PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection.
Suraj KothawadeVishal KaushalGanesh RamakrishnanJeff A. BilmesRishabh K. IyerPublished in: AAAI (2022)
Keyphrases
- raw data
- data sets
- prior knowledge
- information sources
- end users
- huge amounts
- collected data
- historical data
- subset selection
- log data
- complex data
- sensor data
- data collection
- training data
- input data
- domain knowledge
- semantically rich
- genetic algorithm
- multimedia data
- temporal information
- data analysis
- data quality
- information resources
- database
- data sources
- sensitive information
- web data
- feature space
- background knowledge
- domain experts
- data structure
- objective function
- information loss
- spatial data
- lower bound
- privacy concerns
- label information
- artificial neural networks