Data Quality Metrics for Unlabelled Datasets

Author:

Diaz Catalina1,Calderon-Ramirez Saul1,Aguilar Luis Diego Mora2

Affiliation:

1. Tecnológico de Costa Rica,San José,Costa Rica

2. Tecnológico de Costa Rica,Cartago,Costa Rica

Publisher

IEEE

Reference25 articles.

1. Using cluster analysis to assess the impact of dataset heterogeneity on deep convolutional network accuracy: A first glance;méndez,2019

2. A selection metric for semi-supervised learning based on neighborhood construction;tanha;Information Processing and Management,2020

3. Mixmood: A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures;calderón ramírez,2020

4. A survey on semi-supervised learning;van engelen;2018 International Conference on Applied Smart Systems (ICASS),2019

5. Data quality considerations for big data and machine learning: Going beyond data cleaning and transformations;gudivada;International Journal On Advances in Software,2017

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1. Privacy-preserving federated learning based on partial low-quality data;Journal of Cloud Computing;2024-03-18

2. Using GPT-3 as a Text Data Augmentator for a Complex Text Detector;2023 IEEE 5th International Conference on BioInspired Processing (BIP);2023-11-28

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