[comp.ai.neural-nets] Neuron Digest V7 #12

neuron-request@HPLMS2.HPL.HP.COM ("Neuron-Digest Moderator Peter Marvit") (03/05/91)

Neuron Digest	Monday,  4 Mar 1991
		Volume 7 : Issue 12

Today's Topics:
			     Neurosimulators
			  Commercial Simulators
			Computists International
		       A book on Self-Organization
	request for information on real time applications of NNs
		      Re: Looking for Phoneme Data


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------------------------------------------------------------

Subject: Neurosimulators
From:    MURRE%rulfsw.LeidenUniv.nl@BITNET.CC.CMU.EDU
Date:    Tue, 12 Feb 91 16:38:00 +0700

Dear connectionist researchers,
 
We are compiling a list of neurosimulators for inclusion in a review
paper. The table below presents the 45 simulators that we have been able
to track down so far. We have not been able to find out all the details.
We would, therefore, appreciate it when users or developers could fill
us in on the white spots in the list (or point out any mistakes). Also,
if anyone knows of other simulators that should be included, please,
drop us a note. We would especially welcome any (pointers to) papers
describing neurosimulators. This would enable us to refine and extend
the list of features.
 
Thanks!
 
        Jaap Murre      Steven Kleynenberg
 
 
 
E-mail:         MURRE@HLERUL55.Bitnet
 
 
Surface mail:   Jacob M.J. Murre
                Unit of Experimental and Theoretical Psychology
                Leiden University
                P.O. Box 9555
                2300 RB Leiden
                The Netherlands
 
 
 
To save precious bytes, we have configured the table below in a 132
column format. It may be easier to send the file to a line printer, then
to read it behind the terminal. (On a VAX use: set term /width=132.)
 
 
 
TABLE: NEUROSIMULATORS
 
Name            Manufacturer           Language Models  Hardware        Reference       Price ($)
=-----------------------------------------------------------------------------
   -----------------
 
ADAPTICS        Adaptic                                                 [AZEMA]
ANNE            Oregon Grad. Cent.      HLL             Intel hypercube [AZEMA]
ANSE            TRW                                     TRW             [AZEMA]
ANSIM           SAIC                            several IBM             [COHEN]
         495.00
ANSKIT          SAIC                            several many            [BARGA][
BYTE]
ANSPEC          SIAC                    HLL     many    IBM,MAC,SUN,VAX
         995.00
AWARENESS       Neural Systems                          IBM             [BYTE]
         275.00
AXON            HNC                     HLL     many    HNC neurocomp.  [AZEMA][
BYTE]   1950.00
BOSS                                                                    [REGGIA]
BRAIN SIMULATOR Abbot,Foster, & Hauser                  IBM
          99.00
 
BRAINMAKER      Cal.Scient.Software             bp      IBM             [BYTE]
         195.00
CABLE                                                   VAX             [MILLER]
CASENET                                 Prolog                          [DOBBINS
]
COGNITRON       Cognitive Software      Lisp    many    MAC,IBM         [ZEITV][
BYTE]    600.00
CONE            IBM Palo Alto           HLL             IBM             [AZEMA]
CONNECTIONS                                     hopf    IBM             [BYTE]
          87.00
CORTEX                                                                  [REGGIA]
DESIRE/NEUNET                                           IBM             [KORN]
EXPLORENET 3000 HNC                     HLL     many    IBM,VAX         [BYTE][C
OHEN]
GENESIS         Neural Systems                          IBM             [MILLER]
        1095.00
 
GRADSIM         Univ. of Penns.         C       several
GRIFFIN         Texas Instruments                                       [AZEMA]
HYPERBRAIN      Neurix                                  MAC             [BYTE]
         995.00
MACBRAIN        Neurix                          many    MAC             [BYTE]
         995.00
MACTIVATION     Univ. of Colorado?
METANET         Leiden University       HLL     many    IBM,VAX         [MURRE]
MIRROR 2                                HLL     several                 [REGGIA]
N-NET           AIWare                  C       bp      IBM,VAX         [BYTE]
         695.00
N1000           Nestor                                  IBM,SUN         [BYTE]
       19000.00
N500            Nestor                                  IBM             [BYTE]
 
NEMOSYS                                                 IBM RS/6000     [MILLER]
NESTOR DEV. SYSTEM  Nestor                              IBM,MAC
        9950.00
NET                                                                     [REGGIA]
NETSET 2        HNC                             many    IBM,SUN,VAX
       19500.00
NETWURKZ        Dair Computer                           IBM             [BYTE]
          79.95
NEURALWORKS     NeuralWare              HLL     many    IBM,MAC,SUN     [BYTE][C
OHEN]   1495.00
NEUROCLUSTERS                                           VAX             [AZMY]
NEURON                                                                  [MILLER]
NEUROSHELL      Ward Systems Group              bp      IBM             [BYTE]
         195.00
NEUROSOFT       HNC
 
NEUROSYM        NeuroSym                        many    IBM
         179.00
NEURUN          Dare Research                   bp      IBM
NN3             GMD Bonn                HLL     many                    [LINDEN]
NNSIM                                                                   [NIJHUIS
]
OWL             Olmsted & Watkins               many    IBM,MAC,SUN,VAX [BYTE]
        1495.00
P3              UCSD                    HLL     many    Symbolics       [ZIPSER]
PABLO                                                                   [REGGIA]
PLATO/ARISTOTLE NeuralTech                                              [AZEMA]
PLEXI           Symbolics               Lisp    bp,hopf Symbolics
PREENS          Nijmegen University     HLL     many    SUN
 
PYGMALION       Esprit                  C       many    SUN,VAX         [AZEMA]
RCS             Rochester University    C       many    SUN             [AZEMA]
SFINX           UCLA                    HLL                             [AZEMA]
 
 
Explanation of abbreviations and terms:
 
Languages: HLL = High Level Language (i.e., network definition language;
           if specific programming languages are mentioned networks can
           be defined using high level functions in these languages)
 
Models: several = a fixed number of models is (and will be) supported;
        many = the systems can be (or will be) extended with new models;
        bp = backpropagation hopf = hopfield (if specific models are
        mentioned these are the only ones supported)
 
References:     see list below (We welcome any additional references.)
 
[AZEMA] Azema-Barac, M., M. Heweston, M. Recce, J. Taylor, P. Treleaven,
        M. Vellasco (1990). Pygmalion, neural network progamming
        environment.
 
[BARGA] Barga, R.S., R.B. Melton (1990). Framework for distributed artificial
        neural system simulation. Proceedings of the IJCNN-90-Washington
        DC, 2, 94-97.
 
[BYTE]  Byte (product listing) (1989). BYTE, 14(8), 244-245.
 
[COHEN] Cohen, H. (1989). How useful are current neural network software
        tools? Neural Network Review, 3, 102-113.
 
[DOBBINS] Dobbins, R.W., R.C. Eberhart (1990). Casenet, computer aided
        neural network generation tool. Proceedings of the
        IJCNN-90-Washington DC, 2, 122-125.
 
[KORN]  Korn, G.A. (1989). A new environment for interactive neural
        network experiments. Neural Networks, 2, 229-237.
 
[LINDEN] Linden, A., Ch. Tietz (in prep.). Research and development
        software environment for modular adaptive systems. Technical
        Report NN3-1, GMD Birlinghoven, Sankt Augustin, Germany.
 
[MILLER] Miller, J.P. (1990). Computer modelling at the single-neuron level.
        Nature, 347, 783-784.
 
[MURRE] Murre, J.M.J., S.E. Kleynenberg (submitted). Extending the
        MetaNet Network Environment: process control and machine independence.
 
[NIJHUIS] Nijhuis, J., L. Spaanenburg, F. Warkowski (1989). Structure
        and application of NNSIM: a general purpose neural network
        simulator. Microprocessing and Microprogramming, 27, 189-194.
 
[REGGIA] Reggia, J.A., C.L. D'Autrechy, G.C. Sutton III, S.M. Goodall
        (1988). A general-purpose simulation environment of developing
        connectionist models. Simulation, 51, 5-19.
 
[VIBERT] Vibert, J.F., N. Azmy (1990). Neuro_Clusters: A biological
        plausible neural networks simulator tool.
 
[ZEITV] Zeitvogel, R.K. (1989). Cognitive Software's Cognitron 1.2
        (review). Neural Network Review, 3, 11-16.
 
[ZIPSER] Zipser, D., D.E. Rabin (1986). P3: a parallel network
        simulation system. In: D.E. Rumelhart, J.L. McClelland (1986).
        Parallel distributed processing. Volume 1. Cambridge MA: MIT
        Press.

------------------------------

Subject: Commercial Simulators
From:    Bill Mammel <CHRMWCM%engvms.unl.edu@CUNYVM.CUNY.EDU>
Date:    Tue, 12 Feb 91 19:02:00 -0500

Here's a list of commercial neural network simulators that I have
compiled.  Each listing gives the company name, address, & phone and
their product(s).  Indented under each product is its hardware
environment.  Finally, there are two products listed at the end--I have
only seen these referenced in the literature so I don't know exactly
where to get them.

All information is correct to my best knowledge.  Product/Company
inclusion is not an endorsement or recommendation.  Neither is exclusion.
Corrections or additions are welcome.  If a product is not listed or is
incorrect, please e-mail to me at "chrmwcm@engvms.unl.edu"--

Neural Network Software Simulators
=----------------------------------
AI Ware, Inc.                      11000 Cedar Avenue, Suite 212
(216) 421-2380                     Cleveland, OH  44106
                                   N-NET
                                        PCAT, VAX/VMS

California Scientific Software     160 E. Montecito Avenue, Suite E
(818) 355-1094                     Sierra Madre, CA  91024
                                   Brain Maker Professional 2.0
                                        PCAT

Cognitive Software, Inc.           703 East 30th Street
(317) 924-9988                     Indianapolis, IN  46205
                                   Cognitron
                                        PCAT, Mac, transputers

DAIR Computer Systems              3440 Kenneth Drive
(415) 494-7081                     Palo Alto, CA  94303
                                   Net Wurkz
                                        PCAT

HNC, Inc.                          5501 Oberlin Drive
(619) 546-8877                     San Diego, CA  92121
                                   ExploreNet 3000
                                        MSDOS, Sun workstations
                                   Neural coprocessor boards

Korn Industrial Consultants        6801 Opatas Street
(602) 298-7054                     Tucson, AZ  85745
                                   Desire/NeuNet
                                        PCAT

Nestor, Inc.                       1 Richmond Square
(401) 331-9640                     Providence, RI  02906
                                   NDS 1000

Neural Computer Systems Limited    79 Olney Road, Emberton
(0) 234-713298                     Olney, bucks, England MK465BU
                                   Neurun
                                   Neurun Light
                                   Neural coprocessor boards

Neural Systems, Inc.               2827 West 43rd Avenue
(604) 263-3667                     Vancouver, BC V6N 3H9
                                   Awareness
                                   Genesis
                                        PCAT

NeuralWare, Inc.                   Penn Center West Building IV, Suite 227
(412) 787-8222                     Pittsburgh, PA  15276
                                   NeuralWorks Professional II Plus
                                        PCAT, Mac II, SE,
                                        Sun-3,4,386i,
                                        NeXT, transputers
                                   NeuralWorks Designer Pack
                                        PCAT, Sun
                                   NeuralWorks Explorer
                                        PCAT

Neurix                             One Kendall Square, Suite 2200
(617) 577-1202                     Cambridge, MA  02139
                                   MacBrain
                                        MacIntosh Plus, SE, II

SAIC                               10260 Campus Point Drive
(619) 546-6290                     Mail Stop 71
                                   San Diego, CA  92121
                                   ANSim 2.1
                                        PCAT

The Software Tailors Co.           1295 N. Providence Road, Suite B103
(215) 565-4705                     Media, PA  19063
                                   Neural Network Simulation Program
                                        PCAT

Ward Systems Group, Inc.           228 West Patrick Street
(301) 662-7950                     Frederick, MD  21701
                                   NeuroShell
                                        PCAT
                                   NeuroBoard coprocessors



FORTRAN-77 Neural Network Simulator.  FORTRAN-77 Neural Network Simulator
(F77NNS) User Guide.  Mission Support Directorate, Mission Planning and
Analysis Division, National Aeronautics and Space Administration, Lyndon
B.  Johnson Space Center, Houston, TX.  COSMIC Program #MSC-21638.  June,
1989.


CaseNet as referenced in Eberhart, R.C., Dobbins, R.W., and Webber,
W.R.S.  CaseNet: A neural network tool for EEG waveform classification.
Proceedings IEEE Symposium on Computer Based Medical Systems,
Minneapolis, MN, 60-68, 1989.

------------------------------

Subject: Computists International
From:    Ken Laws <LAWS@ai.sri.com>
Date:    Tue, 26 Feb 91 22:54:02 -0800


                      *** PLEASE POST ***
 
 
     This is to announce Computists International, a new
 "networking" association for computer and information scientists.
     
     Hi!  I'm Ken Laws  If this announcement interests you, contact
 me at internet address laws@ai.sri.com.  If you can't get through,
 my mail address is: Dr. Kenneth I. Laws; 4064 Sutherland Drive,
 Palo Alto, CA  94303; daytime phone (415) 493-7390.
 
     I'm back from two years at the National Science Foundation.
 I used to run AIList, and I miss it.  Now I'm creating a broader
 service for anyone interested in information (or knowledge),
 software, databases, algorithms, or doing neat new things with
 computers.  It's a career-oriented association for mutual
 mentoring about grant and funding sources, information channels,
 text and software publishing, tenure, career moves, institutions,
 consulting, business practices, home offices, software packages,
 taxes, entrepreneurial concerns, and the sociology of work.  We
 can talk about algorithms, too, with a focus on applications.
 
     Toward that end, I'm going to edit and publish a weekly+
 newsletter, The Computists' Communique. The Communique will be
 tightly edited, with carefully condensed news and commentary.
 Content will depend on your contributions, but I will filter,
 summarize, and generally act like an advice columnist.  (Ann
 Landers?)  I'll also suggest lines of discussion, collect
 "common knowledge" about academia and industry, and help track
 people and projects.  As a bonus, I'll give members whatever
 behind-the-scenes career help I can.
 
     Alas, this won't be free.  The charter membership fee for
 Computists will depend in part on how many people respond to this
 notice.  The Communique itself will be free to all members, FOB
 Palo Alto; internet delivery incurs no additional charge.  To
 encourage participation, there's a full money-back guarantee
 (excluding postage). Send me a reply to find out more.
 
                                   -- Ken
 
 
     Computists International and The Computists' Communique are
 service marks of Kenneth I. Laws.  Membership in professional
 organizations may be a tax-deductible business expense.

------------------------------

Subject: A book on Self-Organization
From:    R14502%BBRBFU01.BITNET@BITNET.CC.CMU.EDU
Date:    Wed, 27 Feb 91 16:16:14 +0100

      To all interested in the concept of Selforganization
     ------------------------------------------------------
 
   The subject matter of selforganization has drawn a lot of attention
from physicists, chemists, and theoretical biologists before becoming so
popular with the Neural Network researches.
 
   Anybody interested in the field with few hours to spare may find the
basics and typical examples of self-organization of complex systems
in an elementary book which I wrote few years ago.  The title is:
 
               "Molecules, Dynamics and Life:
      An introduction to self-organization of matter",
 
                   Wiley, New York, 1986.
 
                       A. Babloyantz
                   University of Brussels
 
 
 
 
" Dr. Babloyantz has produced an engaging and earnest introduction to the
field of self-organization in chemical and biological systems.
 
Dr. Babloyantz proves herself to be a pleasant, practical and reliable
guide to new territory which is still largely uncharted and inhospitable
to tourists.  Her style falls halfway between that found in a popular
account and that of a txtbook.  She tells her story in a chatty,
down-to-earth way, while also giving serious scientific consideration to
fundamental issues of the self-organization of matter."  (Nature)
 
 
 
" The issue of self-organization has at the center of a larger
theoretical revolution in physics - the belief that the fundamental laws
of nature are irreversible and random, rather than determinstic and
reversible.  The concepts and processes underlying this new way of
thinking are formidable.
 
Molecules, Dynamics and Life makes these concepts and processes
accessible, for the first time, to students and researchers in physics,
chemistry, biology, and the social sciences."  (Physics Briefs)
 
 
 
" In Molecules, Dynamics and Life, Dr. Agnes Babloyantz develops a clear
and easy to read presentation of this developing field of knowledge.
 
Because only a few advanced research treatises are available so far, this
book is especially welcomed.  It offers an excellent introduction to an
interdisciplinary domain, involving physics and biology, chemistry and
mathematics.  Obviously, putting together all these topics and making
them readable to a large audience was really a challenge."  (Biosystem's)
 
 
 
" With this fine book Agnessa Babloyantz has provided a successful and
welcome summary of what has been accomplished so far in the study of
self-organization of matter according to the Prigogine school in
Brussels.
 
Dr. Babloyantz's book can be highly recommended to all those interested
in self-organization in the fields of chemistry and biochemistry."
(Bull. Math. Biology)
 


------------------------------

Subject: request for information on real time applications of NNs
From:    Paulo V Rocha <P.Rocha@cs.ucl.ac.uk>
Date:    Thu, 28 Feb 91 10:26:46 +0000

I am benchmarking a neurocomputer and need data on the typical load
generated by real-time, real-world NNs applications.

Virtually any model, and any application details are welcomed but I
suppose the heaviest loads are generated by speech processing and signal
(radar?) and image processing. Am I right?

I would appreciate any information or pointers to litterature containing
these data. This is more or less a case of life or death to my Thesis.
:-)

P.

+-----------------------------+---------------------------------------------+
Paulo Valverde de L. P. Rocha |   JANET:procha@uk.ac.ucl.cs
Department of Computer Science|  BITNET:procha%uk.ac.ucl.cs@UKACRL
University College London     |Internet:procha%cs.ucl.ac.uk@nsfnet-relay.ac.uk
Gower Street                  | ARPANet:procha@cs.ucl.ac.uk
London WC1E 6BT               |    UUCP:...!mcvax!ukc!ucl-cs!procha
England                       |     tel: +44 (071) 387 7050 x 3719
                              |     fax: +44 (071) 387 1397
+-----------------------------+---------------------------------------------+


------------------------------

Subject: Re: Looking for Phoneme Data
From:    Giorgos Bebis <bebis@csi.forth.gr>
Date:    Thu, 28 Feb 91 15:56:49 +0200

In comp.ai.neural-nets you write:

>I am looking for speech data that I can use as input into a phoneme
>recognition neural network. I am working on alternative neural network
>models that have improved learning rates in terms of time and I need to
>test these algorithms with speech data used with traditional
>implementations of neural network based speech recognition packages. Any
>information on where and how to get this speech input data would be
>greatly appreciated. Thanks.

>Gunhan H. Tatman
>Computer Engineering Dept.
>The University of South Carolina
>Columbia, SC 29201

>e-mail: gunhan@otis.hssc.scarolina.edu
>                (gunhan@129.252.1.2)

I suggest you to look at the benchmark's collection of Scott Fahlman.
Here is a message that he has post before some time :

George Bebis,                        
Dept. of Computer Science,
University of Crete, 
PO BOX 1470, Iraklion, Crete, GREECE         E-mail : bebis@csi.forth.gr

=-----------------------------------------------------------------------------=

Subject: CMU Benchmark collection
From:    Scott.Fahlman@SEF1.SLISP.CS.CMU.EDU
Date:    Mon, 03 Sep 90 22:15:32 -0400

[[ Editor's Note: My thanks to Scott for this complete and thoughtful
reply.  The subject of benchmarking arise periodically, hence my last
reference to Scott's valient efforts.  As always, I assume readers will
scan this message carefully and follow the directions.  If anyone
volunteers to be an additional repository for the files, especially if
they are willing to make up tapes or diskettes and/or provide UUCP
access, please contact me or Scott.  -PM ]]

Since the topic of the CMU benchmark collection was raised here, let me
post this information as a way of avoiding dozens of individual questions
and answers.

The benchmark collection is available via internet FTP -- directions for
how to access the collection are included below.  I have hesitated to
advertise it to this newsgroup because so many people out on usenet have
no FTP access.  As a rule, I don't have time to E-mail these files to
individuals (some are quite large and would have to be chopped up), and
we certainly are not in a position to send out copies on mag tape or
floppy disk.  However, any of you who are able to access this material
via FTP are welcome to do so.

I set up the collection a couple of years ago as part of my own empirical
research on neural network learning algorithms.  An important question is
how to measure one algorithm against another, even when they deal with
problem domains of similar size and shape.  The typical paper in this
field describes some new algorithm and then presents an experiment or two
comparing the new algorithm vs. vanilla backprop.  Unfortunately, no two
researchers seem to run the same problem in the same way.  Not

surprisingly, everyone beats backprop by at least an order of magnitude,
and usually more.  Of course, backprop is very sensitive to the choice of
training parameters, so with a new problem there is always the question
of whether backprop was given a fair chance.  The more interesting
question of how a new algorithm stacks up against other post-backprop
algorithms is seldom addressed at all.

So my goal has been to collect a variety of benchmark problems, including
some small, artificial ones (e.g. parity) and some larger, more realistic
ones (e.g. nettalk).  For each of these, the collection contains a
problem description, data sets for testing and training (or an algorithm
for generating the same), and a summary of results that people have
obtained on the problem in question using various algorithms.  These
results make it possible for people with new algorithms to compare them
against the best results reported to date, and not just against vanilla
backprop.  This material is provided solely for the benfit of
researchers; we have no desire to become the "Guiness Book of World
Records" for neural networks.  Since my goal is to compare learning
algorithms, not machines, these results are expressed in epochs or
floating-point operations rather than "seconds on a Cray Y/MP" or
whatever.

There is a mailing list for frequent users of this collection and other
interested in benchmarking issues.  It is named "nn-bench@cs.cmu.edu"
(Internet address).  Mail to this address goes to a couple of hundred
places worldwide, so "add me" requests and other administrative messages
should not go there.  Instead they should go to
"nn-bench-request@cs.cmu.edu".

Unfortunately, not too many people have contributed problems to this
collection, and I have been too busy with other things to spend a lot of
time promoting this effort and combing the literature for good problems.
Consequently, the collection and the mailing list have been dormant of
late.  I am enclosing a list of files currently in the collection.  I
have a couple of other data sets that need some work to get them into
usable form.  I hope to find some time for this in the near future, but
that is hard to predict.  If someone with lots of time and energy, lots
of online file storage, and good connections to the Internet wants to
take over this effort and run with it, please contact me and we can
discuss this.

Scott Fahlman  
School of Computer Science
Carnegie Mellon University
Pittsburgh, PA 15213
Internet: fahlman@cs.cmu.edu
.......................................................................
Current contents of Neural Net Benchmark directory.
First number is file size in bytes.

    8094 Mar 15  1989 FORMAT
   11778 Aug 13  1989 GLOSSARY
   13704 Dec  5  1989 nettalk
  541269 Jul 15 17:55 nettalk.data
    7382 Oct 16  1989 nettalk.list
    5570 Apr 16  1989 parity
    1911 Oct 16  1989 protein
   14586 Aug 22  1989 protein.test
   73489 Aug 22  1989 protein.train
    5872 Dec 23  1989 sonar
   49217 Dec 23  1989 sonar.mines
   43052 Dec 23  1989 sonar.rocks
    7103 Feb 27 22:20 two-spirals
   16245 Mar  4 23:01 vowel
   61542 Apr 23  1989 vowel.data
    6197 Apr 15  1989 xor
.......................................................................
FTP access instructions:

For people (at CMU, MIT, and soon some other places) with access to the
Andrew File System (AFS), you can access the files directly from
directory "/afs/cs.cmu.edu/project/connect/bench".  This file system uses
the same syntactic conventions as BSD Unix: case sensitive names, slashes
for subdirectories, no version numbers, etc.  The protection scheme is a
bit different, but that shouldn't matter to people just trying to read
these files.

For people accessing these files via FTP:

1. Create an FTP connection from wherever you are to machine
   "pt.cs.cmu.edu". The internet address of this machine is
   128.2.254.155, for those who need it.

2. Log in as user "anonymous" with no password.  You may see an error
   message that says "filenames may not have /.. in them" or something
   like that.  Just ignore it.

3. Change remote directory to "/afs/cs/project/connect/bench".  Any
   subdirectories of this one should also be accessible.  Parent
   directories should not be.

4. At this point FTP should be able to get a listing of files in this
   directory and fetch the ones you want.

5. The directory "/afs/cs/project/connect/code" contains public-domain
   programs implementing the Quickprop and Cascade-Correlation
   algorithms, among other things.  Access it in the same way.

I've tested this access method, but it's still possible that some of our
ever vigilant protection demons will interfere with access from out in
net-land.  If you try to access this directory by FTP and have trouble,
please contact me.

The exact FTP commands you use to change directories, list files, etc.,
will vary from one version of FTP to another.

=----------------------------------------------------------------------------

Good luck,
Bye, George.


------------------------------

End of Neuron Digest [Volume 7 Issue 12]
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