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ÅÙ¼ ÇÃ·Î¿ì ½Å°æ¸Á ¶óÀ̺귯¸®¸¦ ÀÌ¿ëÇÑ ½Ã°è¿ µ¥ÀÌÅÍ ¿¹Ãø |
¿µ¹®Á¦¸ñ(English Title) |
A Time-Series Data Prediction Using TensorFlow Neural Network Libraries |
ÀúÀÚ(Author) |
Kumbayoni Lalu Muh
À强ºÀ
Kumbayoni Lalu Muh
Sung-Bong Jang
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¿ø¹®¼ö·Ïó(Citation) |
VOL 08 NO. 04 PP. 0079 ~ 0086 (2019. 04) |
Çѱ۳»¿ë (Korean Abstract) |
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¿µ¹®³»¿ë (English Abstract) |
This paper describes a time-series data prediction based on artificial neural networks (ANN). In this study, a batch based ANN model and a stochastic ANN model have been implemented using TensorFlow libraries. Each model are evaluated by comparing training and testing errors that are measured through experiment. To train and test each model, tax dataset was used that are collected from the government website of indiana state budget agency in USA from 2001 to 2018. The dataset includes tax incomes of individual, product sales, company, and total tax incomes. The experimental results show that batch model reveals better performance than stochastic model. Using the batch scheme, we have conducted a prediction experiment. In the experiment, total taxes are predicted during next seven months, and compared with actual collected total taxes. The results shows that predicted data are almost same with the actual data.
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Å°¿öµå(Keyword) |
Àΰø ½Å°æ¸Á
½Ã°è¿ µ¥ÀÌÅÍ
µ¥ÀÌÅÍ ¿¹Ãø
ÅÙ¼Ç÷οì
Artificial Neural Networks
Time-Series Data
Data Prediction
TensorFlow
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