Methods for the generation of normalized citation impact scores in bibliometrics: Which method best reflects the judgements of experts?
Lutz BornmannWerner MarxPublished in: J. Informetrics (2015)
Keyphrases
- preprocessing
- hybrid method
- significant improvement
- shows significant improvement
- alternative methods
- computational cost
- benchmark data sets
- methods require
- simulated and real data
- similarity measure
- machine learning methods
- classification method
- methods outperform
- search methods
- synthetic and real images
- cross validation
- scoring methods
- high accuracy
- missing values
- classical methods
- pairwise
- gold standard
- statistical methods
- heuristic methods
- synthetic and real datasets
- generation method
- statistical significance
- linear regression
- machine learning
- detection method
- clustering method
- support vector machine svm
- probabilistic model
- cost function
- bayesian networks
- search engine