Hello everyone, I'm new to the Nupic Community. I have a problem where I would like to apply the CLA, however I'm not quite sure whether the CLA can acutally do this.
I have several Sensors that give me time-dependent input, lets say combination of letters: Sensor1: A Sensor2: E Sensor3: L Sensor4: H . . . -----------------------------------------> time There is a huge amount of these combinations and it is important to know that there always comes exactly one letter from each sensor. Now I could train all these combinations to the CLA and I would like to use the CLA on input that looks like that. Sensor1: A f Sensor2: E i Sensor3: m L Sensor4: H b . . . -----------------------------------------> time As you can see there are now two letter combinations (A,E,H,L) and (m,f,i,b) that have been trained both individually. Can the CLA recognize these two patterns at once and tell me what patterns I have? Ideally I would also like to deal with a scenario like this: Sensor1: A f Sensor2: E Sensor3: m L Sensor4: H b . . . -----------------------------------------> time Here I have the two basic combinations (A,E,H,L) and (m,E,f,b). In practice I have an Input signal where there come a lot of combinations of letters and all these combinations overlap (in time) . My goal is to decompose that Signal into „basic“ combinations that I have taught the CLA. Is that something the algorithm could do? I realize that it could recognize these letter combinations in time and space domain but could it recognize more than one at once? In reality i dont have letters but similar (not identical) voltage peaks, but i guess on the conceptual level that should not matter. Greetings to you all!
