Application Of Advanced Optimization Techniques For Healthcare Analytics

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Application of Advanced Optimization Techniques for Healthcare Analytics

Author : Mohamed Abdel-Basset
Publisher : CRC Press
ISBN 13 : 1000852814
Total Pages : 245 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Application of Advanced Optimization Techniques for Healthcare Analytics by : Mohamed Abdel-Basset

Download or read book Application of Advanced Optimization Techniques for Healthcare Analytics written by Mohamed Abdel-Basset and published by CRC Press. This book was released on 2023-04-11 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: Application of Advanced Optimization Techniques for Healthcare Analytics, 1st Edition, is an excellent compilation of current and advanced optimization techniques which can readily be applied to solve different hospital management problems. The healthcare system is currently a topic of significant investigation to make life easier for those who are disabled, old, or sick, as well as for young children. The emphasis of the healthcare system has evolved throughout time due to several emerging beneficial technologies, such as personal digital assistants (PDAs), data mining, the internet of things, metaheuristics, fog computing, and cloud computing. Metaheuristics are strong technology for tackling several optimization problems in various fields, especially healthcare systems. The primary advantage of metaheuristic algorithms is their ability to find a better solution to a healthcare problem and their ability to consume as little time as possible. In addition, metaheuristics are more flexible compared to several other optimization techniques. These algorithms are not related to a specific optimization problem but could be applied to any optimization problem by making some small adaptations to become suitable to tackle it. The successful outcome of this book will enable a decision-maker or practitioner to pick a suitable optimization approach when making decisions to schedule patients under crowding environments with minimized human errors.

Applications of Advanced Optimization Techniques in Industrial Engineering

Author : Abhinav Goel
Publisher : CRC Press
ISBN 13 : 1000544877
Total Pages : 232 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Applications of Advanced Optimization Techniques in Industrial Engineering by : Abhinav Goel

Download or read book Applications of Advanced Optimization Techniques in Industrial Engineering written by Abhinav Goel and published by CRC Press. This book was released on 2022-03-15 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides different approaches used to analyze, draw attention, and provide an understanding of the advancements in the optimization field across the globe. It brings all of the latest methodologies, tools, and techniques related to optimization and industrial engineering into a single volume to build insights towards the latest advancements in various domains. Applications of Advanced Optimization Techniques in Industrial Engineering includes the basic concept of optimization, techniques, and applications related to industrial engineering. Concepts are introduced in a sequential way along with explanations, illustrations, and solved examples. The book goes on to explore applications of operations research and covers empirical properties of a variety of engineering disciplines. It presents network scheduling, production planning, industrial and manufacturing system issues, and their implications in the real world. The book caters to academicians, researchers, professionals in inventory analytics, business analytics, investment managers, finance firms, storage-related managers, and engineers working in engineering industries and data management fields.

Artificial Intelligence in Healthcare

Author : Adam Bohr
Publisher : Academic Press
ISBN 13 : 0128184396
Total Pages : 385 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Artificial Intelligence in Healthcare by : Adam Bohr

Download or read book Artificial Intelligence in Healthcare written by Adam Bohr and published by Academic Press. This book was released on 2020-06-21 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data

Handbook of Healthcare Operations Management

Author : Brian T. Denton
Publisher : Springer Science & Business Media
ISBN 13 : 1461458854
Total Pages : 542 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Handbook of Healthcare Operations Management by : Brian T. Denton

Download or read book Handbook of Healthcare Operations Management written by Brian T. Denton and published by Springer Science & Business Media. This book was released on 2013-02-28 with total page 542 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the Preface: Collectively, the chapters in this book address application domains including inpatient and outpatient services, public health networks, supply chain management, and resource constrained settings in developing countries. Many of the chapters provide specific examples or case studies illustrating the applications of operations research methods across the globe, including Africa, Australia, Belgium, Canada, the United Kingdom, and the United States. Chapters 1-4 review operations research methods that are most commonly applied to health care operations management including: queuing, simulation, and mathematical programming. Chapters 5-7 address challenges related to inpatient services in hospitals such as surgery, intensive care units, and hospital wards. Chapters 8-10 cover outpatient services, the fastest growing part of many health systems, and describe operations research models for primary and specialty care services, and how to plan for patient no-shows. Chapters 12 – 16 cover topics related to the broader integration of health services in the context of public health, including optimizing the location of emergency vehicles, planning for mass vaccination events, and the coordination among different parts of a health system. Chapters 17-18 address supply chain management within hospitals, with a focus on pharmaceutical supply management, and the challenges of managing inventory for nursing units. Finally, Chapters 19-20 provide examples of important and emerging research in the realm of humanitarian logistics.

Population Health Analytics

Author : Martha L. Sylvia
Publisher : Jones & Bartlett Learning
ISBN 13 : 1284182479
Total Pages : 576 pages
Book Rating : 4.2/5 (841 download)

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Book Synopsis Population Health Analytics by : Martha L. Sylvia

Download or read book Population Health Analytics written by Martha L. Sylvia and published by Jones & Bartlett Learning. This book was released on 2021-03 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Binding: PB"--

Dynamic Capacity Management for Healthcare

Author : Pierce Story
Publisher : CRC Press
ISBN 13 : 1439819769
Total Pages : 220 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Dynamic Capacity Management for Healthcare by : Pierce Story

Download or read book Dynamic Capacity Management for Healthcare written by Pierce Story and published by CRC Press. This book was released on 2010-12-08 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: While hospitals can learn from other industries, they cannot be improved or run like factories. With work that is more individualized than standardized, and limited control over volume and arrivals, even the leanest-minded hospital must recognize that healthcare systems are more dynamic than nearly any work environment.Written with the creativity n

Optimization Based Data Mining: Theory and Applications

Author : Yong Shi
Publisher : Springer Science & Business Media
ISBN 13 : 0857295047
Total Pages : 314 pages
Book Rating : 4.8/5 (572 download)

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Book Synopsis Optimization Based Data Mining: Theory and Applications by : Yong Shi

Download or read book Optimization Based Data Mining: Theory and Applications written by Yong Shi and published by Springer Science & Business Media. This book was released on 2011-05-16 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: Optimization techniques have been widely adopted to implement various data mining algorithms. In addition to well-known Support Vector Machines (SVMs) (which are based on quadratic programming), different versions of Multiple Criteria Programming (MCP) have been extensively used in data separations. Since optimization based data mining methods differ from statistics, decision tree induction, and neural networks, their theoretical inspiration has attracted many researchers who are interested in algorithm development of data mining. Optimization based Data Mining: Theory and Applications, mainly focuses on MCP and SVM especially their recent theoretical progress and real-life applications in various fields. These include finance, web services, bio-informatics and petroleum engineering, which has triggered the interest of practitioners who look for new methods to improve the results of data mining for knowledge discovery. Most of the material in this book is directly from the research and application activities that the authors’ research group has conducted over the last ten years. Aimed at practitioners and graduates who have a fundamental knowledge in data mining, it demonstrates the basic concepts and foundations on how to use optimization techniques to deal with data mining problems.

Predictive Analytics of Psychological Disorders in Healthcare

Author : Mamta Mittal
Publisher : Springer Nature
ISBN 13 : 9811917248
Total Pages : 310 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Predictive Analytics of Psychological Disorders in Healthcare by : Mamta Mittal

Download or read book Predictive Analytics of Psychological Disorders in Healthcare written by Mamta Mittal and published by Springer Nature. This book was released on 2022-05-20 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses an interdisciplinary field which combines two major domains: healthcare and data analytics. It presents research studies by experts helping to fight discontent, distress, anxiety and unrealized potential by using mathematical models, machine learning, artificial intelligence, etc. and take preventive measures beforehand. Psychological disorders and biological abnormalities are significantly related with the applications of cognitive illnesses which has increased significantly in contemporary years and needs rapid investigation. The research content of this book is helpful for psychological undergraduates, health workers and their trainees, therapists, medical psychologists, and nurses.

Artificial Intelligence, Big Data, IOT and Block Chain in Healthcare: From Concepts to Applications

Author : Yousef Farhaoui
Publisher : Springer Nature
ISBN 13 : 3031650182
Total Pages : 581 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Artificial Intelligence, Big Data, IOT and Block Chain in Healthcare: From Concepts to Applications by : Yousef Farhaoui

Download or read book Artificial Intelligence, Big Data, IOT and Block Chain in Healthcare: From Concepts to Applications written by Yousef Farhaoui and published by Springer Nature. This book was released on with total page 581 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Healthcare Big Data Analytics

Author : Akash Kumar Bhoi
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110750945
Total Pages : 354 pages
Book Rating : 4.1/5 (17 download)

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Book Synopsis Healthcare Big Data Analytics by : Akash Kumar Bhoi

Download or read book Healthcare Big Data Analytics written by Akash Kumar Bhoi and published by Walter de Gruyter GmbH & Co KG. This book was released on 2024-03-18 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights how optimized big data applications can be used for patient monitoring and clinical diagnosis. In fact, IoT-based applications are data-driven and mostly employ modern optimization techniques. The book also explores challenges, opportunities, and future research directions, discussing the stages of data collection and pre-processing, as well as the associated challenges and issues in data handling and setup.

Optimized Computational Intelligence Driven Decision-Making

Author : Hrudaya Kumar Tripathy
Publisher : John Wiley & Sons
ISBN 13 : 1394242530
Total Pages : 372 pages
Book Rating : 4.3/5 (942 download)

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Book Synopsis Optimized Computational Intelligence Driven Decision-Making by : Hrudaya Kumar Tripathy

Download or read book Optimized Computational Intelligence Driven Decision-Making written by Hrudaya Kumar Tripathy and published by John Wiley & Sons. This book was released on 2024-07-30 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers a wide range of advanced techniques and approaches for designing and implementing computationally intelligent methods in different application domains which is of great use to not only researchers but also academicians and industry experts. Optimized Computational Intelligence (OCI) is a new, cutting-edge, and multidisciplinary research area that tackles the fundamental problems shared by modern informatics, biologically-inspired computation, software engineering, AI, cybernetics, cognitive science, medical science, systems science, philosophy, linguistics, economics, management science, and life sciences. OCI aims to apply modern computationally intelligent methods to generate optimum outcomes in various application domains. This book presents the latest technologies-driven material to explore optimized various computational intelligence domains. includes real-life case studies highlighting different advanced technologies in computational intelligence; provides a unique compendium of current and emerging hybrid intelligence paradigms for advanced informatics; reflects the diversity, complexity, and depth and breadth of this critical bio-inspired domain; offers a guided tour of computational intelligence algorithms, architecture design, and applications of learning in dealing with cognitive informatics challenges; presents a variety of intelligent and optimized techniques designed to represent, enhance, and empower multi-disciplinary and multi-institutional data analytics research in intelligent decision-making system dynamics; includes architectural models and applications-based augmented solutions for optimized computational intelligence. Audience The book will interest a range of engineers and researchers in information technology, computer science, and artificial intelligence working in the interdisciplinary field of computational intelligence.

Essentials of Healthcare Analytics

Author : Prof. Dr. R Gopal, Prof. Dr. Gagandeep Kaur Nagra, Dr. Priya Vij
Publisher : Notion Press
ISBN 13 :
Total Pages : 391 pages
Book Rating : 4.8/5 (954 download)

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Book Synopsis Essentials of Healthcare Analytics by : Prof. Dr. R Gopal, Prof. Dr. Gagandeep Kaur Nagra, Dr. Priya Vij

Download or read book Essentials of Healthcare Analytics written by Prof. Dr. R Gopal, Prof. Dr. Gagandeep Kaur Nagra, Dr. Priya Vij and published by Notion Press. This book was released on 2024-08-28 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a world where data-driven decisions can lead to changes in the land in health care, "Essentials of Healthcare Analytics" is the unique source of how to leverage that data to deliver better care at a lower cost and with better margins. This book delves deep into the great yet critical role that analytics play in health care and looks forward to how the technologies, methodologies, and best practices in this field are set to have their future defined. It could entail such diverse topics as foundational concepts through advanced applications, data integration, predictive modeling, and real-time analytics. Learn how to leverage state-of-the-art tools such as Python and R in data analysis and find out how machine learning and AI have changed patient care, personalized medicine, and healthcare management. Whether you are a working professional in healthcare, a data analyst, or a student who seeks to break into such an exciting field, Essentials of Healthcare Analytics will prepare you with knowledge and the right skill set to negotiate the complexities of healthcare through data and make this knowledge actionable for informed decisions. Embrace the future of healthcare with the deep understanding of how analytics can drive your organization towards innovation and efficiency.

Machine Learning and Analytics in Healthcare Systems

Author : Himani Bansal
Publisher : CRC Press
ISBN 13 : 1000406199
Total Pages : 275 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Machine Learning and Analytics in Healthcare Systems by : Himani Bansal

Download or read book Machine Learning and Analytics in Healthcare Systems written by Himani Bansal and published by CRC Press. This book was released on 2021-06-30 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides applications of machine learning in healthcare systems and seeks to close the gap between engineering and medicine. It will combine the design and problem-solving skills of engineering with health sciences, in order to advance healthcare treatment. The book will include areas such as diagnosis, monitoring, and therapy. The book will provide real-world case studies, gives a detailed exploration of applications in healthcare systems, offers multiple perspectives on a variety of disciplines, while also letting the reader know how to avoid some of the consequences of old methods with data sharing. The book can be used as a reference for practitioners, researchers and for students at basic and intermediary levels in Computer Science, Electronics and Communications.

Dynamic Neural Networks for Robot Systems: Data-Driven and Model-Based Applications

Author : Long Jin
Publisher : Frontiers Media SA
ISBN 13 : 2832552013
Total Pages : 301 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Dynamic Neural Networks for Robot Systems: Data-Driven and Model-Based Applications by : Long Jin

Download or read book Dynamic Neural Networks for Robot Systems: Data-Driven and Model-Based Applications written by Long Jin and published by Frontiers Media SA. This book was released on 2024-07-24 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: Neural network control has been a research hotspot in academic fields due to the strong ability of computation. One of its wildly applied fields is robotics. In recent years, plenty of researchers have devised different types of dynamic neural network (DNN) to address complex control issues in robotics fields in reality. Redundant manipulators are no doubt indispensable devices in industrial production. There are various works on the redundancy resolution of redundant manipulators in performing a given task with the manipulator model information known. However, it becomes knotty for researchers to precisely control redundant manipulators with unknown model to complete a cyclic-motion generation CMG task, to some extent. It is worthwhile to investigate the data-driven scheme and the corresponding novel dynamic neural network (DNN), which exploits learning and control simultaneously. Therefore, it is of great significance to further research the special control features and solve challenging issues to improve control performance from several perspectives, such as accuracy, robustness, and solving speed.

Cloud Data Science: Harnessing Azure Machine Learning with Python

Author : Peter Jones
Publisher : Walzone Press
ISBN 13 :
Total Pages : 174 pages
Book Rating : 4./5 ( download)

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Book Synopsis Cloud Data Science: Harnessing Azure Machine Learning with Python by : Peter Jones

Download or read book Cloud Data Science: Harnessing Azure Machine Learning with Python written by Peter Jones and published by Walzone Press. This book was released on 2024-10-15 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: Unlock the full potential of your data with "Cloud Data Science: Harnessing Azure Machine Learning with Python." This comprehensive guide equips you with the knowledge and skills to leverage the power of Azure Machine Learning and the versatility of Python to innovate and streamline your machine learning workflows. From setting up your Azure Machine Learning workspace to deploying sophisticated models, this book covers essential techniques and advanced methodologies in a clear, practical format. Dive into core topics such as data management, automated machine learning workflows, model optimization, and real-time monitoring to ensure your projects are scalable, efficient, and effective. Whether you're a data scientist, machine learning engineer, or a professional seeking to enhance your understanding of cloud-based machine learning, this book offers invaluable insights and hands-on examples to help you transform vast amounts of data into actionable insights. Explore real-world case studies across various industries, learn to overcome common challenges, and discover best practices for implementing machine learning projects successfully. "Cloud Data Science: Harnessing Azure Machine Learning with Python" is your gateway to mastering data science in the cloud and advancing your professional capabilities in the future of technology.

An Insight into University Medical and Health Science Courses

Author : Sunjoo Kang
Publisher : Frontiers Media SA
ISBN 13 : 2832509681
Total Pages : 149 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis An Insight into University Medical and Health Science Courses by : Sunjoo Kang

Download or read book An Insight into University Medical and Health Science Courses written by Sunjoo Kang and published by Frontiers Media SA. This book was released on 2022-12-26 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Applied Health Analytics and Informatics Using SAS

Author : Joseph M. Woodside
Publisher : SAS Institute
ISBN 13 : 1635266149
Total Pages : 439 pages
Book Rating : 4.6/5 (352 download)

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Book Synopsis Applied Health Analytics and Informatics Using SAS by : Joseph M. Woodside

Download or read book Applied Health Analytics and Informatics Using SAS written by Joseph M. Woodside and published by SAS Institute. This book was released on 2018-11-08 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leverage health data into insight! Applied Health Analytics and Informatics Using SAS describes health anamatics, a result of the intersection of data analytics and health informatics. Healthcare systems generate nearly a third of the world’s data, and analytics can help to eliminate medical errors, reduce readmissions, provide evidence-based care, demonstrate quality outcomes, and add cost-efficient care. This comprehensive textbook includes data analytics and health informatics concepts, along with applied experiential learning exercises and case studies using SAS Enterprise MinerTM within the healthcare industry setting. Topics covered include: Sampling and modeling health data – both structured and unstructured Exploring health data quality Developing health administration and health data assessment procedures Identifying future health trends Analyzing high-performance health data mining models Applied Health Analytics and Informatics Using SAS is intended for professionals, lifelong learners, senior-level undergraduates, graduate-level students in professional development courses, health informatics courses, health analytics courses, and specialized industry track courses. This textbook is accessible to a wide variety of backgrounds and specialty areas, including administrators, clinicians, and executives. This book is part of the SAS Press program.