A SHAP-based Active Learning Approach for Creating High-Quality Training Data

Author:

Kara Nailcan1,Levent Gume Yagiz2,Tigrak Umit3,Ezeroglu Gokce1,Mola Serdar1,Burak Akgun Omer1,Ozgur Arzucan4

Affiliation:

1. Analytics Center of Excellence Fibabanka,İzmir,Turkey

2. R&D Center Fibabanka,İstanbul,Turkey

3. Analytics Center of Excellence Fibabanka,İstanbul,Turkey

4. Boğaziçi University,Department of Computer Engineering,İstanbul,Turkey

Publisher

IEEE

Reference25 articles.

1. Query by committee

2. A review of customer satisfaction towards service quality of banking sector

3. Interactive information extraction with constrained conditional random fields;kristjansson;AAAI,2004

4. Active learning for natural language parsing and information extraction;thompson;ICML,1999

5. Bert meets shapley: Extending shap explanations to transformer-based classifiers;kokalj;Proceedings of the EACL Hackashop on News Media Content Analysis and Automated Report Generation,2021

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