakis Publisher: ISBN: 9781680830200 Category : Computers Languages : en Pages : 86
Book Description
This monograph introduces and surveys the most common modern approaches to pointer analysis, with an emphasis on distilling the essence of common analysis algorithms. With an eye towards ease of exposition and concreteness, the presentation aspires to be rather more tutorial and hands-on than other surveys of the pointer analysis area.
Author: Adam Chlipala Publisher: MIT Press ISBN: 0262317885 Category : Computers Languages : en Pages : 437
Book Description
A handbook to the Coq software for writing and checking mathematical proofs, with a practical engineering focus. The technology of mechanized program verification can play a supporting role in many kinds of research projects in computer science, and related tools for formal proof-checking are seeing increasing adoption in mathematics and engineering. This book provides an introduction to the Coq software for writing and checking mathematical proofs. It takes a practical engineering focus throughout, emphasizing techniques that will help users to build, understand, and maintain large Coq developments and minimize the cost of code change over time. Two topics, rarely discussed elsewhere, are covered in detail: effective dependently typed programming (making productive use of a feature at the heart of the Coq system) and construction of domain-specific proof tactics. Almost every subject covered is also relevant to interactive computer theorem proving in general, not just program verification, demonstrated through examples of verified programs applied in many different sorts of formalizations. The book develops a unique automated proof style and applies it throughout; even experienced Coq users may benefit from reading about basic Coq concepts from this novel perspective. The book also offers a library of tactics, or programs that find proofs, designed for use with examples in the book. Readers will acquire the necessary skills to reimplement these tactics in other settings by the end of the book. All of the code appearing in the book is freely available online.
Author: Oege de Moor Publisher: Springer ISBN: 3642242065 Category : Computers Languages : en Pages : 407
Book Description
This book constitutes the thoroughly refereed post-workshop proceedings of the First International Workshop on Datalog 2.0, held in Oxford, UK, in March 2010. The 22 revised full papers presented were carefully selected during two rounds of reviewing and improvements from numerous submissions. The papers showcase the state-of-the-art in theory and systems for datalog, divided in three sections: Properties, applications, and extensions of datalog.
Author: Yves Bertot Publisher: Springer Science & Business Media ISBN: 366207964X Category : Mathematics Languages : en Pages : 492
Book Description
A practical introduction to the development of proofs and certified programs using Coq. An invaluable tool for researchers, students, and engineers interested in formal methods and the development of zero-fault software.
Author: Mauro Pezze Publisher: John Wiley & Sons ISBN: Category : Computers Languages : en Pages : 516
Book Description
Teaches readers how to test and analyze software to achieve an acceptable level of quality at an acceptable cost Readers will be able to minimize software failures, increase quality, and effectively manage costs Covers techniques that are suitable for near-term application, with sufficient technical background to indicate how and when to apply them Provides balanced coverage of software testing & analysis approaches By incorporating modern topics and strategies, this book will be the standard software-testing textbook
Author: Jerry Swan
Author: Jerry Swan
Author: Tevfik Bultan
Author: Betty H. C. Cheng
Author: IEEE Staff
Author: Nelly Bencomo
Author: Yannis Smaragdakis
Author: Adam Chlipala
Author: Oege de Moor
Author: Yves Bertot
Author: Mauro Pezze