Dear All,
Morpheus et al. also has a data imputation feature.

Ann

Ann H. Ross, Ph.D., D-ABFA


> On Nov 14, 2016, at 3:42 AM, Thomas O'Mahoney <[email protected]> wrote:
> 
> Hi all,
> Both the R packages 'Morpho' and 'Geomorph' will allow you to estimate 
> missing landmarks using either thin plate splines or regression. It's about 3 
> lines of code, fully explained in each package, to import your data and then 
> estimate the missing data. Both packages accept a variety of file formats, 
> and can also export a variety as well, so you can do the remaining analysis 
> in MorphoJ if you prefer.
> Kind regards,
> Tom O'Mahoney 
> 
>> On Mon, 14 Nov 2016 at 07:34, alcardini <[email protected]> wrote:
>> Not exactly: another user-friendly option is the 'old Morpheus et
>> al.', which estimates missing landmarks (with coordinates, for
>> instance, coded in NTS as -9999 -9999 -9999, for each 3D landmark)
>> using mean substitution, regression, tps or mirror reflection. The
>> last option is a bit more complicated, I believe, and I never tried
>> it, but the other 3 are easy to select: import the NTS file and first
>> use the command SET FULLPRECISION ON; then try the command LIST PMISS
>> OPTIONS, and then SET PMISS IMPUTATION REGRESSION (for instance);
>> finally use SUPER GPA followed by PMISS IMPUTE; if you restore scale
>> (SUPER RESTORE SCALE), you'll get size back in the data (and also
>> estimated for specimens with missing landmarks).
>> You just need to re-export the nts file and remove, in the first line,
>> the code (1 -9999) for the missing landmarks (replace with simply 0):
>> check any description of NTS in the TPS Series and you'll see what I
>> mean.
>> 
>> In a couple of my old papers (the one with Thorington on marmots
>> ontogeny, 2007, and the one with Elton, 2008, BJLS on guenon skulls -
>> pdfs in my webpage) there might be something on this and how we
>> estimated the accuracy of missing landmarks estimates. Much more on
>> this topic is in several papers by Gunz and the others from the
>> Viennese school (including, if I am correct, one of their two papers
>> in the Hystrix, 2013, open access special issue).
>> 
>> 
>> As someone was also interested in the truss method (implemented in the
>> old Morpheus et al. as well), I've uploaded the software here:
>> https://www.dropbox.com/sh/ee5gu0qiqe6hz0v/AABLZkLs98uD8aXr79VaxbWma?dl=0
>> That should be the  latest version I have, which Dennis gave us in
>> Vienna 10 years ago. To be honest, I suspect it's still on the web, in
>> its official page, but haven't check the link for a while.
>> 
>> Dennis can help more with the 'secret commands', and check if I made
>> mistakes above.
>> There should be a few other people on the list with experience on
>> this, and certainly someone who has used the mirror reflection option
>> (on which, I can't help).
>> 
>> 
>> Good luck. Cheers
>> 
>> Andrea
>> 
>> 
>> On 13/11/2016, Murat Maga <[email protected]> wrote:
>> > MorphoJ handles missing landmarks, but I don't think it has a function to
>> > estimate them. SO without an estimation of your landmark position, your
>> > options are either to drop the sample from the analysis (if you want to
>> > retain full set of landmarks) or to remove the landmark from your analysis
>> > (to keep full set of individuals).
>> >
>> > You can also experiment with trying to estimate them based on reflection 
>> > (if
>> > it is a symmetrical structure) or based on bunch of reference samples. Both
>> > Morpho and gemorph in R have functions for estimating missing landmarks. 
>> > See
>> > if they give you reliable estimates, and then you can proceed with your
>> > analysis.
>> >
>> > Otherwise your options are limited to those two.
>> > M
>> >
>> >
>> > -----Original Message-----
>> > From: Rosa Perez [mailto:[email protected]]
>> > Sent: Saturday, November 12, 2016 9:53 PM
>> > To: MORPHMET <[email protected]>
>> > Subject: [MORPHMET] Re: Problem with missing data using MorphoJ
>> >
>> > On Thursday, August 11, 2016 at 4:06:01 PM UTC-4, Jade Racine wrote:
>> >> Dear all,
>> >>
>> >>
>> >>
>> >> I digitized 108 craniofacial landmarks on human skulls from an
>> >> archaeological context using a MicroScribe G2X. I have a lot of random
>> >> missing values due to postmortem damage. I am currently trying to
>> >> analyze my data using MorphoJ. I followed the instructions from the
>> >> user’s guide, entering "-9999" in the data files for missing values. I
>> >> then combined the dorsal and ventral views using FileConverter. The files
>> >> I get can be read in MorphoJ.
>> >> However, nothing else works. I can’t visualize the landmarks or
>> >> perform any kind of analysis. If I try to find outliers, I get the
>> >> message "Finding outliers is not possible because only a single
>> >> observation or none at all is available". I get this message
>> >> regardless of whether I upload one file with all individuals in it or
>> >> multiple files with one individual each. The problem seems to be with
>> >> the "-9999" code because if I remove the missing landmarks from my
>> >> data files, MorphoJ runs correctly. I tried to substitute "-9999" for
>> >> "9999" or "-999". MorphoJ runs fine with those but generates odd
>> >> results that do not look like the shape of a skull. I really want to
>> >> be able to analyze my dataset with missing values, otherwise I lose
>> >> too much landmarks and I can’t afford to remove individuals since my
>> >> sample is already small. Does anyone know what I am doing wrong or how I
>> >> can fix the problem? I attached an example of my data files.
>> >>
>> >>
>> >>
>> >>
>> >>
>> >> Any help would be greatly appreciated.
>> >>
>> >>
>> >> Thank you,
>> >>
>> >>
>> >>
>> >>
>> >>
>> >> Jade Racine
>> >>
>> >>
>> >> Master’s student
>> >>
>> >>
>> >> Department of Anthropology
>> >>
>> >>
>> >> University of Montreal, Canada
>> >
>> > Hi Jade,
>> >
>> > I am also a masters student attempting to use MorphoJ and am having a
>> > difficult time with the missing data. I collected 3D landmarks for a 
>> > cranial
>> > asymmetry project and cannot get MorphoJ to run. It keeps giving me an 
>> > error
>> > message. Did you happen to figure out what the issue was? I would truly
>> > appreciate any advice you might be able to share.
>> >
>> > Thank you,
>> >
>> > Rosa Perez
>> > Masters Student
>> > NCSU
>> > Dept of Anthropology
>> >
>> > --
>> > MORPHMET may be accessed via its webpage at http://www.morphometrics.org
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>> >
>> 
>> 
>> --
>> Dr. Andrea Cardini
>> Researcher, Dipartimento di Scienze Chimiche e Geologiche, Università di
>> Modena e Reggio Emilia, Via Campi, 103 - 41125 Modena - Italy
>> tel. 0039 059 2058472
>> 
>> Adjunct Associate Professor, Centre for Forensic Science , The University
>> of Western Australia, 35 Stirling Highway, Crawley WA 6009, Australia
>> 
>> E-mail address: [email protected], [email protected]
>> WEBPAGE: https://sites.google.com/site/alcardini/home/main
>> 
>> ---------------------------------------------------------------
>> FREE Yellow BOOK on Geometric Morphometrics:
>> http://www.italian-journal-of-mammalogy.it/public/journals/3/issue_241_complete_100.pdf
>> ---------------------------------------------------------------
>> Datasets:
>> http://ads.ahds.ac.uk/catalogue/archive/cerco_lt_2007/overview.cfm#metadata
>> ---------------------------------------------------------------
>> Editorial board for:
>>     Zoomorphology:
>> http://www.springer.com/life+sciences/animal+sciences/journal/435
>>     Journal of Zoological Systematics and Evolutionary Research:
>> http://www.wiley.com/bw/journal.asp?ref=0947-5745&site=1
>>     Hystrix, the Italian Journal of Mammalogy:
>> http://www.italian-journal-of-mammalogy.it/
>> 
>> --
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>> ---
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> 
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