Algorithms For Decision Making
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Algorithms For Decision Making
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Author : Mykel J. Kochenderfer
language : en
Publisher: MIT Press
Release Date : 2022-08-16
Algorithms For Decision Making written by Mykel J. Kochenderfer and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-16 with Computers categories.
A broad introduction to algorithms for decision making under uncertainty, introducing the underlying mathematical problem formulations and the algorithms for solving them. Automated decision-making systems or decision-support systems—used in applications that range from aircraft collision avoidance to breast cancer screening—must be designed to account for various sources of uncertainty while carefully balancing multiple objectives. This textbook provides a broad introduction to algorithms for decision making under uncertainty, covering the underlying mathematical problem formulations and the algorithms for solving them. The book first addresses the problem of reasoning about uncertainty and objectives in simple decisions at a single point in time, and then turns to sequential decision problems in stochastic environments where the outcomes of our actions are uncertain. It goes on to address model uncertainty, when we do not start with a known model and must learn how to act through interaction with the environment; state uncertainty, in which we do not know the current state of the environment due to imperfect perceptual information; and decision contexts involving multiple agents. The book focuses primarily on planning and reinforcement learning, although some of the techniques presented draw on elements of supervised learning and optimization. Algorithms are implemented in the Julia programming language. Figures, examples, and exercises convey the intuition behind the various approaches presented.
Decision Making Models And Algorithms
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Author : Saul I. Gass
language : en
Publisher: Wiley-Interscience
Release Date : 1985-05-10
Decision Making Models And Algorithms written by Saul I. Gass and has been published by Wiley-Interscience this book supported file pdf, txt, epub, kindle and other format this book has been release on 1985-05-10 with Business & Economics categories.
The first book to integrate the decision-making process through mathematical modelling. Using the concept of a decision framework, the ideas of decision making, models, and algorithms are introduced to the reader by way of realistic and entertaining problems. The structure, form, illustrations, problems, and challenges in this book provide a unique presentation of the subject matter.
Practical Applications Of Data Processing Algorithms And Modeling
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Author : Whig, Pawan
language : en
Publisher: IGI Global
Release Date : 2024-04-29
Practical Applications Of Data Processing Algorithms And Modeling written by Whig, Pawan and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-29 with Computers categories.
In today's data-driven era, the persistent gap between theoretical understanding and practical implementation in data science poses a formidable challenge. As we navigate through the complexities of harnessing data, deciphering algorithms, and unleashing the potential of modeling techniques, the need for a comprehensive guide becomes increasingly evident. This is the landscape explored in Practical Applications of Data Processing, Algorithms, and Modeling. This book is a solution to the pervasive problem faced by aspiring data scientists, seasoned professionals, and anyone fascinated by the power of data-driven insights. From the web of algorithms to the strategic role of modeling in decision-making, this book is an effective resource in a landscape where data, without proper guidance, risks becoming an untapped resource. The objective of Practical Applications of Data Processing, Algorithms, and Modeling is to address the pressing issue at the heart of data science – the divide between theory and practice. This book seeks to examine the complexities of data processing techniques, algorithms, and modeling methodologies, offering a practical understanding of these concepts. By focusing on real-world applications, the book provides readers with the tools and knowledge needed to bridge the gap effectively, allowing them to apply these techniques across diverse industries and domains. In the face of constant technological advancements, the book highlights the latest trends and innovative approaches, fostering a deeper comprehension of how these technologies can be leveraged to solve complex problems. As a practical guide, it empowers readers with hands-on examples, case studies, and problem-solving scenarios, aiming to instill confidence in navigating data challenges and making informed decisions using data-driven insights.
Algorithmic Decision Theory
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Author : Francesca Rossi
language : en
Publisher: Springer Science & Business Media
Release Date : 2009-10-05
Algorithmic Decision Theory written by Francesca Rossi 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 2009-10-05 with Business & Economics categories.
This volume contains the papers presented at ADT 2009, the first International Conference on Algorithmic Decision Theory. The conference was held in San Servolo, a small island of the Venice lagoon, during October 20-23, 2009. The program of the conference included oral presentations, posters, invited talks, and tutorials. The conference received 65 submissions of which 39 papers were accepted (9 papers were posters). The topics of these papers range from computational social choice preference modeling, from uncertainty to preference learning, from multi-criteria decision making to game theory.
New Sustainable Horizons In Artificial Intelligence And Digital Solutions
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Author : Marijn Janssen
language : en
Publisher: Springer Nature
Release Date : 2023-12-14
New Sustainable Horizons In Artificial Intelligence And Digital Solutions written by Marijn Janssen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-14 with Computers categories.
This book constitutes the refereed proceedings of the 22nd IFIP WG 6.11 Conference on e-Business, e-Services and e-Society, I3E 2023, held in Curitiba, Brazil, during November 9–11, 2023. The 29 full papers and 2 short papers presented in this volume were carefully reviewed and selected from 68 submissions. The contributions were organized in topical sections as follows: Artificial Intelligence and Algorithm; Digital Transformation and New Technologies; and Sustainable Technologies and Smart Cities.
Continuous Auditing With Ai In The Public Sector
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Author : Lourens J. Erasmus
language : en
Publisher: CRC Press
Release Date : 2024-09-18
Continuous Auditing With Ai In The Public Sector written by Lourens J. Erasmus and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-18 with Business & Economics categories.
The effectiveness of internal audit activities is important for the sustainability of change in the public sector. In this sense, the tools and techniques used and the level of competencies of public sector auditors are decisive. This book deals with the effects of current technological developments in the public sector on auditing and risk management activities. Therefore, it is a resource for public internal auditors to create a digital audit strategy based on artificial intelligence (AI) and blockchain-based applications. Institutionalisation of their structures is important for public sector internal auditors. For this, basic requirements, future expectations, and best practices are explained. The digital business model is presented to produce value-added audit findings and outputs that guide public internal auditors and all digital-era stakeholders. This book is a pioneering work based on continuous auditing/continuous monitoring approaches using various AI and blockchain-based tools and techniques. There is nothing more valuable to the success of a public internal auditor than a detailed understanding of the business. The important lesson in developing business knowledge, especially in the new audit universe emerging with digital transformation, is that all auditors must understand that they never finish learning about business processes, risks, and control points in the digital era. They must constantly push themselves to be motivated and learn about the business operations they audit to implement new audit approaches powered by AI. In addition to obtaining up-to-date business information from process owners and stakeholders, public auditors responsible for conducting an AI-based continuous audit programme should also look inside their departments for a different perspective on business information that impacts continuous audit programme phase details and has the potential to add value. It should be noted that the additional source of information begins with your individual audit experience, digital skills, and qualifications.
Algorithmic Decision Theory
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Author : Dimitris Fotakis
language : en
Publisher: Springer Nature
Release Date : 2021-10-27
Algorithmic Decision Theory written by Dimitris Fotakis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-27 with Computers categories.
This book constitutes the conference proceedings of the 7th International Conference on Algorithmic Decision Theory, ADT 2021, held in Toulouse, France, in November 2021. The 27 full papers presented were carefully selected from 58 submissions. The papers focus on algorithmic decision theory broadly defined, seeking to bring together researchers and practitioners coming from diverse areas of computer science, economics and operations research in order to improve the theory and practice of modern decision support.
The Role Of Digital Technologies In Shaping The Post Pandemic World
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Author : Savvas Papagiannidis
language : en
Publisher: Springer Nature
Release Date : 2022-09-06
The Role Of Digital Technologies In Shaping The Post Pandemic World written by Savvas Papagiannidis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-09-06 with Computers categories.
This book constitutes the refereed proceedings of the 21st IFIP WG 6.11 Conference on e-Business, e-Services, and e-Society, I3E 2022, which took place Newcastle-upon-Tyne, UK, in September 2022. The 37 papers presented in this volume were carefully reviewed and selected from 72 submissions. They were organized in topical sections as follows: Artificial intelligence; Data and Analytics; Careers and ICT; Digital Innovation and Transformation; Electronic Services; Health and Wellbeing; Pandemic; Privacy, Trust and Security.
The Handbook Of Social Psychology 6th Edition
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Author : Daniel T. Gilbert
language : en
Publisher: Situational Press
Release Date : 2025-05-19
The Handbook Of Social Psychology 6th Edition written by Daniel T. Gilbert and has been published by Situational Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-19 with Psychology categories.
Since 1954, The Handbook of Social Psychology has been the field's most authoritative reference work. The 6th edition of this essential resource contains 50 new chapters on a wide range of topics, written by the world's leading experts. Published in 2025 and available only in digital form, The Handbook is free to read online and to download (in Epub format or PDF) at https://www.the-hsp.com Editors: Daniel T. Gilbert, Harvard University; Susan T. Fiske, Princeton University; Eli J. Finkel, Northwestern University; Wendy B. Mendes, Yale University
Computer Ethics Across Disciplines
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Author : Merel Noorman
language : en
Publisher: Springer Nature
Release Date : 2025-04-29
Computer Ethics Across Disciplines written by Merel Noorman and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-29 with Science categories.
This edited volume brings together philosophers and scholars in disparate fields who have engaged in Professor Deborah G. Johnson’s body of work throughout her long career. It appeals to both students and researchers and introduces Johnson’s thought to a broader audience. This text shows how with due to the resurgence of AI research, her work is more relevant than ever. The volume will help a new generation of scholars benefit from the conceptual insights that Johnson has provided. Her work on algorithmic accountability sets the tone in particular. Chapters illustrate how combining philosophy of technology across disciplines helps clarify the complex intricacies of AI and societies, in particular the topic of accountability. Other themes covered include moral agency and responsibility, transparency, gender and technology as well as ethics education.