Practical Approaches To Causal Relationship Exploration
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Practical Approaches To Causal Relationship Exploration
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Author : Jiuyong Li
language : en
Publisher: Springer
Release Date : 2015-03-02
Practical Approaches To Causal Relationship Exploration written by Jiuyong Li and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-03-02 with Computers categories.
This brief presents four practical methods to effectively explore causal relationships, which are often used for explanation, prediction and decision making in medicine, epidemiology, biology, economics, physics and social sciences. The first two methods apply conditional independence tests for causal discovery. The last two methods employ association rule mining for efficient causal hypothesis generation, and a partial association test and retrospective cohort study for validating the hypotheses. All four methods are innovative and effective in identifying potential causal relationships around a given target, and each has its own strength and weakness. For each method, a software tool is provided along with examples demonstrating its use. Practical Approaches to Causal Relationship Exploration is designed for researchers and practitioners working in the areas of artificial intelligence, machine learning, data mining, and biomedical research. The material also benefits advanced students interested in causal relationship discovery.
Technoscientific Research
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Author : Roman Z. Morawski
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2024-06-04
Technoscientific Research written by Roman Z. Morawski and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-04 with Computers categories.
Unlike the bulk majority of publications on philosophy of science and research ethics, which are authored by professional philosophers and intended for philosophers, this book has been written by a research practitioner and intended for research practitioners. It is distinctive by its integrative approach to methodological and ethical issues related to research practice, with special emphasis of mathematical modelling and measurement, as well as by attempted application of engineering design methodology to moral decision making. It is also distinctive by more than 200 real-world examples drawn from various domains of science and technology. It is neither a philosophical treaty nor a quick-reference guide. It is intended to encourage young researchers, especially Ph.D. students, to deeper philosophical reflection over research practice. They are not expected to have any philosophical background, but encouraged to consult indicated sources of primary information and academic textbooks containing syntheses of information from primary sources. This book can be a teaching aid for students attending classes aimed at identification of methodological and ethical issues related to technoscientific research, followed by introduction to the methodology of analysing dilemmas arising in this context.
Trends And Applications In Knowledge Discovery And Data Mining
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Author : Mohadeseh Ganji
language : en
Publisher: Springer
Release Date : 2018-12-11
Trends And Applications In Knowledge Discovery And Data Mining written by Mohadeseh Ganji and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-11 with Computers categories.
This book constitutes the thoroughly refereed post-workshop proceedings at PAKDD Workshops 2018, held in conjunction with the 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2018, in Melbourne, Australia, in June 2018. The 32 revised papers presented were carefully reviewed and selected from 46 submissions. The workshops affiliated with PAKDD 2018 include: Workshop on Big Data Analytics for Social Computing, BDASC, Australasian Workshop on Machine Learning for Cyber-security, ML4Cyber, Workshop on Biologically-inspired Techniques for Knowledge Discovery and Data Mining, BDM, Pacific Asia Workshop on Intelligence and Security Informatics, PAISI, and Workshop on Data Mining for Energy Modeling and Optimization, DaMEMO.
Parallel Computing Technologies
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Author : Victor Malyshkin
language : en
Publisher: Springer Nature
Release Date : 2023-08-14
Parallel Computing Technologies written by Victor Malyshkin and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-14 with Computers categories.
This book constitutes the refereed proceedings of the 17th International Conference on Parallel Computing Technologies, PaCT 2023, held in Astana, Kazakhstan, during August 21-25, 2023. The 15 full papers included in this book were carefully reviewed and selected from 23 submissions. They were organized in topical sections as follows: automatic programming and program tuning; frameworks and services; algorithms; and distributed systems management.
Causal Relationships In Medicine
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Author : J. Mark Elwood
language : en
Publisher: Oxford University Press, USA
Release Date : 1988
Causal Relationships In Medicine written by J. Mark Elwood and has been published by Oxford University Press, USA this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Language Arts & Disciplines categories.
This book shows that in most controversial questions in medicine the essential argument concerns whether the available evidence supports a particular cause-and-effect relationship. Making this evaluation, however, requires a degree of critical thinking that is not emphasized in medical education. In redressing this imbalance, the author demonstrates that by defining the postulated causal relationship, the possible causal and non-causal explanations can be considered in a logical and constructive manner. Elwood assumes no preliminary knowledge, but starts from a simple logical base to lead the reader through types of studies which are relevant, including the issue of selection in subjects, bias in observations, influences of other factors, and statistical analysis. This yields a question and answer approach that can be applied to a wide range of clinical and epidemiological issues.
Advances In Knowledge Discovery And Data Mining
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Author : João Gama
language : en
Publisher: Springer Nature
Release Date : 2022-05-09
Advances In Knowledge Discovery And Data Mining written by João Gama and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-09 with Computers categories.
The 3-volume set LNAI 13280, LNAI 13281 and LNAI 13282 constitutes the proceedings of the 26th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2022, which was held during May 2022 in Chengdu, China. The 121 papers included in the proceedings were carefully reviewed and selected from a total of 558 submissions. They were organized in topical sections as follows: Part I: Data Science and Big Data Technologies, Part II: Foundations; and Part III: Applications.
Progress In Artificial Intelligence And Pattern Recognition
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Author : Yanio Hernández Heredia
language : en
Publisher: Springer Nature
Release Date : 2021-11-03
Progress In Artificial Intelligence And Pattern Recognition written by Yanio Hernández Heredia and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-03 with Computers categories.
This book constitutes the refereed proceedings of the 7th International Workshop on Artificial Intelligence and Pattern Recognition, IWAIPR 2021, held in Havana, Cuba, in October 2021. The 42 full papers presented were carefully reviewed and selected from 73 submissions. The papers promote and disseminate ongoing research on mathematical methods and computing techniques for artificial intelligence and pattern recognition, in particular in bioinformatics, cognitive and humanoid vision, computer vision, image analysis and intelligent data analysis.
Spatial Analysis Methods And Practice
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Author : George Grekousis
language : en
Publisher: Cambridge University Press
Release Date : 2020-06-11
Spatial Analysis Methods And Practice written by George Grekousis and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-11 with Reference categories.
An introductory overview of spatial analysis and statistics through GIS, including worked examples and critical analysis of results.
Handbook For Theory Research And Practice In Gestalt Therapy 2nd Edition
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Author : Philip Brownell
language : en
Publisher: Cambridge Scholars Publishing
Release Date : 2019-04-03
Handbook For Theory Research And Practice In Gestalt Therapy 2nd Edition written by Philip Brownell and has been published by Cambridge Scholars Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-03 with Psychology categories.
This is a true second edition, so much so that it approaches being a different book. It includes among its new authors some of the most sought-after theorists in contemporary gestalt therapy. There is a section on the philosophy of science, research and research methodology, and one devoted to gestalt therapy and its teaching and research in diverse parts of the world. There is disagreement and critique, for this is not a simple book. It is so packed with information that it serves as both a challenge and a resource. This second edition of the Handbook will take its place as an aid in understanding the evolution of contemporary gestalt therapy and as a guide to the evolving research tradition in gestalt therapy. It rightfully belongs on the shelves of both beginning trainees in gestalt therapy and advanced and experienced practitioners, and certainly represents a resource for practitioner-researchers involved in practice-based research.
Research Methods For Pharmaceutical Practice And Policy
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Author : Rajender R. Aparasu
language : en
Publisher: Pharmaceutical Press
Release Date : 2011
Research Methods For Pharmaceutical Practice And Policy written by Rajender R. Aparasu and has been published by Pharmaceutical Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with Medical categories.
This text provides the theory and practice for conducting pharmaceutical policy research. It covers all aspects of scientific research from conceptualising to statistical analysis. It also provides scientific basis and a good understanding of the principles and practice of conducting pharmaceutical policy research.