Methods, devices, and processor-readable storage media are provided for the diagnosis of heart failure. One method includes collecting, using an implantable device, reference episodes generating an in-suspicion model-cycle and an off-suspicion model-cycle based on the reference episodes and determining whether to generate a heart failure alert, based on a difference between the in-suspicion model-cycle and the off-suspicion model-cycle.