A Novel Quantumized Fuzzy C-Medians Algorithm
The term quantization refers to the process of using quantum mechanics in order to improve a classical algorithm, by making it run faster. In this paper, this quantization process was achieved using variations on a celebrated quantum algorithm due to Grover. Later, this approach to unsupervised learning was illustrated with a quantized version of standard clustering algorithm: Fuzzy CMeans. A significant speedup compared to the classical approach was achieved on analyzing the running time of the proposed algorithm.
Quantum algorithms Grover database search algorithm Fuzzy logic Fuzzy C-means clustering and Subtractive clustering
Pankaj Srivastava Manikanta Nallabelly Vipin Kumar Verma
Department of Applied Sciences ABV-Indian Institute of Information Technology and Management, Gwalior, India
国际会议
第四届国际计算机新科技与教育学术会议(2009 4th International Conference on Computer Science & Education)
南京
英文
1851-1854
2009-07-25(万方平台首次上网日期,不代表论文的发表时间)