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On the topic of "test them all", I wrote this in my paper about error bounds and worst cases for complex multiplication (http://www.daemonology.net/papers/complexmultiply.pdf):

[For finding worst-case inputs] the approach taken was to perform an exhaustive search, taking several hours on the second author’s laptop, of IEEE single-precision inputs, using only a few arguments from Theorem 1 to prune the search.

Even though (2^32)^4 was far too large for it to be tractable to test all 4-tuples of single-precision inputs, a "pruned" search was able to easily cover and/or exclude the entire search space.




Nice!

I have noticed that there is a lot of high quality mathematical/numerical software coming out of INRIA; and have often wondered of late why we do not have an equivalent in the US. Do you have any thoughts on why this is the case; and what the closest equivalent in the USA may be?


It's more a matter of what have they done for us lately. We had a number of supercomputing centers in the 90's (at least one has shuttered), and among other things NCSA brought most people their first telnet client and their first web browser via NSF funding that Al Gore pushed for (see also: Al Gore invented the Internet)

After that they were working with INRIA on collaboration software fifteen years before WebEx was a thing. They also had large divisions looking at VR and data visualization.


Oh, and also Apache web server was a fork of NCSA's httpd.



Intel has MKL/TBB/IPP/etc which are now under one umbrella: https://software.intel.com/en-us/performance-libraries


This is largely done by private companies in the US. In the past, ATT Bell Labs and Xerox PARC were shining examples. Today, every major technology company has labs and other internal organizations contributing research to new technologies: Netflix, Google, Microsoft, etc.


When I took a testing course, I was taught that Correlated Active Clause Coverage was good enough for most test cases. This term might not be as widely popular


Did you find anything surprising?




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