A method of analyzing a plethysmograph signal is disclosed. The method comprises: extracting from the signal a plurality of features, thereby constructing a feature space. The method further comprises employing a path selection procedure to the feature space for determining at least one sequence of respiration frequencies and reconstructing a respiratory signal using the sequence.