Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  propose an unsupervised genetic clustering algorithm, which produces a new chromosome without any conventional genetic operators, and instead according to the gene reproducing probabilities determined by Markov chain modeling. Selection of cluster centers from the dataset enables construction of a look-up table that saves the distances beten all pairs of data points. The experimental results show that the proposed algorithm not only solves the premature problem to provide a more stable clustering performance in terms of number of clusters and clustering results, but also improves the time efficiency.
['Fu-Wen Yang', 'Hwei-Jen Lin', 'Patrick S. P. Wang', 'Hung-Hsuan Wu']
I am writing a research paper on a idea Robust Clustering based on Winner-Population Markov Chain
[{"from": "human", "value": "I am writing a research paper on a idea Robust Clustering based on Winner-Population Markov Chain"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  propose an unsupervised genetic clustering algorithm, which produces a new chromosome without any conventional genetic operators, and instead according to the gene reproducing probabilities determined by Markov chain modeling. Selection of cluster centers from the dataset enables construction of a look-up table that saves the distances beten all pairs of data points. The experimental results show that the proposed algorithm not only solves the premature problem to provide a more stable clustering performance in terms of number of clusters and clustering results, but also improves the time efficiency."}]