Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: One-class support vector machine OCSVM tries to find a hyperplane to distinguish normal data from all other possible outliers or abnormal data. Hover, only support vectors determine the hyperplane. ,  propose a novel data description method called locality preserving one-class support vector machine LPOCSVM. It takes the intrinsic manifold structure of data into full consideration. In the paper,  discuss the linear and nonlinear case of LPOCSVM, and detail how to tackle the singularity of the locality preserving scatter matrix. Experimental results on several toy and benchmark datasets indicate the effectiveness and advantage of LPOCSVM by comparing it with OCSVM.
['Xiaoming Wang', 'Yong Tian', 'Xiaohuan Yang', 'Yajun Du']
I am writing a research paper on a idea Locality Preserving One-Class Support Vector Machine
[{"from": "human", "value": "I am writing a research paper on a idea Locality Preserving One-Class Support Vector Machine"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: One-class support vector machine OCSVM tries to find a hyperplane to distinguish normal data from all other possible outliers or abnormal data. Hover, only support vectors determine the hyperplane. ,  propose a novel data description method called locality preserving one-class support vector machine LPOCSVM. It takes the intrinsic manifold structure of data into full consideration. In the paper,  discuss the linear and nonlinear case of LPOCSVM, and detail how to tackle the singularity of the locality preserving scatter matrix. Experimental results on several toy and benchmark datasets indicate the effectiveness and advantage of LPOCSVM by comparing it with OCSVM."}]