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For questions pertaining to methods to estimate input parameters based upon output data.

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Algorithm for optimizing Ax = b with unknown A and known x values

Your problem sounds like Independent Component Analysis. Where $x_i$ are the measurements in which the source signals have got mixed and $b_i$ are the values emitted by the sources. The $A$ in your eq …
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