Early identification of scientific breakthroughs through outlier analysis based on research entities
To address the “anomalies” that occur when scientific breakthroughs emerge, this study focuses on identifying early signs and nascent stages of breakthrough innovations from the perspective of outliers, aiming to achieve early identification of scientific breakthroughs in papers.
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2024-11-01
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| Series: | Journal of Data and Information Science |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/jdis-2024-0027 |
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| _version_ | 1846157295806840832 |
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| author | Zhao Yang Zhang Mengting Chen Xiaoli Zhang Zhixiong |
| author_facet | Zhao Yang Zhang Mengting Chen Xiaoli Zhang Zhixiong |
| author_sort | Zhao Yang |
| collection | DOAJ |
| description | To address the “anomalies” that occur when scientific breakthroughs emerge, this study focuses on identifying early signs and nascent stages of breakthrough innovations from the perspective of outliers, aiming to achieve early identification of scientific breakthroughs in papers. |
| format | Article |
| id | doaj-art-3b735fbc9e2e4bcc89a5a901ab07d07f |
| institution | Kabale University |
| issn | 2543-683X |
| language | English |
| publishDate | 2024-11-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Journal of Data and Information Science |
| spelling | doaj-art-3b735fbc9e2e4bcc89a5a901ab07d07f2024-11-25T11:20:16ZengSciendoJournal of Data and Information Science2543-683X2024-11-01949010910.2478/jdis-2024-0027Early identification of scientific breakthroughs through outlier analysis based on research entitiesZhao Yang0Zhang Mengting1Chen Xiaoli2Zhang Zhixiong31National Science Library, Chinese Academy of Sciences, Beijing100190, China1National Science Library, Chinese Academy of Sciences, Beijing100190, China1National Science Library, Chinese Academy of Sciences, Beijing100190, China1National Science Library, Chinese Academy of Sciences, Beijing100190, ChinaTo address the “anomalies” that occur when scientific breakthroughs emerge, this study focuses on identifying early signs and nascent stages of breakthrough innovations from the perspective of outliers, aiming to achieve early identification of scientific breakthroughs in papers.https://doi.org/10.2478/jdis-2024-0027scientific breakthroughsoutlier analysisresearch entities |
| spellingShingle | Zhao Yang Zhang Mengting Chen Xiaoli Zhang Zhixiong Early identification of scientific breakthroughs through outlier analysis based on research entities Journal of Data and Information Science scientific breakthroughs outlier analysis research entities |
| title | Early identification of scientific breakthroughs through outlier analysis based on research entities |
| title_full | Early identification of scientific breakthroughs through outlier analysis based on research entities |
| title_fullStr | Early identification of scientific breakthroughs through outlier analysis based on research entities |
| title_full_unstemmed | Early identification of scientific breakthroughs through outlier analysis based on research entities |
| title_short | Early identification of scientific breakthroughs through outlier analysis based on research entities |
| title_sort | early identification of scientific breakthroughs through outlier analysis based on research entities |
| topic | scientific breakthroughs outlier analysis research entities |
| url | https://doi.org/10.2478/jdis-2024-0027 |
| work_keys_str_mv | AT zhaoyang earlyidentificationofscientificbreakthroughsthroughoutlieranalysisbasedonresearchentities AT zhangmengting earlyidentificationofscientificbreakthroughsthroughoutlieranalysisbasedonresearchentities AT chenxiaoli earlyidentificationofscientificbreakthroughsthroughoutlieranalysisbasedonresearchentities AT zhangzhixiong earlyidentificationofscientificbreakthroughsthroughoutlieranalysisbasedonresearchentities |