Cross-modal application of combination signatures indicative of a phenotype
A composite label and modality technology, applied in special data processing applications, genomics, proteomics, etc., can solve problems such as unavailable measurement devices
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[0058] In general, a compound tag consists of information of data type A and data type B. These data types have been selected and optimized (a from A i and b from B j ) to allow classification into different phenotypes. Afterwards, this compound tag can be expressed as S=1 …a q ,b 1 …b k >. If data type B needs to be converted into a measured modality of data type C, the following measures can be applied. Doing so requires two key steps. First, a subset of B-type features can be selected between modality B and modality C. Subsequently, a transformation T can be applied to this subset or to the modified labels, where A-type features are represented by a subset of C-type features: S'=1 …c r > or S'=1 …a q ,c 1 …c r >. That is, the data of type A are kept constant during execution of the method according to the exemplary embodiment of the present invention. One of the interesting cases is when C=B, that is, we will get the strongest features from the data type B inpu...
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