Experimental Methods for the Analysis of Optimization Algorithm
نام عام مواد
[Book]
نام نخستين پديدآور
/ [electronic resource
وضعیت نشر و پخش و غیره
محل نشرو پخش و غیره
New York
نام ناشر، پخش کننده و غيره
: Springer
تاریخ نشرو بخش و غیره
, Nov. 2010.
مشخصات ظاهری
نام خاص و کميت اثر
xxii, 457 p., 23.500 015.500 cm.
یادداشتهای مربوط به نشر، بخش و غیره
متن يادداشت
Electronic
یادداشتهای مربوط به مندرجات
متن يادداشت
AnnotationIn operations research and computer science it is common practice to evaluate the performance of optimization algorithms on the basis of computational results, and the experimental approach should follow accepted principles that guarantee the reliability and reproducibility of results. However, computational experiments differ from those in other sciences, and the last decade has seen considerable methodological research devoted to understanding the particular features of such experiments and assessing the related statistical methods. This book consists of methodological contributions on different scenarios of experimental analysis. The first part overviews the main issues in the experimental analysis of algorithms, and discusses the experimental cycle of algorithm development; the second part treats the characterization by means of statistical distributions of algorithm performance in terms of solution quality, runtime and other measures; and the third part collects advanced methods from experimental design for configuring and tuning algorithms on a specific class of instances with the goal of using the least amount of experimentation. The contributor list includes leading scientists in algorithm design, statistical design, optimization and heuristics, and most chapters provide theoretical background and are enriched with case studies. This book is written for researchers and practitioners in operations research and computer science who wish to improve the experimental assessment of optimization algorithms and, consequently, their design.
فروست (داده ارتباطی)
عنوان
SpringerLink ebooks - Computer Science (2010)
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Electronic books
موضوع مستند نشده
Mathematical Optimization
موضوع مستند نشده
Computer Algorithms
موضوع مستند نشده
Mathematics, Optimization
موضوع مستند نشده
Computers, Programming, Algorithms
رده بندی کنگره
شماره رده
E-BOOK
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )