An Innovative Grey Approach For Group Multi Criteria Decision Analysis Based On The Median Of Ratings By Using Python

Download An Innovative Grey Approach For Group Multi Criteria Decision Analysis Based On The Median Of Ratings By Using Python full books in PDF, epub, and Kindle. Read online An Innovative Grey Approach For Group Multi Criteria Decision Analysis Based On The Median Of Ratings By Using Python ebook anywhere anytime directly on your device. Fast Download speed and no annoying ads. We cannot guarantee that every ebooks is available!

An Innovative Grey Approach for Group Multi-Criteria Decision Analysis Based on the Median of Ratings by Using Python

Author : Dragiša Stanujkic
Publisher : Infinite Study
ISBN 13 :
Total Pages : 12 pages
Book Rating : 4./5 ( download)

DOWNLOAD NOW!

Book Synopsis An Innovative Grey Approach for Group Multi-Criteria Decision Analysis Based on the Median of Ratings by Using Python by : Dragiša Stanujkic

Download or read book An Innovative Grey Approach for Group Multi-Criteria Decision Analysis Based on the Median of Ratings by Using Python written by Dragiša Stanujkic and published by Infinite Study. This book was released on 2021-06-19 with total page 12 pages. Available in PDF, EPUB and Kindle. Book excerpt: Some decision-making problems, i.e., multi-criteria decision analysis (MCDA) problems, require taking into account the attitudes of a large number of decision-makers and/or respondents. Therefore, an approach to the transformation of crisp ratings, collected from respondents, in grey interval numbers form based on the median of collected scores, i.e., ratings, is considered in this article. In this way, the simplicity of collecting respondents’ attitudes using crisp values, i.e., by applying some form of Likert scale, is combined with the advantages that can be achieved by using grey interval numbers. In this way, a grey extension of MCDA methods is obtained. The application of the proposed approach was considered in the example of evaluating the websites of tourism organizations by using several MCDA methods. Additionally, an analysis of the application of the proposed approach in the case of a large number of respondents, done in Python, is presented. The advantages of the proposed method, as well as its possible limitations, are summarized.

Collected Papers. Volume XI

Author : Florentin Smarandache
Publisher : Infinite Study
ISBN 13 :
Total Pages : 1018 pages
Book Rating : 4./5 ( download)

DOWNLOAD NOW!

Book Synopsis Collected Papers. Volume XI by : Florentin Smarandache

Download or read book Collected Papers. Volume XI written by Florentin Smarandache and published by Infinite Study. This book was released on 2022-08-01 with total page 1018 pages. Available in PDF, EPUB and Kindle. Book excerpt: This eleventh volume of Collected Papers includes 90 papers comprising 988 pages on Physics, Artificial Intelligence, Health Issues, Decision Making, Economics, Statistics, written between 2001-2022 by the author alone or in collaboration with the following 84 co-authors (alphabetically ordered) from 19 countries: Abhijit Saha, Abu Suﬁan, Jack Allen, Shahbaz Ali, Ali Safaa Sadiq, Aliya Fahmi, Atiqa Fakhar, Atiqa Firdous, Sukanto Bhattacharya, Robert N. Boyd, Victor Chang, Victor Christianto, V. Christy, Dao The Son, Debjit Dutta, Azeddine Elhassouny, Fazal Ghani, Fazli Amin, Anirudha Ghosha, Nasruddin Hassan, Hoang Viet Long, Jhulaneswar Baidya, Jin Kim, Jun Ye, Darjan Karabašević, Vasilios N. Katsikis, Ieva Meidutė-Kavaliauskienė, F. Kaymarm, Nour Eldeen M. Khalifa, Madad Khan, Qaisar Khan, M. Khoshnevisan, Kifayat Ullah,, Volodymyr Krasnoholovets, Mukesh Kumar, Le Hoang Son, Luong Thi Hong Lan, Tahir Mahmood, Mahmoud Ismail, Mohamed Abdel-Basset, Siti Nurul Fitriah Mohamad, Mohamed Loey, Mai Mohamed, K. Mohana, Kalyan Mondal, Muhammad Gulfam, Muhammad Khalid Mahmood, Muhammad Jamil, Muhammad Yaqub Khan, Muhammad Riaz, Nguyen Dinh Hoa, Cu Nguyen Giap, Nguyen Tho Thong, Peide Liu, Pham Huy Thong, Gabrijela Popović, Surapati Pramanik, Dmitri Rabounski, Roslan Hasni, Rumi Roy, Tapan Kumar Roy, Said Broumi, Saleem Abdullah, Muzafer Saračević, Ganeshsree Selvachandran, Shariful Alam, Shyamal Dalapati, Housila P. Singh, R. Singh, Rajesh Singh, Predrag S. Stanimirović, Kasan Susilo, Dragiša Stanujkić, Alexandra Şandru, Ovidiu Ilie Şandru, Zenonas Turskis, Yunita Umniyati, Alptekin Ulutaș, Maikel Yelandi Leyva Vázquez, Binyamin Yusoff, Edmundas Kazimieras Zavadskas, Zhao Loon Wang.

A New Grey Approach for Using SWARA and PIPRECIA Methods in a Group Decision-Making Environment

Author : Dragisa Stanujkic
Publisher : Infinite Study
ISBN 13 :
Total Pages : 16 pages
Book Rating : 4./5 ( download)

DOWNLOAD NOW!

Book Synopsis A New Grey Approach for Using SWARA and PIPRECIA Methods in a Group Decision-Making Environment by : Dragisa Stanujkic

Download or read book A New Grey Approach for Using SWARA and PIPRECIA Methods in a Group Decision-Making Environment written by Dragisa Stanujkic and published by Infinite Study. This book was released on 2021-07-01 with total page 16 pages. Available in PDF, EPUB and Kindle. Book excerpt: The environment in which the decision-making process takes place is often characterized by uncertainty and vagueness and, because of that, sometimes it is very hard to express the criteria weights with crisp numbers. Therefore, the application of the Grey System Theory, i.e., grey numbers, in this case, is very convenient when it comes to determination of the criteria weights with partially known information. Besides, the criteria weights have a significant role in the multiple criteria decision-making process. Many ordinary multiple criteria decision-making methods are adapted for using grey numbers, and this is the case in this article as well. A new grey extension of the certain multiple criteria decision-making methods for the determination of the criteria weights is proposed. Therefore, the article aims to propose a new extension of the Step-wiseWeight Assessment Ratio Analysis (SWARA) and PIvot Pairwise Relative Criteria Importance Assessment (PIPRECIA) methods adapted for group decision-making.

Algorithmic Decision Making with Python Resources

Author : Raymond Bisdorff
Publisher : Springer Nature
ISBN 13 : 303090928X
Total Pages : 366 pages
Book Rating : 4.0/5 (39 download)

DOWNLOAD NOW!

Book Synopsis Algorithmic Decision Making with Python Resources by : Raymond Bisdorff

Download or read book Algorithmic Decision Making with Python Resources written by Raymond Bisdorff and published by Springer Nature. This book was released on 2022-03-29 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes Python3 programming resources for implementing decision aiding algorithms in the context of a bipolar-valued outranking approach. These computing resources, made available under the name Digraph3, are useful in the field of Algorithmic Decision Theory and more specifically in outranking-based Multiple-Criteria Decision Aiding (MCDA). The first part of the book presents a set of tutorials introducing the Digraph3 collection of Python3 modules and its main objects, such as bipolar-valued digraphs and outranking digraphs. In eight methodological chapters, the second part illustrates multiple-criteria evaluation models and decision algorithms. These chapters are largely problem-oriented and demonstrate how to edit a new multiple-criteria performance tableau, how to build a best choice recommendation, how to compute the winner of an election and how to make rankings or ratings using incommensurable criteria. The book’s third part presents three real-world decision case studies, while the fourth part addresses more advanced topics, such as computing ordinal correlations between bipolar-valued outranking digraphs, computing kernels in bipolar-valued digraphs, testing for confidence or stability of outranking statements when facing uncertain or solely ordinal criteria significance weights, and tempering plurality tyranny effects in social choice problems. The fifth and last part is more specifically focused on working with undirected graphs, tree graphs and forests. The closing chapter explores comparability, split, interval and permutation graphs. The book is primarily intended for graduate students in management sciences, computational statistics and operations research. The chapters presenting algorithms for ranking multicriteria performance records will be of computational interest for designers of web recommender systems. Similarly, the relative and absolute quantile-rating algorithms, discussed and illustrated in several chapters, will be of practical interest to public and private performance auditors.

Multi-criteria Decision Analysis

Author : Alessio Ishizaka
Publisher : John Wiley & Sons
ISBN 13 : 1118644913
Total Pages : 260 pages
Book Rating : 4.1/5 (186 download)

DOWNLOAD NOW!

Book Synopsis Multi-criteria Decision Analysis by : Alessio Ishizaka

Download or read book Multi-criteria Decision Analysis written by Alessio Ishizaka and published by John Wiley & Sons. This book was released on 2013-06-10 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents an introduction to MCDA followed by more detailed chapters about each of the leading methods used in this field. Comparison of methods and software is also featured to enable readers to choose the most appropriate method needed in their research. Worked examples as well as the software featured in the book are available on an accompanying website.

The REMBRANDT System for Multi-criteria Decision Analysis Via Pairwise Comparisons Or Direct Rating

Author : F. A. Lootsma
Publisher :
ISBN 13 :
Total Pages : 28 pages
Book Rating : 4.:/5 (461 download)

DOWNLOAD NOW!

Book Synopsis The REMBRANDT System for Multi-criteria Decision Analysis Via Pairwise Comparisons Or Direct Rating by : F. A. Lootsma

Download or read book The REMBRANDT System for Multi-criteria Decision Analysis Via Pairwise Comparisons Or Direct Rating written by F. A. Lootsma and published by . This book was released on 1992 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt:

An Integrated Recommender System Based on Multi-criteria Decision Analysis and Data Analysis Methods

Author : Lakiotaki Kleanthi
Publisher :
ISBN 13 :
Total Pages : 162 pages
Book Rating : 4.:/5 (8 download)

DOWNLOAD NOW!

Book Synopsis An Integrated Recommender System Based on Multi-criteria Decision Analysis and Data Analysis Methods by : Lakiotaki Kleanthi

Download or read book An Integrated Recommender System Based on Multi-criteria Decision Analysis and Data Analysis Methods written by Lakiotaki Kleanthi and published by . This book was released on 2010 with total page 162 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Portfolio Decision Analysis

Author : Ahti Salo
Publisher : Springer Science & Business Media
ISBN 13 : 1441999434
Total Pages : 410 pages
Book Rating : 4.4/5 (419 download)

DOWNLOAD NOW!

Book Synopsis Portfolio Decision Analysis by : Ahti Salo

Download or read book Portfolio Decision Analysis written by Ahti Salo and published by Springer Science & Business Media. This book was released on 2011-08-12 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: Portfolio Decision Analysis: Improved Methods for Resource Allocation provides an extensive, up-to-date coverage of decision analytic methods which help firms and public organizations allocate resources to 'lumpy' investment opportunities while explicitly recognizing relevant financial and non-financial evaluation criteria and the presence of alternative investment opportunities. In particular, it discusses the evolution of these methods, presents new methodological advances and illustrates their use across several application domains. The book offers a many-faceted treatment of portfolio decision analysis (PDA). Among other things, it (i) synthesizes the state-of-play in PDA, (ii) describes novel methodologies, (iii) fosters the deployment of these methodologies, and (iv) contributes to the strengthening of research on PDA. Portfolio problems are widely regarded as the single most important application context of decision analysis, and, with its extensive and unique coverage of these problems, this book is a much-needed addition to the literature. The book also presents innovative treatments of new methodological approaches and their uses in applications. The intended audience consists of practitioners and researchers who wish to gain a good understanding of portfolio decision analysis and insights into how PDA methods can be leveraged in different application contexts. The book can also be employed in courses at the post-graduate level.

Decision-Making for Sustainable Transport and Mobility

Author : Cathy Macharis
Publisher : Edward Elgar Publishing
ISBN 13 : 178811180X
Total Pages : 257 pages
Book Rating : 4.7/5 (881 download)

DOWNLOAD NOW!

Book Synopsis Decision-Making for Sustainable Transport and Mobility by : Cathy Macharis

Download or read book Decision-Making for Sustainable Transport and Mobility written by Cathy Macharis and published by Edward Elgar Publishing. This book was released on 2018-09-28 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multi-Actor Multi-Criteria Analysis (MAMCA) developed by Professor Cathy Macharis enables decision-makers within the sectors of transport, mobility and logistics to account for conflicting stakeholder interests. This book draws on 15 years of research and application during which MAMCA has been deployed to support sustainable decisions within the transport and mobility sectors.

Developing of a Novel Integrated MCDM MULTIMOOSRAL Approach for Supplier Selection

Author : Alptekin Ulutaş
Publisher : Infinite Study
ISBN 13 :
Total Pages : 17 pages
Book Rating : 4./5 ( download)

DOWNLOAD NOW!

Book Synopsis Developing of a Novel Integrated MCDM MULTIMOOSRAL Approach for Supplier Selection by : Alptekin Ulutaş

Download or read book Developing of a Novel Integrated MCDM MULTIMOOSRAL Approach for Supplier Selection written by Alptekin Ulutaş and published by Infinite Study. This book was released on 2021-03-21 with total page 17 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main aim of the article is to propose a new multiple criteria decision-making approach for selecting alternatives, the newly-developed MULTIMOOSRAL approach, which integrates advantages of the three well-known and prominent multiple-criteria decision-making methods: MOOSRA, MOORA, and MULTIMOORA. More specifically, the MULTIMOOSRAL method has been further upgraded with an approach that can be clearly seen in the well-known WASPAS and CoCoSo methods, which rely on the integration of weighted sum and weighted product approaches.

Automated Machine Learning

Author : Frank Hutter
Publisher : Springer
ISBN 13 : 3030053180
Total Pages : 223 pages
Book Rating : 4.0/5 (3 download)

DOWNLOAD NOW!

Book Synopsis Automated Machine Learning by : Frank Hutter

Download or read book Automated Machine Learning written by Frank Hutter and published by Springer. This book was released on 2019-05-17 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML methods that can be used easily and without expert knowledge. However, many of the recent machine learning successes crucially rely on human experts, who manually select appropriate ML architectures (deep learning architectures or more traditional ML workflows) and their hyperparameters. To overcome this problem, the field of AutoML targets a progressive automation of machine learning, based on principles from optimization and machine learning itself. This book serves as a point of entry into this quickly-developing field for researchers and advanced students alike, as well as providing a reference for practitioners aiming to use AutoML in their work.

Logistics 4.0

Author : Turan Paksoy
Publisher : CRC Press
ISBN 13 : 1000245101
Total Pages : 369 pages
Book Rating : 4.0/5 (2 download)

DOWNLOAD NOW!

Book Synopsis Logistics 4.0 by : Turan Paksoy

Download or read book Logistics 4.0 written by Turan Paksoy and published by CRC Press. This book was released on 2020-12-17 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industrial revolutions have impacted both, manufacturing and service. From the steam engine to digital automated production, the industrial revolutions have conduced significant changes in operations and supply chain management (SCM) processes. Swift changes in manufacturing and service systems have led to phenomenal improvements in productivity. The fast-paced environment brings new challenges and opportunities for the companies that are associated with the adaptation to the new concepts such as Internet of Things (IoT) and Cyber Physical Systems, artificial intelligence (AI), robotics, cyber security, data analytics, block chain and cloud technology. These emerging technologies facilitated and expedited the birth of Logistics 4.0. Industrial Revolution 4.0 initiatives in SCM has attracted stakeholders’ attentions due to it is ability to empower using a set of technologies together that helps to execute more efficient production and distribution systems. This initiative has been called Logistics 4.0 of the fourth Industrial Revolution in SCM due to its high potential. Connecting entities, machines, physical items and enterprise resources to each other by using sensors, devices and the internet along the supply chains are the main attributes of Logistics 4.0. IoT enables customers to make more suitable and valuable decisions due to the data-driven structure of the Industry 4.0 paradigm. Besides that, the system’s ability of gathering and analyzing information about the environment at any given time and adapting itself to the rapid changes add significant value to the SCM processes. In this peer-reviewed book, experts from all over the world, in the field present a conceptual framework for Logistics 4.0 and provide examples for usage of Industry 4.0 tools in SCM. This book is a work that will be beneficial for both practitioners and students and academicians, as it covers the theoretical framework, on the one hand, and includes examples of practice and real world.

Sustainability as a Multi-criteria Concept

Author : Luis Diaz-Balteiro
Publisher : MDPI
ISBN 13 : 3039435450
Total Pages : 206 pages
Book Rating : 4.0/5 (394 download)

DOWNLOAD NOW!

Book Synopsis Sustainability as a Multi-criteria Concept by : Luis Diaz-Balteiro

Download or read book Sustainability as a Multi-criteria Concept written by Luis Diaz-Balteiro and published by MDPI. This book was released on 2020-11-23 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sustainability is a fairly old concept, born in the 18th century in the field of forestry, within a mono-functionality perspective. The concept has considerably evolved in the last few years towards a multi-functionality context, with applications reported in practically all areas of economic interest. On the other hand, modern sustainability is a complex problem, for two reasons: a) The multiplicity of functions of a very different nature involved in the process and b) The manner in which different segments of the society or stakeholders perceive the relative importance of these functions. For the above reasons, a realistic approach for dealing with the sustainability issue requires taking into consideration multiple criteria of different nature (economic, environmental and social), and in many cases within a participatory decision making framework. This book presents a collection of papers, dealing with different theoretical and applied issues of sustainability, with the help of a modern multi-criteria decision-making theory, with a single as well as several stakeholders involved in the decision-making process. Hopefully, this material will encourage academics and practitioners to alter their research in this hot and vital topic. After all, the sustainable management of the environment and its embedded resources is one of the most important, if not the major challenge of the 21st century.

Interval-Valued Intuitionistic Fuzzy Sets

Author : Krassimir T. Atanassov
Publisher : Springer Nature
ISBN 13 : 3030320901
Total Pages : 200 pages
Book Rating : 4.0/5 (33 download)

DOWNLOAD NOW!

Book Synopsis Interval-Valued Intuitionistic Fuzzy Sets by : Krassimir T. Atanassov

Download or read book Interval-Valued Intuitionistic Fuzzy Sets written by Krassimir T. Atanassov and published by Springer Nature. This book was released on 2019-09-21 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book offers a comprehensive survey of interval-valued intuitionistic fuzzy sets. It reports on cutting-edge research carried out by the founder of the intuitionistic fuzzy sets, Prof. Krassimir Atanassov, giving a special emphasis to the practical applications of this extension. A few interesting case studies, such as in the area of data mining, decision making and pattern recognition, among others, are discussed in detail. The book offers the first comprehensive guide on interval-valued intuitionistic fuzzy sets. By providing the readers with a thorough survey and important practical details, it is expected to support them in carrying out applied research and to encourage them to test the theory behind the sets for new advanced applications. The book is a valuable reference resource for graduate students and researchers alike.

Statistics and Data Analysis for Financial Engineering

Author : David Ruppert
Publisher : Springer
ISBN 13 : 1493926144
Total Pages : 736 pages
Book Rating : 4.4/5 (939 download)

DOWNLOAD NOW!

Book Synopsis Statistics and Data Analysis for Financial Engineering by : David Ruppert

Download or read book Statistics and Data Analysis for Financial Engineering written by David Ruppert and published by Springer. This book was released on 2015-04-21 with total page 736 pages. Available in PDF, EPUB and Kindle. Book excerpt: The new edition of this influential textbook, geared towards graduate or advanced undergraduate students, teaches the statistics necessary for financial engineering. In doing so, it illustrates concepts using financial markets and economic data, R Labs with real-data exercises, and graphical and analytic methods for modeling and diagnosing modeling errors. These methods are critical because financial engineers now have access to enormous quantities of data. To make use of this data, the powerful methods in this book for working with quantitative information, particularly about volatility and risks, are essential. Strengths of this fully-revised edition include major additions to the R code and the advanced topics covered. Individual chapters cover, among other topics, multivariate distributions, copulas, Bayesian computations, risk management, and cointegration. Suggested prerequisites are basic knowledge of statistics and probability, matrices and linear algebra, and calculus. There is an appendix on probability, statistics and linear algebra. Practicing financial engineers will also find this book of interest.

Pharmacoeconomics

Author : Renee J. G. Arnold
Publisher : CRC Press
ISBN 13 : 1420084402
Total Pages : 259 pages
Book Rating : 4.4/5 (2 download)

DOWNLOAD NOW!

Book Synopsis Pharmacoeconomics by : Renee J. G. Arnold

Download or read book Pharmacoeconomics written by Renee J. G. Arnold and published by CRC Press. This book was released on 2016-04-19 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: The pharmaceutical industry is almost boundless in its ability to supply new drug therapies, but how does one decide which are the best medicines to use within restricted budgets? With particular emphasis on modeling, methodologies, data sources, and application to real-world dilemmas, Pharmacoeconomics: From Theory to Practice provides an introduc

Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation

Author : Cengiz Kahraman
Publisher : Springer Nature
ISBN 13 : 3030856267
Total Pages : 954 pages
Book Rating : 4.0/5 (38 download)

DOWNLOAD NOW!

Book Synopsis Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation by : Cengiz Kahraman

Download or read book Intelligent and Fuzzy Techniques for Emerging Conditions and Digital Transformation written by Cengiz Kahraman and published by Springer Nature. This book was released on 2021-08-23 with total page 954 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent research in intelligent and fuzzy techniques. Emerging conditions such as pandemic, wars, natural disasters and various high technologies force people for significant changes in business and social life. The adoption of digital technologies to transform services or businesses, through replacing non-digital or manual processes with digital processes or replacing older digital technology with newer digital technologies through intelligent systems is the main scope of this book. It focuses on revealing the reflection of digital transformation in our business and social life under emerging conditions through intelligent and fuzzy systems. The latest intelligent and fuzzy methods and techniques on digital transformation are introduced by theory and applications. The intended readers are intelligent and fuzzy systems researchers, lecturers, M.Sc. and Ph.D. students studying digital transformation. Usage of ordinary fuzzy sets and their extensions, heuristics and metaheuristics from optimization to machine learning, from quality management to risk management makes the book an excellent source for researchers.