Predictive And Prescriptive Methods In Operations Research And Machine Learning

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16th WCEAM Proceedings

Author : Adolfo Crespo Márquez
Publisher : Springer Nature
ISBN 13 : 3031254481
Total Pages : 736 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis 16th WCEAM Proceedings by : Adolfo Crespo Márquez

Download or read book 16th WCEAM Proceedings written by Adolfo Crespo Márquez and published by Springer Nature. This book was released on 2023-02-15 with total page 736 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers selected peer-reviewed papers from the 16th World Congress on Engineering Asset Management (WCEAM), held in Seville from 5–7 October 2022. This book covers a wide range of topics in Engineering Asset Management, including: Asset management and decision support system Industry 4.0 tools and its impact on asset management Monitoring, diagnostics and prognostics for smart maintenance Asset life cycle management Asset management in the industrial sector Human dimensions and asset management performance Infrastructure Asset management Asset condition, risk, resilience, and vulnerability assessments Asset operations and maintenance strategies Reliability and resilience engineering Applications of international and local guidelines and standards The breadth and depth of this state-of-the-art, comprehensive proceedings make it an excellent resource for asset management practitioners, researchers and academics, as well as undergraduate and postgraduate students.

Neural Networks: Tricks of the Trade

Author : Grégoire Montavon
Publisher : Springer
ISBN 13 : 3642352898
Total Pages : 753 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Neural Networks: Tricks of the Trade by : Grégoire Montavon

Download or read book Neural Networks: Tricks of the Trade written by Grégoire Montavon and published by Springer. This book was released on 2012-11-14 with total page 753 pages. Available in PDF, EPUB and Kindle. Book excerpt: The twenty last years have been marked by an increase in available data and computing power. In parallel to this trend, the focus of neural network research and the practice of training neural networks has undergone a number of important changes, for example, use of deep learning machines. The second edition of the book augments the first edition with more tricks, which have resulted from 14 years of theory and experimentation by some of the world's most prominent neural network researchers. These tricks can make a substantial difference (in terms of speed, ease of implementation, and accuracy) when it comes to putting algorithms to work on real problems.

Operations Research Proceedings 2022

Author : Oliver Grothe
Publisher : Springer Nature
ISBN 13 : 3031249070
Total Pages : 619 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Operations Research Proceedings 2022 by : Oliver Grothe

Download or read book Operations Research Proceedings 2022 written by Oliver Grothe and published by Springer Nature. This book was released on 2023-09-30 with total page 619 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers a selection of peer-reviewed papers presented at the International Conference on Operations Research (OR 2022), which was held at Karlsruhe Institute of Technology, Germany, on September 6-9, 2022. KIT’s Institute for Operations Research (IOR) hosted the conference together with the Institute for Industrial Production (IIP), the Institute for Automation and Applied Informatics (IAI), and the Institute for Material Handling and Logistics (IFL). The respective papers discuss classical mathematical optimization, statistics and simulation techniques. These are complemented by computer science methods, and by tools for processing data, designing and implementing information systems. The book also examines recent advances in information technology, which allow big data volumes to be processed and enable real-time predictive and prescriptive business analytics to drive decisions and actions. Lastly, it includes problems modeled and treated while taking into account uncertainty, risk management, behavioral issues, etc.

INFORMS Analytics Body of Knowledge

Author : James J. Cochran
Publisher : John Wiley & Sons
ISBN 13 : 1119488257
Total Pages : 393 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis INFORMS Analytics Body of Knowledge by : James J. Cochran

Download or read book INFORMS Analytics Body of Knowledge written by James J. Cochran and published by John Wiley & Sons. This book was released on 2018-09-21 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: Standardizes the definition and framework of analytics #2 on Book Authority’s list of the Best New Analytics Books to Read in 2019 (January 2019) We all want to make a difference. We all want our work to enrich the world. As analytics professionals, we are fortunate - this is our time! We live in a world of pervasive data and ubiquitous, powerful computation. This convergence has inspired and accelerated the development of both analytic techniques and tools and this potential for analytics to have an impact has been a huge call to action for organizations, universities, and governments. This title from Institute for Operations Research and the Management Sciences (INFORMS) represents the perspectives of some of the most respected experts on analytics. Readers with various backgrounds in analytics – from novices to experienced professionals – will benefit from reading about and implementing the concepts and methods covered here. Peer reviewed chapters provide readers with in-depth insights and a better understanding of the dynamic field of analytics The INFORMS Analytics Body of Knowledge documents the core concepts and skills with which an analytics professional should be familiar; establishes a dynamic resource that will be used by practitioners to increase their understanding of analytics; and, presents instructors with a framework for developing academic courses and programs in analytics.

Fundamentals of Service Systems

Author : Jorge Cardoso
Publisher : Springer
ISBN 13 : 3319231952
Total Pages : 378 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Fundamentals of Service Systems by : Jorge Cardoso

Download or read book Fundamentals of Service Systems written by Jorge Cardoso and published by Springer. This book was released on 2015-12-12 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook addresses the conceptual and practical aspects of the various phases of the lifecycle of service systems, ranging from service ideation, design, implementation, analysis, improvement and trading associated with service systems engineering. Written by leading experts in the field, this indispensable textbook will enable a new wave of future professionals to think in a service-focused way with the right balance of competencies in computer science, engineering, and management. Fundamentals of Service Systems is a centerpiece for a course syllabus on service systems. Each chapter includes a summary, a list of learning objectives, an opening case, and a review section with questions, a project description, a list of key terms, and a list of further reading bibliography. All these elements enable students to learn at a faster and more comfortable peace. For researchers, teachers, and students who want to learn about this new emerging science, Fundamentals of Service Systems provides an overview of the core disciplines underlying the study of service systems. It is aimed at students of information systems, information technology, and business and economics. It also targets business and IT practitioners, especially those who are looking for better ways of innovating, designing, modeling, analyzing, and optimizing service systems.

Facility Location Under Uncertainty

Author : Francisco Saldanha-da-Gama
Publisher : Springer Nature
ISBN 13 : 3031559274
Total Pages : 535 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Facility Location Under Uncertainty by : Francisco Saldanha-da-Gama

Download or read book Facility Location Under Uncertainty written by Francisco Saldanha-da-Gama and published by Springer Nature. This book was released on with total page 535 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Responsible AI and Analytics for an Ethical and Inclusive Digitized Society

Author : Denis Dennehy
Publisher : Springer Nature
ISBN 13 : 3030854477
Total Pages : 794 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Responsible AI and Analytics for an Ethical and Inclusive Digitized Society by : Denis Dennehy

Download or read book Responsible AI and Analytics for an Ethical and Inclusive Digitized Society written by Denis Dennehy and published by Springer Nature. This book was released on 2021-08-25 with total page 794 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the proceedings of the 20th IFIP WG 6.11 Conference on e-Business, e-Services, and e-Society, I3E 2021, held in Galway, Ireland, in September 2021.* The total of 57 full and 8 short papers presented in these volumes were carefully reviewed and selected from 141 submissions. The papers are organized in the following topical sections: AI for Digital Transformation and Public Good; AI & Analytics Decision Making; AI Philosophy, Ethics & Governance; Privacy & Transparency in a Digitized Society; Digital Enabled Sustainable Organizations and Societies; Digital Technologies and Organizational Capabilities; Digitized Supply Chains; Customer Behavior and E-business; Blockchain; Information Systems Development; Social Media & Analytics; and Teaching & Learning. *The conference was held virtually due to the COVID-19 pandemic.

Strengthening Data Science Methods for Department of Defense Personnel and Readiness Missions

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309450810
Total Pages : 165 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Strengthening Data Science Methods for Department of Defense Personnel and Readiness Missions by : National Academies of Sciences, Engineering, and Medicine

Download or read book Strengthening Data Science Methods for Department of Defense Personnel and Readiness Missions written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2017-02-06 with total page 165 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Office of the Under Secretary of Defense (Personnel & Readiness), referred to throughout this report as P&R, is responsible for the total force management of all Department of Defense (DoD) components including the recruitment, readiness, and retention of personnel. Its work and policies are supported by a number of organizations both within DoD, including the Defense Manpower Data Center (DMDC), and externally, including the federally funded research and development centers (FFRDCs) that work for DoD. P&R must be able to answer questions for the Secretary of Defense such as how to recruit people with an aptitude for and interest in various specialties and along particular career tracks and how to assess on an ongoing basis service members' career satisfaction and their ability to meet new challenges. P&R must also address larger-scale questions, such as how the current realignment of forces to the Asia-Pacific area and other regions will affect recruitment, readiness, and retention. While DoD makes use of large-scale data and mathematical analysis in intelligence, surveillance, reconnaissance, and elsewhereâ€"exploiting techniques such as complex network analysis, machine learning, streaming social media analysis, and anomaly detectionâ€"these skills and capabilities have not been applied as well to the personnel and readiness enterprise. Strengthening Data Science Methods for Department of Defense Personnel and Readiness Missions offers and roadmap and implementation plan for the integration of data analysis in support of decisions within the purview of P&R.

The Integrated Application of Effective Approaches in Supply Chain Networks

Author : Ramin Rostamkhani
Publisher : Emerald Group Publishing
ISBN 13 : 1835496326
Total Pages : 101 pages
Book Rating : 4.8/5 (354 download)

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Book Synopsis The Integrated Application of Effective Approaches in Supply Chain Networks by : Ramin Rostamkhani

Download or read book The Integrated Application of Effective Approaches in Supply Chain Networks written by Ramin Rostamkhani and published by Emerald Group Publishing. This book was released on 2024-04-04 with total page 101 pages. Available in PDF, EPUB and Kindle. Book excerpt: Expanding the application of diverse techniques belonging to different branches of science, The Integrated Application of Effective Approaches in Supply Chain Networks creates coordination and integration for the analysis of supply network data.

Introduction to Internet of Things in Management Science and Operations Research

Author : Fausto Pedro García Márquez
Publisher : Springer Nature
ISBN 13 : 3030746445
Total Pages : 315 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Introduction to Internet of Things in Management Science and Operations Research by : Fausto Pedro García Márquez

Download or read book Introduction to Internet of Things in Management Science and Operations Research written by Fausto Pedro García Márquez and published by Springer Nature. This book was released on 2021-09-28 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to provide relevant theoretical frameworks and the latest empirical research findings in Internet of Things (IoT) in Management Science and Operations Research. It starts with basic concept and present cases, applications, theory, and potential future. The contributed chapters to the book cover wide array of topics as space permits. Examples are from smart industry; city; transportation; home and smart devices. They present future applications, trends, and potential future of this new discipline. Specifically, this book provides an interface between the main disciplines of engineering/technology and the organizational, administrative, and planning capabilities of managing IoT. This book deals with the implementation of latest IoT research findings in practice at the global economy level, at networks and organizations, at teams and work groups and, finally, IoT at the level of players in the networked environments. This book is intended for professionals in the field of engineering, information science, mathematics, economics, and researchers who wish to develop new skills in IoT, or who employ the IoT discipline as part of their work. It will improve their understanding of the strategic role of IoT at various levels of the information and knowledge organization. The book is complemented by a second volume of the same editors with practical cases.

Procurement Analytics

Author : Christian Mandl
Publisher : Springer Nature
ISBN 13 : 3031432819
Total Pages : 279 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Procurement Analytics by : Christian Mandl

Download or read book Procurement Analytics written by Christian Mandl and published by Springer Nature. This book was released on 2023-12-28 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique textbook explicitly addresses the intersection of advanced analytics and procurement. It is motivated by one core question: How can firms generate (economic) value from procurement data? It demonstrates that procurement is one of the major functions within a firm where data analytics, artificial intelligence, and operations research can successfully be leveraged to reduce cost and risk and to achieve resilience and sustainability goals. The book provides a methods-based overview of data-driven optimization of purchasing decisions. Besides presenting key concepts and applications, it particularly focuses on implementation, so as to help (future) procurement managers and data scientists quickly evaluate the value generated by a given data-driven solution. What sets this textbook apart is its combination of rigorous, state-of-the-art methodologies from academic research and first-hand experience from various application-oriented consulting projects in a range of industries. Though primarily intended for graduate students with a major in procurement and supply chain management, the book will also benefit purchasing managers with and without specific knowledge of advanced analytics techniques, and data scientists with and without specific experience in procurement.

Business Analytics, Volume I

Author : Amar Sahay
Publisher : Business Expert Press
ISBN 13 : 1631573322
Total Pages : 206 pages
Book Rating : 4.6/5 (315 download)

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Book Synopsis Business Analytics, Volume I by : Amar Sahay

Download or read book Business Analytics, Volume I written by Amar Sahay and published by Business Expert Press. This book was released on 2018-08-23 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Business Analytics: A Data-Driven Decision Making Approach for Business-Part I,/i> provides an overview of business analytics (BA), business intelligence (BI), and the role and importance of these in the modern business decision-making. The book discusses all these areas along with three main analytics categories: (1) descriptive, (2) predictive, and (3) prescriptive analytics with their tools and applications in business. This volume focuses on descriptive analytics that involves the use of descriptive and visual or graphical methods, numerical methods, as well as data analysis tools, big data applications, and the use of data dashboards to understand business performance. The highlights of this volume are: Business analytics at a glance; Business intelligence (BI), data analytics; Data, data types, descriptive analytics; Data visualization tools; Data visualization with big data; Descriptive analytics-numerical methods; Case analysis with computer applications.

Globalization of Professional Services

Author : Ulrich Bäumer
Publisher : Springer Science & Business Media
ISBN 13 : 3642291813
Total Pages : 274 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Globalization of Professional Services by : Ulrich Bäumer

Download or read book Globalization of Professional Services written by Ulrich Bäumer and published by Springer Science & Business Media. This book was released on 2012-06-05 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the past, services had a strong local and national focus. Professional services were very likely to be independently and autonomously organized from country to country in order to cater to local needs and local legal requirements. This has since changed radically, and highly integrated business and delivery models around the globe have become the status quo in clients’ businesses and strategies. Serving clients on a global level requires professional services firms to adopt a structural change from local to distributed global sales and delivery. This book brings together many years of experience, current perspectives and future ideas of international business practitioners, academics, and market researchers. Along those lines it is structured into four parts. Part I “Winning Strategies and Innovative Ideas” lays the book’s foundation: it discusses core strategies behind the globalization movement and introduces the major paradigms and ideas. Part II “Successful Processes for Realization” provides solutions for how to establish successful processes for delivering global professional services. Part III “Inspired Talent Management” goes to the core of the professional services industry: attracting, developing, and keeping the right talent in the right locations. Finally, Part IV offers “Experiences and Case Studies” on all aspects related to successfully building a globalized professional services firm. In short, this handbook provides professional services firms and their clients alike with a sound foundation for responding strategically to fundamental global changes and turning them into business advantages. It offers a comprehensive perspective of why and how to successfully globalize a professional services firm.

Integration of Constraint Programming, Artificial Intelligence, and Operations Research

Author : Peter J. Stuckey
Publisher : Springer Nature
ISBN 13 : 3030782301
Total Pages : 468 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Integration of Constraint Programming, Artificial Intelligence, and Operations Research by : Peter J. Stuckey

Download or read book Integration of Constraint Programming, Artificial Intelligence, and Operations Research written by Peter J. Stuckey and published by Springer Nature. This book was released on 2021-06-17 with total page 468 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume LNCS 12735 constitutes the papers of the 18th International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, CPAIOR 2021, which was held in Vienna, Austria, in 2021. Due to the COVID-19 pandemic the conference was held online. The 30 regular papers presented were carefully reviewed and selected from a total of 75 submissions. The conference program included a Master Class on the topic "Explanation and Verification of Machine Learning Models".

Analytics and Knowledge Management

Author : Suliman Hawamdeh
Publisher : CRC Press
ISBN 13 : 1351806998
Total Pages : 312 pages
Book Rating : 4.3/5 (518 download)

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Book Synopsis Analytics and Knowledge Management by : Suliman Hawamdeh

Download or read book Analytics and Knowledge Management written by Suliman Hawamdeh and published by CRC Press. This book was released on 2018-08-06 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: The process of transforming data into actionable knowledge is a complex process that requires the use of powerful machines and advanced analytics technique. Analytics and Knowledge Management examines the role of analytics in knowledge management and the integration of big data theories, methods, and techniques into an organizational knowledge management framework. Its chapters written by researchers and professionals provide insight into theories, models, techniques, and applications with case studies examining the use of analytics in organizations. The process of transforming data into actionable knowledge is a complex process that requires the use of powerful machines and advanced analytics techniques. Analytics, on the other hand, is the examination, interpretation, and discovery of meaningful patterns, trends, and knowledge from data and textual information. It provides the basis for knowledge discovery and completes the cycle in which knowledge management and knowledge utilization happen. Organizations should develop knowledge focuses on data quality, application domain, selecting analytics techniques, and on how to take actions based on patterns and insights derived from analytics. Case studies in the book explore how to perform analytics on social networking and user-based data to develop knowledge. One case explores analyze data from Twitter feeds. Another examines the analysis of data obtained through user feedback. One chapter introduces the definitions and processes of social media analytics from different perspectives as well as focuses on techniques and tools used for social media analytics. Data visualization has a critical role in the advancement of modern data analytics, particularly in the field of business intelligence and analytics. It can guide managers in understanding market trends and customer purchasing patterns over time. The book illustrates various data visualization tools that can support answering different types of business questions to improve profits and customer relationships. This insightful reference concludes with a chapter on the critical issue of cybersecurity. It examines the process of collecting and organizing data as well as reviewing various tools for text analysis and data analytics and discusses dealing with collections of large datasets and a great deal of diverse data types from legacy system to social networks platforms.

Analytics in Healthcare

Author : Christo El Morr
Publisher : Springer
ISBN 13 : 3030045064
Total Pages : 113 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Analytics in Healthcare by : Christo El Morr

Download or read book Analytics in Healthcare written by Christo El Morr and published by Springer. This book was released on 2019-01-21 with total page 113 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a practical introduction to healthcare analytics that does not require a background in data science or statistics. It presents the basics of data, analytics and tools and includes multiple examples of their applications in the field. The book also identifies practical challenges that fuel the need for analytics in healthcare as well as the solutions to address these problems. In the healthcare field, professionals have access to vast amount of data in the form of staff records, electronic patient record, clinical findings, diagnosis, prescription drug, medical imaging procedure, mobile health, resources available, etc. Managing the data and analyzing it to properly understand it and use it to make well-informed decisions can be a challenge for managers and health care professionals. A new generation of applications, sometimes referred to as end-user analytics or self-serve analytics, are specifically designed for non-technical users such as managers and business professionals. The ability to use these increasingly accessible tools with the abundant data requires a basic understanding of the core concepts of data, analytics, and interpretation of outcomes. This book is a resource for such individuals to demystify and learn the basics of data management and analytics for healthcare, while also looking towards future directions in the field.

Engineering Analytics

Author : Luis Rabelo
Publisher : CRC Press
ISBN 13 : 1000453758
Total Pages : 283 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Engineering Analytics by : Luis Rabelo

Download or read book Engineering Analytics written by Luis Rabelo and published by CRC Press. This book was released on 2021-09-26 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: Engineering analytics is becoming a necessary skill for every engineer. Areas such as Operations Research, Simulation, and Machine Learning can be totally transformed through massive volumes of data. This book is intended to be an introduction to Engineering Analytics that can be used to improve performance tracking, customer segmentation for resource optimization, patterns and classification strategies, and logistics control towers. Basic methods in the areas of visual, descriptive, predictive, and prescriptive analytics and Big Data are introduced. Industrial case studies and example problem demonstrations are used throughout the book to reinforce the concepts and applications. The book goes on to cover visual analytics and its relationships, simulation from the respective dimensions and Machine Learning and Artificial Intelligence from different paradigms viewpoints. The book is intended for professionals wanting to work on analytical problems, for Engineering students, Researchers, Chief-Technology Officers, and Directors that work within the areas and fields of Industrial Engineering, Computer Science, Statistics, Electrical Engineering Operations Research, and Big Data.