Personalized medicine exploits the patient data, for example, genetic compositions, and key biomarkers. During data mining process, challenges are information loss, types heterogeneity time series representation. In this paper, a novel representation model personalized is proposed in light of these challenges. The will account structured, temporal non-temporal their types, namely, numeric, nomi...