Fix of a few typos and addition of pdf

heldf requested to merge (removed):master into master

This is a fix of a few typos Note and check for correctness the following changes:

#137 Matrix dimensions swapped

#141 vector "a" has r entries an lives in E^r

#145 missing "non"

with '#' indicating the linenumber

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