Predicting the similarity search performance of fingerprints and their combination with molecular property descriptors using probabilistic and information theoretic modeling.
Martin VogtBritta NisiusJürgen BajorathPublished in: Stat. Anal. Data Min. (2009)
Keyphrases
- information theoretic
- similarity search
- mutual information
- information theory
- similarity measure
- theoretic framework
- distance function
- triangle inequality
- high dimensional
- metric space
- query processing
- high dimensional data
- jensen shannon divergence
- indexing techniques
- knn
- similarity queries
- similarity searching
- vector space
- cross view
- information theoretic measures
- information bottleneck
- efficient similarity search
- hash functions
- feature vectors
- triangular inequality
- approximate similarity search
- data sets
- hamming space
- binary codes
- keypoints
- k nearest neighbor
- nearest neighbor
- training set
- feature selection
- databases