Reversing uncertainty sampling to improve active learning schemes
Active learning provides promising methods to optimize the cost of manually annotating a dataset. However, practitioners in many areas do not massively resort to such methods because they present technical difficulties and do not provide a guarantee of good performance, especially in skewed distribu...
| Autores principales: | , |
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| Formato: | Objeto de conferencia |
| Lenguaje: | Inglés |
| Publicado: |
2015
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| Acceso en línea: | http://sedici.unlp.edu.ar/handle/10915/52131 http://44jaiio.sadio.org.ar/sites/default/files/asai184-191.pdf |
| Aporte de: |
| id |
I19-R120-10915-52131 |
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| record_format |
dspace |
| institution |
Universidad Nacional de La Plata |
| institution_str |
I-19 |
| repository_str |
R-120 |
| collection |
SEDICI (UNLP) |
| language |
Inglés |
| topic |
Ciencias Informáticas active learning pool-based uncertainty sampling Aprendizaje |
| spellingShingle |
Ciencias Informáticas active learning pool-based uncertainty sampling Aprendizaje Cardellino, Cristian Alonso i Alemany, Laura Reversing uncertainty sampling to improve active learning schemes |
| topic_facet |
Ciencias Informáticas active learning pool-based uncertainty sampling Aprendizaje |
| description |
Active learning provides promising methods to optimize the cost of manually annotating a dataset. However, practitioners in many areas do not massively resort to such methods because they present technical difficulties and do not provide a guarantee of good performance, especially in skewed distributions with scarcely populated minority classes and an undefined, catch-all majority class, which are very common in human-related phenomena like natural language.
In this paper we present a comparison of the simplest active learning technique, pool-based uncertainty sampling, and its opposite, which we call reversed uncertainty sampling. We show that both obtain results comparable to the random, arguing for a more insightful approach to active learning. |
| format |
Objeto de conferencia Objeto de conferencia |
| author |
Cardellino, Cristian Alonso i Alemany, Laura |
| author_facet |
Cardellino, Cristian Alonso i Alemany, Laura |
| author_sort |
Cardellino, Cristian |
| title |
Reversing uncertainty sampling to improve active learning schemes |
| title_short |
Reversing uncertainty sampling to improve active learning schemes |
| title_full |
Reversing uncertainty sampling to improve active learning schemes |
| title_fullStr |
Reversing uncertainty sampling to improve active learning schemes |
| title_full_unstemmed |
Reversing uncertainty sampling to improve active learning schemes |
| title_sort |
reversing uncertainty sampling to improve active learning schemes |
| publishDate |
2015 |
| url |
http://sedici.unlp.edu.ar/handle/10915/52131 http://44jaiio.sadio.org.ar/sites/default/files/asai184-191.pdf |
| work_keys_str_mv |
AT cardellinocristian reversinguncertaintysamplingtoimproveactivelearningschemes AT alonsoialemanylaura reversinguncertaintysamplingtoimproveactivelearningschemes |
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Repositorios |
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