Algorithm for sequences classification I want to ask wich algorithm can I use to do a sequences classification , knowing that I have two classes (positive /negative), but training is done using data from one class only (positive).

Thank you
With only one class in your training set, this sounds more like an unsupervised learning problem.  Maybe look into anomaly/outlier detection algorithms rather than more traditional binary classifiers.