@thesis{thesis,
		author={Riki Ruli Affandi  Riki Ruli and SUNDARI  YOLANDA and Yosrita  Efy},
		title ={PENERAPAN ALGORITMA LONG SHORT TERM MEMORY  UNTUK PENGENALAN EMOSI UCAPAN PADA ANAK USIA 5 – 10 TAHUN},
		year={2023},
		url={http://156.67.221.169/5698/},
		abstract={The purpose of research on the application of algorithms Long Short Term Memory for 
the development of the Speech Emotion Recognition in Children aged 5-10 years, namely 
to produce a model and predictive value because children aged 5 to 10 years recognize 
emotions from speech at a poor level so that the majority fail to recognize emotions from 
correct speech. The majority of children who have difficulty managing their emotions 
often cry, whine, scream, slam or break things. Behavior in these children is a form of 
negative behavior and excessive emotion or is called temper tantrum. From these 
problems, this study applies a classification method using an algorithm Long Short Term 
Memory with the modeling process done over the last 5 months to find the best 
architecture. From architectural experiments LSTM, an optimal model is produced with 
an accuracy training value of 92.43% and validation accuracy 93.63%. From the tests 
that have been carried out by testing confusion matrix, for emotion surprised obtained 
value presentation with accuracy 97%, emotion calm with accuracy 97%, emotion happy 
with accuracy 98%, emotion sad with accuracy 98%, emotion angry with accuracy 99%, 
emotion fearful with accuracy 98%, emotion disgust with accuracy 99%.}
		}