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A novel intelligent technique for product acceptance process optimization on the basis of misclassification probability in the case of log-location-scale distributions

  • Nicholas Nechval*
  • , Gundars Berzins
  • , Konstantin Nechval
  • *Šī darba korespondējošais autors
  • University of Latvia
  • Transport and Telecommunication Institute (TSI)

Zinātniskās darbības rezultāts: Nodaļa grāmatā/enciklopēdijā/konferences krājumāKonferences zinātniskais rakstsPētniecībakoleģiāli recenzēts

11 Atsauces (Scopus)

Kopsavilkums

In this paper, to determine the optimal parameters of the product acceptance process under parametric uncertainty of underlying models, a new intelligent technique for optimization of product acceptance process on the basis of misclassification probability is proposed. It allows one to take into account all possible situations that may occur when it is necessary to optimize the product acceptance process. The technique is based on the pivotal quantity averaging approach (PQAA) which allows one to eliminate the unknown parameters from the problem and to use available statistical information as completely as possible. It is conceptually simple and easy to use. One of the most important features of the proposed new intelligent technique for optimization of product acceptance process on the basis of misclassification probability is its great generality, enabling one to optimize diverse problems within one unified framework. To illustrate the proposed technique, the case of log-location-scale distributions is considered under parametric uncertainty.

OriģinālvalodaAngļu
Publikācijas avota nosaukumsAdvances and Trends in Artificial Intelligence. From Theory to Practice - 32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2019, Proceedings
RedaktoriFranz Wotawa, Ingo Pill, Roxane Koitz-Hristov, Gerhard Friedrich, Moonis Ali
IzdevējsSpringer Verlag
Lapas801-818
Lapu skaits18
ISBN (Drukātā versija)9783030229986
DOIs
Publikācijas statussPublicēts - 2019
Pasākums32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2019 - Graz, Austrija
Ilgums: 9 jūl. 201911 jūl. 2019

Publikāciju sērijas

NosaukumsLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Sējums11606 LNAI
ISSN (Drukātā versija)0302-9743
ISSN (Elektroniskā versija)1611-3349

Konference

Konference32nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2019
Valsts/TeritorijaAustrija
PilsētaGraz
Periods9/07/1911/07/19

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