Explainable Machine Learning and Mining of Influential Patterns from Sparse Web.
Carson K. LeungFan JiangYibin ZhangPublished in: WI/IAT (2020)
Keyphrases
- machine learning
- clickstream data
- web logs
- pattern mining
- web mining
- emerging patterns
- website
- frequent patterns
- mining frequent
- pattern discovery
- data mining
- sequential patterns
- text mining
- sparse data
- interesting patterns
- web usage
- sequential pattern mining
- data mining techniques
- periodic patterns
- web access
- repeating patterns
- closed patterns
- frequent pattern mining
- web documents
- web pages
- log analysis
- huge data
- machine learning algorithms
- multiple data streams
- transactional data
- information sources
- mining patterns
- previously unknown
- traversal patterns
- text classification
- association rule mining
- mining algorithm
- learning algorithm
- information extraction
- web applications
- usage patterns
- knowledge discovery
- feature selection
- web content
- sparse representation
- machine learning methods
- data analysis
- decision trees
- web resources
- natural language processing
- web technologies
- linked data
- log data
- user sessions
- high dimensional
- event sequences
- transactional databases
- web data
- support vector machine
- web usage mining
- itemsets