OHSUMED: an interactive retrieval evaluation and new large test collection for research
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Centroid-Based Document Classification: Analysis and Experimental Results
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Building semantic kernels for text classification using wikipedia
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
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Automatic document classification is helpful in both organizing and finding information on huge resources A novel multi-layered immune based document classification algorithm is presented First, we represent the definition of the immune cells, antibody, antigen, and discuss the architecture of multi-layered immune system Second, we evolve the dynamic models of immune response, immune regulation and immune memory, and establish the corresponding equations Finally, we implement the simulation experiments, and compare the results with those obtained using the best methods for this application Experiments show that the algorithm has higher classification accuracy than other document classification methods, and the attractive features such as diversity, self-learning, adaptive and robust etc It provides a novel solution for document classification.