ML defense: against prediction API threats in cloud-based machine learning service.
Jiahui HouJianwei QianYu WangXiang-Yang LiHaohua DuLinlin ChenPublished in: IWQoS (2019)
Keyphrases
- machine learning
- prediction accuracy
- loosely coupled
- maximum likelihood
- security services
- service providers
- prediction error
- machine learning methods
- learning algorithm
- prediction algorithm
- prediction model
- machine learning algorithms
- information extraction
- countermeasures
- service oriented architecture
- intrusion detection
- data mining
- text classification
- knowledge acquisition
- cloud platform
- predictive modeling
- web services
- decision trees
- service discovery
- computer science
- service quality
- service oriented
- support vector machine
- management system
- cloud computing
- end users
- network security
- information services
- web browser
- third party
- active learning
- knowledge discovery
- high level
- text mining
- open source
- neural network
- application programming interface