It takes the average reader 9 hours and 33 minutes to read Multiple Criteria Decision Making Methods with Multi-polar Fuzzy Information by Muhammad Akram
Assuming a reading speed of 250 words per minute. Learn more
This book presents an extension of fuzzy set theory allowing for multi-polar information, discussing its impact on the theoretical and practical development of multi-criteria decision making. It reports on set of hybrid models developed by the authors, and show how they can be adapted, case by case, to the lack of certainty under a variety of criteria. Among them, hybrid models combining m-polar fuzzy sets with rough, soft and 2-tuple linguistic sets, and m-polar hesitant fuzzy sets and hesitant m-polar fuzzy are presented, together with some significant applications. In turn, outranking decision-making techniques such as m-polar fuzzy ELECTRE I, II, III and IV methods, as well as m-polar fuzzy PROMETHEE I and II methods, are developed. The efficiency of these decision-making procedures, as well as other possible extensions studied by the authors, is shown in some real-world applications. Overall, this book offers a guide on methodologies to deal with the multi-polarity and fuzziness of the real-world problems, simultaneously. By including algorithms and computer programming codes, it provides a practice-oriented reference guide to both researchers and professionals working at the interface between computational intelligence and decision making.
Multiple Criteria Decision Making Methods with Multi-polar Fuzzy Information by Muhammad Akram is 564 pages long, and a total of 143,256 words.
This makes it 190% the length of the average book. It also has 175% more words than the average book.
The average oral reading speed is 183 words per minute. This means it takes 13 hours and 2 minutes to read Multiple Criteria Decision Making Methods with Multi-polar Fuzzy Information aloud.
Multiple Criteria Decision Making Methods with Multi-polar Fuzzy Information is suitable for students ages 12 and up.
Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.
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