Machine learning approach to uncover customer plastic bag usage patterns in a grocery store
Plastic bags are used by many people because they are inexpensive, lightweight, durable, and waterproof. Plastic bags, on the other hand, do not break down and can pollute the environment if not handled properly. Indonesia produces a lot of plastic waste and is one of the top ten countries...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Growing Science
2023-01-01
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| Series: | International Journal of Data and Network Science |
| Online Access: | http://www.growingscience.com/ijds/Vol7/ijdns_2023_71.pdf |
| _version_ | 1797805299123355648 |
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| author | Iman Sudirman Ivan Diryana Sudirman |
| author_facet | Iman Sudirman Ivan Diryana Sudirman |
| author_sort | Iman Sudirman |
| collection | DOAJ |
| description | Plastic bags are used by many people because they are inexpensive, lightweight, durable, and waterproof. Plastic bags, on the other hand, do not break down and can pollute the environment if not handled properly. Indonesia produces a lot of plastic waste and is one of the top ten countries that has a problem with plastic waste. In this study, we used three months of data of real transactions from a grocery store. This study shows how the decision tree can identify patterns on plastic bag usage at a small grocery store by using demography and products purchase. The attribute weights showed that in the hometown, the total of several products bought were the factors that affected the use of plastic bags. |
| first_indexed | 2024-03-13T05:49:58Z |
| format | Article |
| id | doaj.art-823c6c05492e40cf9d6dedd0cddc8a31 |
| institution | Directory Open Access Journal |
| issn | 2561-8148 2561-8156 |
| language | English |
| last_indexed | 2024-03-13T05:49:58Z |
| publishDate | 2023-01-01 |
| publisher | Growing Science |
| record_format | Article |
| series | International Journal of Data and Network Science |
| spelling | doaj.art-823c6c05492e40cf9d6dedd0cddc8a312023-06-13T17:32:17ZengGrowing ScienceInternational Journal of Data and Network Science2561-81482561-81562023-01-01731125113010.5267/j.ijdns.2023.5.011Machine learning approach to uncover customer plastic bag usage patterns in a grocery storeIman SudirmanIvan Diryana Sudirman Plastic bags are used by many people because they are inexpensive, lightweight, durable, and waterproof. Plastic bags, on the other hand, do not break down and can pollute the environment if not handled properly. Indonesia produces a lot of plastic waste and is one of the top ten countries that has a problem with plastic waste. In this study, we used three months of data of real transactions from a grocery store. This study shows how the decision tree can identify patterns on plastic bag usage at a small grocery store by using demography and products purchase. The attribute weights showed that in the hometown, the total of several products bought were the factors that affected the use of plastic bags.http://www.growingscience.com/ijds/Vol7/ijdns_2023_71.pdf |
| spellingShingle | Iman Sudirman Ivan Diryana Sudirman Machine learning approach to uncover customer plastic bag usage patterns in a grocery store International Journal of Data and Network Science |
| title | Machine learning approach to uncover customer plastic bag usage patterns in a grocery store |
| title_full | Machine learning approach to uncover customer plastic bag usage patterns in a grocery store |
| title_fullStr | Machine learning approach to uncover customer plastic bag usage patterns in a grocery store |
| title_full_unstemmed | Machine learning approach to uncover customer plastic bag usage patterns in a grocery store |
| title_short | Machine learning approach to uncover customer plastic bag usage patterns in a grocery store |
| title_sort | machine learning approach to uncover customer plastic bag usage patterns in a grocery store |
| url | http://www.growingscience.com/ijds/Vol7/ijdns_2023_71.pdf |
| work_keys_str_mv | AT imansudirman machinelearningapproachtouncovercustomerplasticbagusagepatternsinagrocerystore AT ivandiryanasudirman machinelearningapproachtouncovercustomerplasticbagusagepatternsinagrocerystore |