Re: Understanding N and Precision
- To: mathgroup at smc.vnet.net
- Subject: [mg71199] Re: [mg71147] Understanding N and Precision
- From: Carl Woll <carlw at wolfram.com>
- Date: Fri, 10 Nov 2006 06:37:59 -0500 (EST)
- References: <200611090838.DAA15669@smc.vnet.net>
Alain Cochard wrote: >Hi. I would like to understand the following behavior: > > Mathematica 5.2 for Linux > Copyright 1988-2005 Wolfram Research, Inc. > -- Motif graphics initialized -- > > In[1]:= MatrixForm[{{exact1=Cos[3Pi/2+Pi/7], Precision[exact1]}, \ > {exact2=Cos[40139127975 Pi/14], Precision[exact2]}}] > > > Out[1]//MatrixForm= 23 Pi > Cos[-----] > 14 Infinity > > 40139127975 Pi > Cos[--------------] > 14 Infinity > >just checking: > > In[2]:= FullSimplify[exact1-exact2] > > Out[2]= 0 > > In[3]:= MatrixForm[{{float1=N[exact1], Precision[float1]},\ > {float2=N[exact2], Precision[float2]}}] > > > Out[3]//MatrixForm= 0.433884 MachinePrecision > > 0.433883 MachinePrecision > >So the N of supposedly(?) 2 identical numbers is different (although >the precision is indeed the same). That's what I would like to >understand most. > > In this case N is applied to the argument of Cos, and then Cos of this approximate number is evaluated. So the two approximate numbers are: r1=N[23 Pi/14] r2=N[40139127975 Pi/14] 5.16119 9.0072×10^9 As machine numbers we would expect r1 to be accurate to about +/-10^-15 and r2 to be accurate to about +/-10^-6. With machine number input I think Cos does some sort of Mod operation of its argument, so the next step is: a1=Mod[r1,2Pi]//FullForm a2=Mod[r2,2Pi]//FullForm 5.161187930897517` 5.161186218261719` Here you can see that a1 and a2 differ by about 10^-6 which as I said earlier is to be expected. Consequently the difference you are seeing when applying N shouldn't be surprising. >Also, if I specify the precision for N, it now gives the same. E.g.: > > In[4]:= MatrixForm[{{float1=N[exact1,3], Precision[float1]},\ > {float2=N[exact2,3], Precision[float2]}}] > > > Out[4]//MatrixForm= 0.434 3. > > 0.434 3. > > > Here you are not using machine numbers anymore, and with extended precision numbers Mathematica can use significance arithmetic to try to ensure that the result has the requested precision. >including the case where the precision asked is MachinePrecision: > > > In[5]:= MatrixForm[{{float1=N[exact1,$MachinePrecision], Precision[float1]},\ > {float2=N[exact2,$MachinePrecision], Precision[float2]}}] > > Out[5]//MatrixForm= 0.4338837391175581 15.9546 > > 0.4338837391175581 15.9546 > >Why in this case does it gives a precision of "15.9546" and not >"MachinePrecision", as above, especially since > > In[6]:= N[$MachinePrecision,Infinity] > > Out[6]:= 15.9546 > >Isn't N[x] equivalent to N[x,$MachinePrecision]? > > No, N[x] is equivalent to N[x, MachinePrecision] (notice that there is no $ in front). $MachinePrecision is the numerical precision of machine numbers, and so N[x, $MachinePrecision] gives an extended precision number (not a machine number) with 15.9546 digits of precision. Notice that MachinePrecision does not evaluate to anything, just like Pi: MachinePrecision MachinePrecision However, it does have a numerical value: N[MachinePrecision] 15.9546 This numerical value is the same thing as $MachinePrecision: $MachinePrecision 15.9546 I hope this helps clear things up. Carl Woll Wolfram Research >Thanks in advance for any tip. > >Alain > >
- References:
- Understanding N and Precision
- From: Alain Cochard <alain@geophysik.uni-muenchen.de>
- Understanding N and Precision