Książka Comparative Study of Instance Based Learning and Back Propagation for Classification Problems Nadia Kanwal

Comparative Study of Instance Based Learning and Back Propagation for Classification Problems

Język: Angielski
Oprawa: Miękka
Wydawca: Grin Publishing
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
66.58
Scientific Study from the year 2008 in the subject Computer Science - Applied, grade: 95, University...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2016
strony
24
EAN
9783668201590
ISBN
3668201595
Enbook ID
10938260
Wydawca
Waga
45
Wymiary
148 x 210 x 2

Pełny opis

Scientific Study from the year 2008 in the subject Computer Science - Applied, grade: 95, University of Essex (Department of Computer Science), course: Machine Learning, language: English, abstract: The paper presents a comparative study of the performance of Back Propagation and Instance Based Learning Algorithm for classification tasks. The study is carried out by a series of experiments with all possible combinations of parameter values for the algorithms under evaluation. The algorithm's classification accuracy is compared over range of datasets and measurements like Cross Validation, Kappa Statistics, Root Mean Squared Value and True Positive vs False Positive rate have been used to evaluate their performance.§§Along with performance comparison, techniques of handling missing values have also been compared that include Mean/Mode replacement and Multiple Imputation.

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