An Application of Latent Dirichlet Allocation to Analyzing Software Evolution.
Erik LinsteadCristina Videira LopesPierre BaldiPublished in: ICMLA (2008)
Keyphrases
- latent dirichlet allocation
- software evolution
- topic models
- topic modeling
- reverse engineering
- source code
- generative model
- software maintenance
- software systems
- text mining
- mining software repositories
- topic discovery
- variational bayesian inference
- lda model
- variational inference
- latent topics
- software development
- probabilistic latent semantic analysis
- software architecture
- hierarchical bayesian model
- gibbs sampling
- latent topic models
- information retrieval
- feature space
- software engineering
- co occurrence
- real world
- databases
- probabilistic topic models
- dimensionality reduction
- support vector
- pattern recognition
- high dimensional
- object oriented
- text documents
- open source
- knowledge management