Stochastic Modeling And Analytics In Healthcare Delivery Systems

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Stochastic Modeling And Analytics In Healthcare Delivery Systems

Jingshan Li,Nan Kong,Xiaolei Xie
Stochastic Modeling And Analytics In Healthcare Delivery Systems Book PDF

Author : Jingshan Li,Nan Kong,Xiaolei Xie
Publisher : World Scientific
Page : 324 pages
File Size : 48,8 Mb
Release : 2017-09-22
Category : Medical
ISBN : 9789813220867

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Stochastic Modeling And Analytics In Healthcare Delivery Systems by Jingshan Li,Nan Kong,Xiaolei Xie Pdf

In recent years, there has been an increased interest in the field of healthcare delivery systems. Scientists and practitioners are constantly searching for ways to improve the safety, quality and efficiency of these systems in order to achieve better patient outcome.This book focuses on the research and best practices in healthcare engineering and technology assessment. With contributions from researchers in the fields of healthcare system stochastic modeling, simulation, optimization and management, this is a valuable read.

Recent Trends in Signal and Image Processing

Siddhartha Bhattacharyya,Leo Mršić,Maja Brkljačić,Joseph Varghese Kureethara,Mario Koeppen
Recent Trends in Signal and Image Processing Book PDF

Author : Siddhartha Bhattacharyya,Leo Mršić,Maja Brkljačić,Joseph Varghese Kureethara,Mario Koeppen
Publisher : Springer Nature
Page : 167 pages
File Size : 44,6 Mb
Release : 2021-04-01
Category : Technology & Engineering
ISBN : 9789813369665

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Recent Trends in Signal and Image Processing by Siddhartha Bhattacharyya,Leo Mršić,Maja Brkljačić,Joseph Varghese Kureethara,Mario Koeppen Pdf

This book gathers selected papers presented at the Third International Symposium on Signal and Image Processing (ISSIP 2020), organized by the Department of Information Technology, RCC Institute of Information Technology, Kolkata, during March 18–19, 2020. It presents fascinating, state-of-the-art research findings in the field of signal and image processing. It includes conference papers covering a wide range of signal processing applications involving filtering, encoding, classification, segmentation, clustering, feature extraction, denoising, watermarking, object recognition, reconstruction and fractal analysis. It addresses various types of signals, such as image, video, speech, non-speech audio, handwritten text, geometric diagram, ECG and EMG signals; MRI, PET and CT scan images; THz signals; solar wind speed signals (SWS); and photoplethysmogram (PPG) signals, and demonstrates how new paradigms of intelligent computing, like quantum computing, can be applied to process and analyze signals precisely and effectively.

Healthcare Analytics

Hui Yang,Eva K. Lee
Healthcare Analytics Book PDF

Author : Hui Yang,Eva K. Lee
Publisher : John Wiley & Sons
Page : 632 pages
File Size : 41,9 Mb
Release : 2016-10-13
Category : Business & Economics
ISBN : 9781119374640

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Healthcare Analytics by Hui Yang,Eva K. Lee Pdf

Features of statistical and operational research methods and tools being used to improve the healthcare industry With a focus on cutting-edge approaches to the quickly growing field of healthcare, Healthcare Analytics: From Data to Knowledge to Healthcare Improvement provides an integrated and comprehensive treatment on recent research advancements in data-driven healthcare analytics in an effort to provide more personalized and smarter healthcare services. Emphasizing data and healthcare analytics from an operational management and statistical perspective, the book details how analytical methods and tools can be utilized to enhance healthcare quality and operational efficiency. Organized into two main sections, Part I features biomedical and health informatics and specifically addresses the analytics of genomic and proteomic data; physiological signals from patient-monitoring systems; data uncertainty in clinical laboratory tests; predictive modeling; disease modeling for sepsis; and the design of cyber infrastructures for early prediction of epidemic events. Part II focuses on healthcare delivery systems, including system advances for transforming clinic workflow and patient care; macro analysis of patient flow distribution; intensive care units; primary care; demand and resource allocation; mathematical models for predicting patient readmission and postoperative outcome; physician–patient interactions; insurance claims; and the role of social media in healthcare. Healthcare Analytics: From Data to Knowledge to Healthcare Improvement also features: • Contributions from well-known international experts who shed light on new approaches in this growing area • Discussions on contemporary methods and techniques to address the handling of rich and large-scale healthcare data as well as the overall optimization of healthcare system operations • Numerous real-world examples and case studies that emphasize the vast potential of statistical and operational research tools and techniques to address the big data environment within the healthcare industry • Plentiful applications that showcase analytical methods and tools tailored for successful healthcare systems modeling and improvement The book is an ideal reference for academics and practitioners in operations research, management science, applied mathematics, statistics, business, industrial and systems engineering, healthcare systems, and economics. Healthcare Analytics: From Data to Knowledge to Healthcare Improvement is also appropriate for graduate-level courses typically offered within operations research, industrial engineering, business, and public health departments.

Handbook of Healthcare Analytics

Tinglong Dai,Sridhar Tayur
Handbook of Healthcare Analytics Book PDF

Author : Tinglong Dai,Sridhar Tayur
Publisher : John Wiley & Sons
Page : 482 pages
File Size : 42,9 Mb
Release : 2018-10-16
Category : Business & Economics
ISBN : 9781119300946

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Handbook of Healthcare Analytics by Tinglong Dai,Sridhar Tayur Pdf

How can analytics scholars and healthcare professionals access the most exciting and important healthcare topics and tools for the 21st century? Editors Tinglong Dai and Sridhar Tayur, aided by a team of internationally acclaimed experts, have curated this timely volume to help newcomers and seasoned researchers alike to rapidly comprehend a diverse set of thrusts and tools in this rapidly growing cross-disciplinary field. The Handbook covers a wide range of macro-, meso- and micro-level thrusts—such as market design, competing interests, global health, personalized medicine, residential care and concierge medicine, among others—and structures what has been a highly fragmented research area into a coherent scientific discipline. The handbook also provides an easy-to-comprehend introduction to five essential research tools—Markov decision process, game theory and information economics, queueing games, econometric methods, and data science—by illustrating their uses and applicability on examples from diverse healthcare settings, thus connecting tools with thrusts. The primary audience of the Handbook includes analytics scholars interested in healthcare and healthcare practitioners interested in analytics. This Handbook: Instills analytics scholars with a way of thinking that incorporates behavioral, incentive, and policy considerations in various healthcare settings. This change in perspective—a shift in gaze away from narrow, local and one-off operational improvement efforts that do not replicate, scale or remain sustainable—can lead to new knowledge and innovative solutions that healthcare has been seeking so desperately. Facilitates collaboration between healthcare experts and analytics scholar to frame and tackle their pressing concerns through appropriate modern mathematical tools designed for this very purpose. The handbook is designed to be accessible to the independent reader, and it may be used in a variety of settings, from a short lecture series on specific topics to a semester-long course.

Applications of Operations Research to Health Care Delivery Systems

Brant E. Fries
Applications of Operations Research to Health Care Delivery Systems Book PDF

Author : Brant E. Fries
Publisher : Springer Science & Business Media
Page : 113 pages
File Size : 51,6 Mb
Release : 2013-03-13
Category : Medical
ISBN : 9783642931673

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Applications of Operations Research to Health Care Delivery Systems by Brant E. Fries Pdf

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Supply Chain Engineering and Logistics Handbook

Erick C. Jones
Supply Chain Engineering and Logistics Handbook Book PDF

Author : Erick C. Jones
Publisher : CRC Press
Page : 734 pages
File Size : 40,9 Mb
Release : 2019-11-12
Category : Business & Economics
ISBN : 9781351658546

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Supply Chain Engineering and Logistics Handbook by Erick C. Jones Pdf

This handbook begins with the history of Supply Chain (SC) Engineering, it goes on to explain how the SC is connected today, and rounds out with future trends. The overall merit of the book is that it introduces a framework similar to sundial that allows an organization to determine where their company may fall on the SC Technology Scale. The book will describe those who are using more historic technologies, companies that are using current collaboration tools for connecting their SC to other global SCs, and the SCs that are moving more towards cutting edge technologies. This book will be a handbook for practitioners, a teaching resource for academics, and a guide for military contractors. Some figures in the eBook will be in color. Presents a decision model for choosing the best Supply Chain Engineering (SCE) strategies for Service and Manufacturing Operations with respect to Industrial Engineering and Operations Research techniques Offers an economic comparison model for evaluating SCE strategies for manufacturing outsourcing as opposed to keeping operations in-house Demonstrates how to integrate automation techniques such as RFID into planning and distribution operations Provides case studies of SC inventory reductions using automation from AIT and RFID research Covers planning and scheduling, as well as transportation and SC theory and problems

Knowledge Modelling and Big Data Analytics in Healthcare

Mayuri Mehta,Kalpdrum Passi,Indranath Chatterjee,Rajan Patel
Knowledge Modelling and Big Data Analytics in Healthcare Book PDF

Author : Mayuri Mehta,Kalpdrum Passi,Indranath Chatterjee,Rajan Patel
Publisher : CRC Press
Page : 362 pages
File Size : 43,5 Mb
Release : 2021-12-09
Category : Computers
ISBN : 9781000477764

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Knowledge Modelling and Big Data Analytics in Healthcare by Mayuri Mehta,Kalpdrum Passi,Indranath Chatterjee,Rajan Patel Pdf

Knowledge Modelling and Big Data Analytics in Healthcare: Advances and Applications focuses on automated analytical techniques for healthcare applications used to extract knowledge from a vast amount of data. It brings together a variety of different aspects of the healthcare system and aids in the decision-making processes for healthcare professionals. The editors connect four contemporary areas of research rarely brought together in one book: artificial intelligence, big data analytics, knowledge modelling, and healthcare. They present state-of-the-art research from the healthcare sector, including research on medical imaging, healthcare analysis, and the applications of artificial intelligence in drug discovery. This book is intended for data scientists, academicians, and industry professionals in the healthcare sector.

Primary Care Delivery System

Xiang Zhong
Primary Care Delivery System Book PDF

Author : Xiang Zhong
Publisher : Unknown
Page : 0 pages
File Size : 54,7 Mb
Release : 2016
Category : Electronic
ISBN : OCLC:969984182

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Primary Care Delivery System by Xiang Zhong Pdf

Primary care, the backbone of the nation's health care system, is at a grave risk of collapse. There exists a strong call for improving patients' accessibility to care and enhancing providers' operational efficiency. Therefore, our goals in this study are to establish an analytical framework for modeling primary care delivery system and investigate the impact of electronic visits (e-visits) as an alternative to traditional care on care provider's productivity and patient's accessibility. To achieve these goals, we start with modeling care service operations within patient rooms. A stochastic modeling framework is introduced to describe the workflow in outpatient clinics, and is also applicable to model hospital emergency departments and urgent care units. Furthermore, to resolve the dimensionality issue when extending the modeling scope to large-scale systems with shared resources, an iterative method, referred to as the shared resource iteration is proposed. Services within one exam room are modeled using the aforementioned approach and a convergent iterative method is applied to analyze the systems with two or more exam rooms. On the other hand, many health care organizations have introduced online programs, referred to as e-visits, to provide patient-physician communication through securing messages. To investigate e-visits' impact on primary care delivery, a queueing framework to study primary care physicians' operations coordinating patients' office visits, e-visits, and other non-direct care tasks is established. Analytical formulas to evaluate the average patient lengths of visit and their variances for both office visits and e-visits are derived. System monotonic properties are investigated and the conditions of when e-visits can lead to an improved access are identified. Finally, to illustrate the applicability of the modeling scheme, case studies at the GI clinic of the University of Wisconsin Health Digestive Health Center (DHC) and the Breast Imaging Center of the University of Wisconsin Medical Foundation (UWMF) are presented. Ways to improve the operational efficiency and to accommodate the rising patient demand are identified. The rigorous models and methods introduced in this dissertation provide quantitative tools for care providers to apprehend care delivery operations and design effective care delivery policies.

Healthcare 4.0

Janya Chanchaichujit,Albert Tan,Fanwen Meng,Sarayoot Eaimkhong
Healthcare 4 0 Book PDF

Author : Janya Chanchaichujit,Albert Tan,Fanwen Meng,Sarayoot Eaimkhong
Publisher : Springer
Page : 202 pages
File Size : 54,7 Mb
Release : 2019-07-23
Category : Science
ISBN : 9789811381140

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Healthcare 4.0 by Janya Chanchaichujit,Albert Tan,Fanwen Meng,Sarayoot Eaimkhong Pdf

This book aims to demonstrate the benefits of implementing Industry 4.0 in healthcare services and to recommend a framework to support this implementation. Key topics in this book include: (1) Discovering emerging technologies and techniques to support Healthcare 4.0, this includes the Internet of Things (IOT) , Big data analytics, Blockchain, Artificial Intelligence (AI) , Optimisation and Predictive Analytics; (2) Illustrating some examples of such advanced implementation in Healthcare 4.0; (3) Recommending a development process to develop health technology start-ups and entrepreneurial activities; and (4) Discuss the transformation methodology used to redesign healthcare processes in order to overcome the challenges of implementing a Healthcare 4.0 project.

Intelligent Systems in Digital Transformation

Cengiz Kahraman,Elif Haktanır
Intelligent Systems in Digital Transformation Book PDF

Author : Cengiz Kahraman,Elif Haktanır
Publisher : Springer Nature
Page : 626 pages
File Size : 41,8 Mb
Release : 2022-11-14
Category : Technology & Engineering
ISBN : 9783031165986

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Intelligent Systems in Digital Transformation by Cengiz Kahraman,Elif Haktanır Pdf

This book states that intelligent digital transformation is the process of using artificial intelligence techniques in digital technologies such as machine learning, natural language processing, automation and robotics to transform existing non-digital business processes and services to meet with the evolving market and customer expectations. This book including 26 chapters, each written by their experts, focuses on revealing the reflection of digital transformation in our business and social life under emerging conditions through intelligent systems. Intelligent digital transformation examples from almost all sectors including health, education, manufacturing, tourism, insurance, smart cities, banking, energy and transportation are introduced by theory and applications. The intended readers are managers responsible for digital transformation, intelligent systems researchers, lecturers, and MSc and PhD students studying digital transformation.

Human Resource Management, 2nd Edition

Seema Sanghi
Human Resource Management 2nd Edition Book PDF

Author : Seema Sanghi
Publisher : Vikas Publishing House
Page : 483 pages
File Size : 54,8 Mb
Release : 2024-06-30
Category : Electronic
ISBN : 9789354535055

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Human Resource Management, 2nd Edition by Seema Sanghi Pdf

The second edition is crispier as it covers topical subjects and some novel features. The book is insightful and practical and takes the reader through the concepts to applications of Human Resource Management. It is interspersed with examples from national and international organizations. Thus it brings various HR aspects from countries across the world, bringing in the global perspective to all HR issues. The book has a proven track record of guiding students of management successfully through their studies. It also helps line managers who have to deal with HR issues in their day-to-day handling of tricky questions.

Women in Industrial and Systems Engineering

Alice E. Smith
Women in Industrial and Systems Engineering Book PDF

Author : Alice E. Smith
Publisher : Springer Nature
Page : 609 pages
File Size : 41,5 Mb
Release : 2019-09-13
Category : Technology & Engineering
ISBN : 9783030118662

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Women in Industrial and Systems Engineering by Alice E. Smith Pdf

This book presents a diversity of innovative and impactful research in the field of industrial and systems engineering (ISE) led by women investigators. After a Foreword by Margaret L. Brandeau, an eminent woman scholar in the field, the book is divided into the following sections: Analytics, Education, Health, Logistics, and Production. Also included is a comprehensive biography on the historic luminary of industrial engineering, Lillian Moeller Gilbreth. Each chapter presents an opportunity to learn about the impact of the field of industrial and systems engineering and women’s important contributions to it. Topics range from big data analysis, to improving cancer treatment, to sustainability in product design, to teamwork in engineering education. A total of 24 topics touch on many of the challenges facing the world today and these solutions by women researchers are valuable for their technical innovation and excellence and their non-traditional perspective. Found within each author’s biography are their motivations for entering the field and how they view their contributions, providing inspiration and guidance to those entering industrial engineering.

Advances and Trends in Optimization with Engineering Applications

Tamas Terlaky,Miguel F. Anjos,Shabbir Ahmed
Advances and Trends in Optimization with Engineering Applications Book PDF

Author : Tamas Terlaky,Miguel F. Anjos,Shabbir Ahmed
Publisher : SIAM
Page : 730 pages
File Size : 55,6 Mb
Release : 2017-04-26
Category : Mathematics
ISBN : 9781611974676

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Advances and Trends in Optimization with Engineering Applications by Tamas Terlaky,Miguel F. Anjos,Shabbir Ahmed Pdf

Optimization is of critical importance in engineering. Engineers constantly strive for the best possible solutions, the most economical use of limited resources, and the greatest efficiency. As system complexity increases, these goals mandate the use of state-of-the-art optimization techniques. In recent years, the theory and methodology of optimization have seen revolutionary improvements. Moreover, the exponential growth in computational power, along with the availability of multicore computing with virtually unlimited memory and storage capacity, has fundamentally changed what engineers can do to optimize their designs. This is a two-way process: engineers benefit from developments in optimization methodology, and challenging new classes of optimization problems arise from novel engineering applications. Advances and Trends in Optimization with Engineering Applications reviews 10 major areas of optimization and related engineering applications, providing a broad summary of state-of-the-art optimization techniques most important to engineering practice. Each part provides a clear overview of a specific area and discusses a range of real-world problems. The book provides a solid foundation for engineers and mathematical optimizers alike who want to understand the importance of optimization methods to engineering and the capabilities of these methods.

Analytics, Operations, and Strategic Decision Making in the Public Sector

Evans, Gerald William,Biles, William E.,Bae, Ki-Hwan G.
Analytics Operations and Strategic Decision Making in the Public Sector Book PDF

Author : Evans, Gerald William,Biles, William E.,Bae, Ki-Hwan G.
Publisher : IGI Global
Page : 441 pages
File Size : 54,8 Mb
Release : 2019-02-15
Category : Political Science
ISBN : 9781522575924

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Analytics, Operations, and Strategic Decision Making in the Public Sector by Evans, Gerald William,Biles, William E.,Bae, Ki-Hwan G. Pdf

Analytics for the public sector involves the application of operations research and statistical techniques to solve various problems existing outside of the private sector. The use of analytics for the public sector results in more efficient and effective services for the clients and users of these systems. Analytics, Operations, and Strategic Decision Making in the Public Sector is an essential reference source that discusses analytics applications in various public sector organizations, and addresses the difficulties associated with the design and operation of these systems including multiple conflicting objectives, uncertainties and resulting risk, ill-structured nature, combinatorial design aspects, and scale. Featuring research on topics such as analytical modeling techniques, data mining, and statistical analysis, this book is ideally designed for academicians, educators, researchers, students, and public sector professionals including those in local, state, and federal governments; criminal justice systems; healthcare; energy and natural resources; waste management; emergency response; and the military.

Big Data Analytics in Healthcare

Anand J. Kulkarni,Patrick Siarry,Pramod Kumar Singh,Ajith Abraham,Mengjie Zhang,Albert Zomaya,Fazle Baki
Big Data Analytics in Healthcare Book PDF

Author : Anand J. Kulkarni,Patrick Siarry,Pramod Kumar Singh,Ajith Abraham,Mengjie Zhang,Albert Zomaya,Fazle Baki
Publisher : Springer Nature
Page : 187 pages
File Size : 52,5 Mb
Release : 2019-10-01
Category : Technology & Engineering
ISBN : 9783030316723

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Big Data Analytics in Healthcare by Anand J. Kulkarni,Patrick Siarry,Pramod Kumar Singh,Ajith Abraham,Mengjie Zhang,Albert Zomaya,Fazle Baki Pdf

This book includes state-of-the-art discussions on various issues and aspects of the implementation, testing, validation, and application of big data in the context of healthcare. The concept of big data is revolutionary, both from a technological and societal well-being standpoint. This book provides a comprehensive reference guide for engineers, scientists, and students studying/involved in the development of big data tools in the areas of healthcare and medicine. It also features a multifaceted and state-of-the-art literature review on healthcare data, its modalities, complexities, and methodologies, along with mathematical formulations. The book is divided into two main sections, the first of which discusses the challenges and opportunities associated with the implementation of big data in the healthcare sector. In turn, the second addresses the mathematical modeling of healthcare problems, as well as current and potential future big data applications and platforms.