Yazilim Hata Kayitlarinin Makine Ogrenmesi Yontemleriyle Kumelenerek, Hataya Sebep Olan Bilesenlerin Tespit Edilmesi (Detection of Components Causing Errors by Clustering Software Error Records with Machine Learning Methods).
Sinan PolatPublished in: UYMS (2017)
Keyphrases
- machine learning methods
- error detection
- machine learning
- machine learning algorithms
- software components
- clustering method
- machine learning approaches
- clustering algorithm
- detection method
- statistical methods
- error analysis
- ensemble methods
- error correction
- design patterns
- unsupervised learning
- computer systems
- k means
- false negative
- error rate
- database
- software development
- object detection
- estimation error
- false positives
- user interface
- error accumulation
- document clustering
- prediction error
- measurement errors
- systematic errors
- cluster analysis
- anomaly detection
- hierarchical clustering
- data mining
- measurement error
- error propagation
- source code
- software systems
- software tools
- data clustering
- spectral clustering
- self organizing maps
- detection algorithm
- statistical analysis
- learned knowledge
- fuzzy clustering
- reinforcement learning
- reusable components
- residual error
- learning algorithm
- automatic detection