Impact of Dataset Size on Classification Performance: An Empirical Evaluation in the Medical Domain

An attribute extending method to improve learning performance for small datasets

(2018) Liang-Sian Lin et al.   NEUROCOMPUTING

Impact of dataset size and variety on the effectiveness of deep learning and transfer learning for plant disease classification

(2018) Jayme Garcia Arnal Barbedo   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A PSO based virtual sample generation method for small sample sets: Applications to regression datasets

(2017) Zhong-Sheng Chen et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Approximate NORTA simulations for virtual sample generation

(2017) Guillaume Coqueret   EXPERT SYSTEMS WITH APPLICATIONS

Data properties and the performance of sentiment classification for electronic commerce applications

(2017) Youngseok Choi et al.   INFORMATION SYSTEMS FRONTIERS

The attribute-trend-similarity method to improve learning performance for small datasets

(2016) Der-Chiang Li et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Extreme Data Mining: Inference from Small Datasets

(2016) Răzvan Andonie   International Journal of Computers Communications & Control

Do We Need More Training Data?

(2015) Xiangxin Zhu et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Extending Attribute Information for Small Data Set Classification

(2011) Der-Chiang Li et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A novel virtual sample generation method based on Gaussian distribution

(2011) Jing Yang et al.   KNOWLEDGE-BASED SYSTEMS