December 9, 2017
Comments Off on On the Soundness and Security of Privacy-Preserving SVM for Outsourcing Data Classification
Posted in: IEEE 2017, Java
Online Ensemble Learning of Data Streams with Gradually Evolved Classes Abstract Class evolution, the phenomenon of class emergence and disappearance, is an important research topic for data stream mining. All previous studies implicitly regard class evolution as a transient change, which is not true for many real-world problems. This paper concerns the scenario where classesemerge or disappear gradually. A class-based ensemble approach, namely Class-Based ensemble forClass Evolution (CBCE), is proposed. By maintaining […]
December 9, 2017
Comments Off on Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection
Posted in: IEEE 2017, Java
Recent Development in Big Data Analytics for Business Operations and Risk Management Abstract Big data” is an emerging topic and has attracted the attention of many researchers and practitioners in industrial systems engineering and cybernetics. Big data analytics would definitely lead to valuable knowledge for many organizations. Business operations and risk management can be a beneficiary as there are many data collection channels in the related industrial systems […]