Data Mining To Determine Risk In Medical Decisions

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Data Mining to Determine Risk in Medical Decisions

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Author by : Patricia B. Cerrito
Languange Used : English, France, Spanish, Italia and chinese
Page : 257
Isbn : 1607508389
Identifier : 9781607508380
Release : 2011-01-01
Publisher by : IOS Press
Category : Medical
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Description : Read Now Data Mining To Determine Risk In Medical Decisions by Patricia B. Cerrito and you can download with pub, pdf, txt, doc, and more file format with free account. demonstrates statistical techniques that can be used to investigate matters of risk that include kernel density estimation, predictive modeling, association rules and text analysis. this title discusses some of the flaws in models which may lead to misleading results.

Data Mining to Determine Risk in Medical Decisions

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Author by : P.B. Cerrito
Languange Used : English, France, Spanish, Italia and chinese
Page : 257
Isbn : 1607508397
Identifier : 9781607508397
Release : 2011-11-15
Publisher by : IOS Press
Category : Medical
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Description : Read Now Data Mining To Determine Risk In Medical Decisions by P.B. Cerrito and you can download with pub, pdf, txt, doc, and more file format with free account. decisions regarding the risks involved in medical treatments must belong to patients and their physicians – after all, it is the patient's health and life which is at stake. but patients will not be equipped for this decision-making process if they cannot be given some idea as to the risks and benefits of treatment. such risks are generally estimated by a consensus panel of specialist physicians using supporting medical literature. unfortunately, this literature does not always provide a good estimate of risk, particularly in the case of rare occurrences. this book demonstrates statistical techniques that can be used to investigate matters of risk. these include kernel density estimation, predictive modeling, association rules and text analysis. it also shows, through example, how these techniques can provide meaningful results, and examines current methods, discussing some of the flaws in models which may lead to misleading results. after a general introduction to the concept of medical risk, the subjects covered include the process by which rare occurrences are investigated in drugs or treatments, the trade-offs between risks and benefits, extrapolation of clinical trial results and the cost of healthcare in relation to risks. it also examines problems such as competing risks, error, and the use of group identities, as well as looking at the issue of futility. the book concludes with a chapter providing a general discussion and summary, and an appendix shows some of the processes for using sas enterprise miner to perform some of the models used in the text.

Data Mining to Determine Risk in Medical Decisions

Download Data Mining To Determine Risk In Medical Decisions Book or Ebook File with PDF Epub Audio and Full format File

Author by : Patricia B. Cerrito
Languange Used : English, France, Spanish, Italia and chinese
Page : 257
Isbn : 9781607508380
Identifier : 1607508389
Release : 2011
Publisher by : Ios PressInc
Category : Medical
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Description : Read Now Data Mining To Determine Risk In Medical Decisions by Patricia B. Cerrito and you can download with pub, pdf, txt, doc, and more file format with free account. decisions regarding the risks involved in medical treatments must belong to patients and their physicians - after all, it is the patient's health and life which is at stake. but patients will not be equipped for this decision-making process if they cannot be given some idea as to the risks and benefits of treatment. such risks are generally estimated by a consensus panel of specialist physicians using supporting medical literature. unfortunately, this literature does not always provide a good estimate of risk, particularly in the case of rare occurrences. this book demonstrates statistical tec.

Emerging Methods in Predictive Analytics: Risk Management and Decision-Making Risk Management and Decision-Making

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Author by : Hsu, William H.
Languange Used : English, France, Spanish, Italia and chinese
Page : 425
Isbn : 1466650648
Identifier : 9781466650640
Release : 2014-01-31
Publisher by : IGI Global
Category : Business & Economics
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Description : Read Now Emerging Methods In Predictive Analytics Risk Management And Decision Making by Hsu, William H. and you can download with pub, pdf, txt, doc, and more file format with free account. decision making tools are essential for the successful outcome of any organization. recent advances in predictive analytics have aided in identifying particular points of leverage where critical decisions can be made. emerging methods in predictive analytics: risk management and decision making provides an interdisciplinary approach to predictive analytics; bringing together the fields of business, statistics, and information technology for effective decision making. managers, business professionals, and decision makers in diverse fields will find the applications and cases presented in this text essential in providing new avenues for risk assessment, management, and predicting the future outcomes of their decisions.

4th European Conference of the International Federation for Medical and Biological Engineering 23 - 27 November 2008, Antwerp, Belgium

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Author by : Jos van der Sloten
Languange Used : English, France, Spanish, Italia and chinese
Page : 2808
Isbn : 9783540892083
Identifier : 3540892087
Release : 2009-02-04
Publisher by : Springer Science & Business Media
Category : Technology & Engineering
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Description : Read Now 4th European Conference Of The International Federation For Medical And Biological Engineering 23 27 November 2008 Antwerp Belgium by Jos van der Sloten and you can download with pub, pdf, txt, doc, and more file format with free account. the 4th european congress of the international federation for medical and biological federation was held in antwerp, november 2008. the scientific discussion on the conference and in this conference proceedings include the following issues: signal & image processing ict clinical engineering and applications biomechanics and fluid biomechanics biomaterials and tissue repair innovations and nanotechnology modeling and simulation education and professional

Intelligent Decision Technologies Proceedings of the 4th International Conference on Intelligent Decision Technologies (IDT ́2012) -

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Author by : Junzo Watada
Languange Used : English, France, Spanish, Italia and chinese
Page : 544
Isbn : 3642299776
Identifier : 9783642299773
Release : 2012-05-20
Publisher by : Springer Science & Business Media
Category : Computers
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Description : Read Now Intelligent Decision Technologies by Junzo Watada and you can download with pub, pdf, txt, doc, and more file format with free account. the intelligent decision technologies (idt) international conference encourages an interchange of research on intelligent systems and intelligent technologies that enhance or improve decision making. the focus of idt is interdisciplinary and includes research on all aspects of intelligent decision technologies, from fundamental development to real applications. idt has the potential to expand their support of decision making in such areas as finance, accounting, marketing, healthcare, medical and diagnostic systems, military decisions, production and operation, networks, traffic management, crisis response, human-machine interfaces, financial and stock market monitoring and prediction, and robotics. intelligent decision systems implement advances in intelligent agents, fuzzy logic, multi-agent systems, artificial neural networks, and genetic algorithms, among others. emerging areas of active research include virtual decision environments, social networking, 3d human-machine interfaces, cognitive interfaces, collaborative systems, intelligent web mining, e-commerce, e-learning, e-business, bioinformatics, evolvable systems, virtual humans, and designer drugs. this volume contains papers from the fourth kes international symposium on intelligent decision technologies (kes idt’12), hosted by researchers in nagoya university and other institutions in japan. this book contains chapters based on papers selected from a large number of submissions for consideration for the conference from the international community. the volume represents the current leading thought in intelligent decision technologies.

Intelligent Information and Database Systems Third International Conference, ACIIDS 2011, Daegu, Korea, April 20-22, 2011, Proceedings

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Author by : Ngoc Thanh Nguyen
Languange Used : English, France, Spanish, Italia and chinese
Page : 570
Isbn : 3642200397
Identifier : 9783642200397
Release : 2011-04-16
Publisher by : Springer
Category : Computers
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Description : Read Now Intelligent Information And Database Systems by Ngoc Thanh Nguyen and you can download with pub, pdf, txt, doc, and more file format with free account. the two-volume set lnai 6591 and lncs 6592 constitutes the refereed proceedings of the third international conference on intelligent information and database systems, aciids 2011, held in daegu, korea, in april 2011. the 110 revised papers presented together with 2 keynote speeches were carefully reviewed and selected from 310 submissions. the papers are thematically divided into two volumes; they cover the following topics: intelligent database systems, data warehouses and data mining, natural language processing and computational linguistics, semantic web, social networks and recommendation systems, technologies for intelligent information systems, collaborative systems and applications, e-business and e-commerce systems, e-learning systems, information modeling and requirements engineering, information retrieval systems, intelligent agents and multi-agent systems, intelligent information systems, intelligent internet systems, intelligent optimization techniques, object-relational dbms, ontologies and knowledge sharing, semi-structured and xml database systems, unified modeling language and unified processes, web services and semantic web, computer networks and communication systems.

Data Mining and Medical Knowledge Management: Cases and Applications Cases and Applications

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Author by : Berka, Petr
Languange Used : English, France, Spanish, Italia and chinese
Page : 464
Isbn : 1605662194
Identifier : 9781605662190
Release : 2009-02-28
Publisher by : IGI Global
Category : Computers
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Description : Read Now Data Mining And Medical Knowledge Management Cases And Applications by Berka, Petr and you can download with pub, pdf, txt, doc, and more file format with free account. the healthcare industry produces a constant flow of data, creating a need for deep analysis of databases through data mining tools and techniques resulting in expanded medical research, diagnosis, and treatment. data mining and medical knowledge management: cases and applications presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. a premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies.

Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks Studies and Frameworks

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Author by : Cerrito, Patricia
Languange Used : English, France, Spanish, Italia and chinese
Page : 464
Isbn : 1615207244
Identifier : 9781615207244
Release : 2010-02-28
Publisher by : IGI Global
Category : Computers
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Description : Read Now Cases On Health Outcomes And Clinical Data Mining Studies And Frameworks by Cerrito, Patricia and you can download with pub, pdf, txt, doc, and more file format with free account. "because so much data is now becoming readily available to investigate health outcomes, it is important to examine just how statistical models are used to do this. this book studies health outcomes research using data mining techniques"--provided by publisher.

Introduction to Data Mining and Its Applications

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Author by : S. Sumathi
Languange Used : English, France, Spanish, Italia and chinese
Page : 828
Isbn : 3540343504
Identifier : 9783540343509
Release : 2006-09-26
Publisher by : Springer Science & Business Media
Category : Computers
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Description : Read Now Introduction To Data Mining And Its Applications by S. Sumathi and you can download with pub, pdf, txt, doc, and more file format with free account. this book explores the concepts of data mining and data warehousing, a promising and flourishing frontier in data base systems and new data base applications and is also designed to give a broad, yet in-depth overview of the field of data mining. data mining is a multidisciplinary field, drawing work from areas including database technology, ai, machine learning, nn, statistics, pattern recognition, knowledge based systems, knowledge acquisition, information retrieval, high performance computing and data visualization. this book is intended for a wide audience of readers who are not necessarily experts in data warehousing and data mining, but are interested in receiving a general introduction to these areas and their many practical applications. since data mining technology has become a hot topic not only among academic students but also for decision makers, it provides valuable hidden business and scientific intelligence from a large amount of historical data. it is also written for technical managers and executives as well as for technologists interested in learning about data mining.

Innovation in Medicine and Healthcare 2014

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Author by : M. Graña
Languange Used : English, France, Spanish, Italia and chinese
Page : 428
Isbn : 1614994749
Identifier : 9781614994749
Release : 2015-01-06
Publisher by : IOS Press
Category : HEALTH & FITNESS
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Description : Read Now Innovation In Medicine And Healthcare 2014 by M. Graña and you can download with pub, pdf, txt, doc, and more file format with free account. advances are constantly being made in the fields of medicine and healthcare, and keeping abreast of them is not always easy. this book presents the proceedings of the second kes international conference on innovation in medicine and healthcare (inmed 14), held in san sebastian, spain, in july 2014. the conference was attended by researchers and engineers, managers, students and practitioners from a broad spectrum of medically related fields, and this multidisciplinary group discussed the ways in which technological and methodological innovation, knowledge exchange and enterprise can be applied to issues relating to medicine, surgery, healthcare and the issues of an ageing population. a central theme of the conference was smart medical and healthcare systems, which explored how modern intelligent systems can contribute to the solution of problems faced by healthcare and medical practitioners today and addressed the application of the systems. the 43 papers included here provided a useful and interesting reference for anyone requiring an overview of current innovations in healthcare.

Strategic Economic Decision-Making Using Bayesian Belief Networks to Solve Complex Problems

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Author by : Jeff Grover
Languange Used : English, France, Spanish, Italia and chinese
Page : 116
Isbn : 1461460409
Identifier : 9781461460404
Release : 2012-12-05
Publisher by : Springer Science & Business Media
Category : Mathematics
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Description : Read Now Strategic Economic Decision Making by Jeff Grover and you can download with pub, pdf, txt, doc, and more file format with free account. strategic economic decision-making: using bayesian belief networks to solve complex problems is a quick primer on the topic that introduces readers to the basic complexities and nuances associated with learning bayes’ theory and inverse probability for the first time. this brief is meant for non-statisticians who are unfamiliar with bayes’ theorem, walking them through the theoretical phases of set and sample set selection, the axioms of probability, probability theory as it pertains to bayes’ theorem, and posterior probabilities. all of these concepts are explained as they appear in the methodology of fitting a bayes’ model, and upon completion of the text readers will be able to mathematically determine posterior probabilities of multiple independent nodes across any system available for study. very little has been published in the area of discrete bayes’ theory, and this brief will appeal to non-statisticians conducting research in the fields of engineering, computing, life sciences, and social sciences.