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To: CHEMISTRY@ccl.net
Subject: CNDO/S-C.I.
Date: 28 Aug 93 18:09:16 EST (Sat)
From: ipcakc@vigyan.iisc.ernet.in
Message-Id: <9308281809.AA11116@vigyan.iisc.ernet.in>



    Hi netters,
               Is anybody willing to send me CNDO/S-C.I. program?
   If possible please send me through e-mail with detailed
  inputs. bye.
               D.Sengupta. IISc Bangalore India
                 ipcakc@ipc.iisc.ernet.in

From tudor@wucmd.wustl.edu  Sat Aug 28 06:27:32 1993
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Date: Sat, 28 Aug 1993 11:27:32 -0500 (CDT)
From: Tudor Oprea <tudor@wucmd.wustl.edu>
Subject: Re: comments on drug modeling software
To: morgan conn <mmconn@esau.mit.edu>
Cc: chemistry@ccl.net
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On Thu, 26 Aug 1993, morgan conn wrote:

> 
> Hello netters,
> 
> I am interested in computational packages for drug design (ones that include
> minimization, database management, and pharmacophore prediction).  I've seen
> vague mentions of a number of these at ACS meetings and such (too bad I've 
> missed the latest), but want to find out from 'those in the know' what is good/
> bad/ugly.
> 
> Can anyone tell me something about programs of this nature? I would especially be
> interested in hearing from those on the list in the pharmaceutical industry.

> >> are those in academia biased ? ;-) >> (T.O.)

> -mmc
> 
> 
> *********************************************************
> Morgan Conn
> MIT Chemistry, 18-148, Cambridge, MA  02139; 
> mmconn@esau.mit.edu, 617.253.6438, 617.253.7929 (fax)
> *********************************************************
> 
> 

Morgan,

I guess it depends on the available data that you wish to tackle with.

1. If you have a series of cpds that have reliable functional and binding
data, you may wish to use QSAR methodology (that is, Quant. Struct-Act.
Relat), and i suggest CoMFA (Comparative Molecular Field Analysis) by
Cramer et al, available from Tripos Associates.
Their package is called Sybyl, and in the 3D-QSAR field is one of the
best available, as it comes with a good chemometric package (CoMFA uses
Partial Least Squares method developed by Wold et al; enhancements are
probably available soon - PLS optimization methods from Clementi et al).
When you use CoMFA you need an alignment (that is, conformational analysis
and superposition rules). You can use the Tripos force-field, but also
MM2 (if you buy it), and several minimizers are available (including
Simplex, BFGS, conjugate gradient). If you have peptides, you could
use Amber.

2. If you have just a lead compound and a rather scarce set of data,
you can either a. scan the literature and gather some more or b. ask
your colleagues if previous attempts were made in the same directin or
c. get Biosym & Apex 3D (from Golender et al), that would help you with 
pharmacophore ID and assist you in your (Q)SAR efforts. Biosym has also
a very good package for ligand design - Ludi (from Hans Boehm), which
may assist you if you have a known binding site. Force fields: CVFF,
Amber plus some other options. 

3. For database management, you may wish to use software available
from Daylight, which is specifically designed for this (& other)
purpose(s). 


PS: I did not include phone numbers or email, since i do not wish
this to sound like an advertisement.
There's other software out there that does similar things, but i
tried to get you first (hands on) experience - so the rest is not
ignored, it simply means i did not use it.

Tudor Oprea 				(tudor@wucmd.wustl.edu)
Research Associate 
Center for Molecular Design, Washington University, St. Louis

PPS: you could have seen Tripos, Bisoym and Daylight expose their
software at the ACS meeting exposition, in Chicago, this week!
For those who are looking for decisions, i suggest you take your
time and see the next expo, at the next ACS meeting, spring 94.





From PCJ@PSUVM.PSU.EDU  Sat Aug 28 11:53:00 1993
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Date: Sat, 28 Aug 1993 15:53 -0400 (EDT)
From: PCJ@PSUVM.PSU.EDU
Subject: Seeking Information about Genetic Algorithms
To: chemistry@ccl.net
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Dear Netters:
Not very much has been published on GA applications in
physical sciences or chemistry or related disciplines.
I am looking for recent papers or work in progress using
GA in chemistry. Do you know of such work? Could you please
pass along any information you  have? Thanks for the help.
Peter Jurs, Penn State University Chemistry Department
pcj@psuvm.psu.edu

From Y0XIAO01@ULKYVX.LOUISVILLE.EDU  Sat Aug 28 17:19:19 1993
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Date: Sat, 28 Aug 1993 22:19:19 -0500 (EST)
From: "Leon Y. Xiao, (502)635-6931" <Y0XIAO01@ULKYVX.LOUISVILLE.EDU>
Subject: Re: Seeking Information about Genetic Algorithms
To: PCJ@PSUVM.PSU.EDU
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Hi, Peter:

In your mail,

>Dear Netters:
>Not very much has been published on GA applications in
>physical sciences or chemistry or related disciplines.
>I am looking for recent papers or work in progress using
>GA in chemistry. Do you know of such work? Could you please
>pass along any information you  have? Thanks for the help.
>Peter Jurs, Penn State University Chemistry Department
>pcj@psuvm.psu.edu

Following is a list of publications (most, but not limited)
you may be interested in.

Leon Xiao
University of Louisville
Chemistry Department

==============================================================

[BOOKS]

Holland, J. H. Adaptation in natural and artificial systems: an
introductory analysis with applications to biology, control, and
artificial intelligence. University of Michigan Press, Ann Arbor, 
MI. (1975). 

Davis, L. Genetic Algorithms and simulated annealing. Morgan
Kaufmann Publishers, Los Altos, CA.(1987). 

Goldberg, D. E. Genetic algorithms in search, optimization, and
machine learning, Addision-Wesley, New York. (1989).

Davis, L. Handbook of genetic algorithms. Van Nostrand Reinhold,
NY. (1991).

Z. Michalewicz, Springer Verlag Genetic algorthms + Data Structures =
evolution programs; (1992).

[CONFERENCE PROCEEDINGS]

Grefenstette, J. J. Genetic algorithms and their applications:
proceeding of the second International Conference on Genetic
Algorithms. L. Erlbaum Associates, Hillsdale, NJ. (1987).

Schaffer, J. D. Proceedings of the Third International Conference
on Genetic Algorithms. Morgan Kaufmann Publishers, San Mateo, CA.(1989). 

Belew, R. K. and Booker, L. B. Proceedings of the Fourth
International Conference on Genetic Algorithms. Morgan Kaufmann
Publishers, San Mateo, CA. (1991).

Forest, S. ed., Proceedings of the Fifth International Conference on
Genetic  Algorithms, Morgan Kaufmann Publishers, San Mateo, CA (1993).


[ARTICLES RELATED TO CHEMISTRY]

P. Tuffery and C. Etchebest and S. Hazout and R. Lavery, A New Approach
to the Rapid Determination of Protein Side Chain Conformations, Journal
of Biomolecular Structure & Dynamics, 8(6), 1267, (1991)

Thomas Dandekar and Patrick Argos, Potential of genetic algorithms in
protein folding and protein engineering simulations, Protein
Engineering 5(7), 637-645, (1992)

Denning, Peter J. Genetic algorithms, American Scientist, 80,
12-14, (1992).

E. Fontain, Application of Genetic Algorithms inthe Field of Constitutional
Similarity, J. Chem. Inf, Comput Sci, 32, 748-752, (1992)

John H. Holland, Genetic algorithms: computer programs that "evolve" in ways
that resemble natural selection can solve complex problems even their creators
do not fully understand, Scientific American 267, 66-72 [1992]

R.S.Judson, M.E. Colvin, J.C.Meza, A.Huffer, and D.Gutierrez.  Do
intelligent configuration search techniques outperform random search
for large molecules?  International Journal of Quantum Chemistry, 44,
277-290, (1992).

Richard S. Judson, Teaching Polymers to fold, The Journal of Physical
Chemistry, 96(25), 10102, (1992).

S. LeGrand and K. Merz, The application of the Genetic Algorithm to the
minimization of potential energy functions, J.Global Opt., (1992).

Wolfgang Linert, Peter Margl and Istvan Lukovits, Numerical Minimization
Procedures in molecular mechanics: structural modelling of the solvation of
beta-cyclodextrin, Computers & Chem. 16(1), 61-69, (1992).

Marcel J. J. Blommers, Carlos B. Lucasius, Gerrit Kateman and Robert
Kaptein, Conformational Analysis of a Dinucleotide Photodimer with the
Aid of the Genetic Algorithm, Biopolymers, Vol. 32, 45-52, (1992)

R.W. Smith, "Energy minimization in binary alloy models via genetic
algorithms" Comput.Phys.Comm. 71, 134-146, (1992).

Shaojian Sun, Reduced representation model of protein structure
prediction: Statistical potential and genetic algorithms, Protein
Science, 2, 762-785, (1993)

P. Tuffery, C. Etchebest, S. Hazout, and R. Lavery, A Critical Comparison of
Search Algorithms Applied to the Optimization of Protein Side-Chain
Conformations, J. Comp. Chem. 14, 790-798, (1993).

Ron Unger and John Moult, Genetic Algorithms for Protein Folding
Simulations, Journal of Molecular Biology, 231, 75-81, (1993).

R. Wehrens, C. Lucasius, L. Buydens, and G. Kateman, Sequential Assignment
of 2D-NMR Spectra of Proteins Using Genetic Algorithms, J. Chem. Info.
Comput. Sci.  33, 245-251 (1993).

Jones, Brown, Clark, Willett and Glen.  Searching Databases of Two-Dimensional
and Three-Dimensional Chemical Structures Using Genetic Algorithms, in Forest,
S. ed., Proceedings of the Fifth International Conference on Genetic 
Algorithms, Morgan Kaufmann Publishers, San Mateo, CA (1993).

R.S. Judson, E. Jaeger, A. Treasurywala, Conformation searching methods
for small molecules II: A Genetic algorithm approach, J.Comp.Chem.
(1993, in press).

D.B. McGarrah and R.S. Judson, An analysis of the genetic algorithm
method of molecular conformation determination, J.Comp.Chem.
(1993, in press).

Clark, Jones, Willett, Glen and Kenny, Pharmacophoric Pattern Matching
In Files Of Three-Dimensional Chemical Structures: Comparison Of
Conformational-Searching Algorithms For Flexible Searching, Presented
at the 3rd Int. conference on Chemical Structures, Journal of Chemical 
Information and Computer Sciences, (1993, in press).

Y.L. Xiao and D.E. Williams, Genetic algorithm: a new approach to the
prediction of the structure of molecular clusters, Chem. Phys. Let. 
(1993, in press)

Y.L. Xiao and D.E. Williams, GAME: Genetic algorithm for minimization of
energy, an interactive program for three-dimensional intermolecular 
interactions, Comput. & Chem, (submitted)


From raman@bioc01.uthscsa.edu  Sat Aug 28 16:05:24 1993
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From: raman@bioc01.uthscsa.edu (C.S.RAMAN)
Message-Id: <9308290205.AA06455@bioc01.uthscsa.edu>
Subject: Genetic Algorithms
To: pcj@psuvm.psu.edu
Date: Sat, 28 Aug 1993 21:05:24 -0500 (CDT)
Cc: chemistry@ccl.net
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Peter:

There was a lengthy discussion on the topic of GA about a month ago on
CCL.  You might want to FTP to www.ccl.net and grep some of those
files to get the full response.  

I am including my current list of references on GA (dating back to 1989)
in order to give you a head start on whatever you are working on.

The COSMIC DATABASE (which contains all the programs developed by NASA
researchers) contains an interesting algorithm for developing GA
applications.  I shall describe about this database to the net sometime
next week and you can grab the info then.

Hope you find this information useful.
Cheers
-raman

*********************************CUT HERE****************************

1. HIBBERT DB.
     A HYBRID GENETIC ALGORITHM FOR THE ESTIMATION OF KINETIC PARAMETERS.
     CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1993 JUL, V19 N3:319-329.

2. LUCASIUS CB; DEWEIJER AP; BUYDENS LMC; KATEMAN G.
     CFIT - A GENETIC ALGORITHM FOR SURVIVAL OF THE FITTING.
     CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1993 JUL, V19 N3:337-341.

3. JERVIS M; STOFFA PL; SEN MK.
     2-D MIGRATION VELOCITY ESTIMATION USING A GENETIC ALGORITHM.
     GEOPHYSICAL RESEARCH LETTERS, 1993 JUL 23, V20 N14:1495-1498.

4. KUNCHEVA L.
     GENETIC ALGORITHM FOR FEATURE SELECTION FOR PARALLEL CLASSIFIERS.
     INFORMATION PROCESSING LETTERS, 1993 JUN 25, V46 N4:163-168.

5. PAYNE AWR; GLEN RC.
     MOLECULAR RECOGNITION USING A BINARY GENETIC SEARCH ALGORITHM.
     JOURNAL OF MOLECULAR GRAPHICS, 1993 JUN, V11 N2:74+.

6. BOONE G; CHIANG HD.
     OPTIMAL CAPACITOR PLACEMENT IN DISTRIBUTION SYSTEMS BY GENETIC ALGORITHM.
     INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 1993 JUN, V15
   N3:155-162.

7. MATSUURA K; SHIBA H; NUNOKAWA Y; SHIMIZU H; and others.
     [CALCULATION OF OPTIMAL TRAJECTORIES FOR FERMENTATION PROCESSES BY GENETIC
   ALGORITHM].
     Language:  Japanese.
     SEIBUTSU-KOGAKU KAISHI-JOURNAL OF THE SOCIETY FOR FERMENTATION AND
   BIOENGINEERING, 1993, V71 N3:171-178.

8. LERICHE R; HAFTKA RT.
     OPTIMIZATION OF LAMINATE STACKING SEQUENCE FOR BUCKLING LOAD MAXIMIZATION
   BY GENETIC ALGORITHM.
     AIAA JOURNAL, 1993 MAY, V31 N5:951-956.

9. FREEMAN LC.
     FINDING GROUPS WITH A SIMPLE GENETIC ALGORITHM.
     JOURNAL OF MATHEMATICAL SOCIOLOGY, 1993, V17 N4:227-241.

10. LEVITIN G; RUBINOVITZ J.
      GENETIC ALGORITHM FOR LINEAR AND CYCLIC ASSIGNMENT PROBLEM.
      COMPUTERS & OPERATIONS RESEARCH, 1993 AUG, V20 N6:575-586.

11. NARAYANAN MN; LUCAS SB.
      A GENETIC ALGORITHM TO IMPROVE A NEURAL NETWORK TO PREDICT A PATIENTS
    RESPONSE TO WARFARIN.
      METHODS OF INFORMATION IN MEDICINE, 1993 FEB, V32 N1:55-58.

12. JIN S; MADARIAGA R.
      BACKGROUND VELOCITY INVERSION WITH A GENETIC ALGORITHM.
      GEOPHYSICAL RESEARCH LETTERS, 1993 JAN 22, V20 N2:93-96.

13. KONAGAYA A.
      NEW TOPICS IN GENETIC ALGORITHM RESEARCH.
      Pub type:  Editorial.
      NEW GENERATION COMPUTING, 1992, V10 N4:423-427.

14. WIENKE D; LUCASIUS C; EHRLICH M; KATEMAN G.
      MULTICRITERIA TARGET VECTOR OPTIMIZATION OF ANALYTICAL PROCEDURES USING A
    GENETIC ALGORITHM .2. POLYOPTIMIZATION OF THE PHOTOMETRIC CALIBRATION GRAPH
    OF DRY GLUCOSE SENSORS FOR QUANTITATIVE CLINICAL ANALYSIS.
      ANALYTICA CHIMICA ACTA, 1993 JAN 18, V271 N2:253-268.

15. PHAM DT; ONDER HH.
      A KNOWLEDGE-BASED SYSTEM FOR OPTIMIZING WORKPLACE LAYOUTS USING A GENETIC
    ALGORITHM.
      Pub type:  Note.
      ERGONOMICS, 1992 DEC, V35 N12:1479-1487.

16. KULKARNI J; PARSAEI HR.
      INFORMATION RESOURCE MATRIX FOR PRODUCTION AND INTELLIGENT MANUFACTURING
    USING GENETIC ALGORITHM TECHNIQUES.
      COMPUTERS & INDUSTRIAL ENGINEERING, 1992 NOV, V23 N1-4:483-485.

17. LANSBERRY JE; WOZNIAK L; GOLDBERG DE.
      OPTIMAL HYDROGENERATOR GOVERNOR TUNING WITH A GENETIC ALGORITHM.
      IEEE TRANSACTIONS ON ENERGY CONVERSION, 1992 DEC, V7 N4:623-630.

18. LABOSSIERE P; TURKKAN N.
      ON THE OPTIMIZATION OF THE TENSOR POLYNOMIAL FAILURE THEORY WITH A
    GENETIC ALGORITHM.
      TRANSACTIONS OF THE CANADIAN SOCIETY FOR MECHANICAL ENGINEERING, 1992,
    V16 N3-4:251-265.

19. VENUGOPAL V; NARENDRAN TT.
      A GENETIC ALGORITHM APPROACH TO THE MACHINE-COMPONENT GROUPING PROBLEM
    WITH MULTIPLE OBJECTIVES.
      COMPUTERS & INDUSTRIAL ENGINEERING, 1992 OCT, V22 N4:469-480.

20. JENKINS WM.
      PLANE FRAME OPTIMUM DESIGN ENVIRONMENT BASED ON GENETIC ALGORITHM.
      JOURNAL OF STRUCTURAL ENGINEERING-ASCE, 1992 NOV, V118 N11:3103-3112.

21. LI TH; LUCASIUS CB; KATEMAN G.
      OPTIMIZATION OF CALIBRATION DATA WITH THE DYNAMIC GENETIC ALGORITHM.
      ANALYTICA CHIMICA ACTA, 1992 OCT 7, V268 N1:123-134.

22. BHATTACHARJYA AK; BECKER DE; ROYSAM B.
      A GENETIC ALGORITHM FOR INTELLIGENT IMAGING FROM QUANTUM-LIMITED DATA.
      SIGNAL PROCESSING, 1992 SEP, V28 N3:335-348.

23. WIENKE D; LUCASIUS C; KATEMAN G.
      MULTICRITERIA TARGET VECTOR OPTIMIZATION OF ANALYTICAL PROCEDURES USING A
    GENETIC ALGORITHM .1. THEORY, NUMERICAL SIMULATIONS AND APPLICATION TO
    ATOMIC EMISSION SPECTROSCOPY.
      ANALYTICA CHIMICA ACTA, 1992 AUG 14, V265 N2:211-225.

24. PRADOS DL.
      NEW LEARNING ALGORITHM FOR TRAINING MULTILAYERED NEURAL NETWORKS THAT
    USES GENETIC-ALGORITHM TECHNIQUES.
      ELECTRONICS LETTERS, 1992 JUL 30, V28 N16:1560-1561.

25. HAJIMA R; TAKEDA N; OHASHI H; AKIYAMA M.
      OPTIMIZATION OF WIGGLER MAGNETS ORDERING USING A GENETIC ALGORITHM.
      NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS
    SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 1992 JUL 1, V318
    N1-3:822-824.

26. NARA K; DEB AK; SHIOSE A; KITAGAWA M; and others.
      IMPLEMENTATION OF GENETIC ALGORITHM FOR DISTRIBUTION SYSTEMS LOSS MINIMUM
    RECONFIGURATION.
      IEEE TRANSACTIONS ON POWER SYSTEMS, 1992 AUG, V7 N3:1044-1051.

27. KOPFER H.
      [PROGENITOR - A GENETIC ALGORITHM FOR PRODUCTION SCHEDULING].
      Language:  German.
      Pub type:  Letter.
      WIRTSCHAFTSINFORMATIK, 1992 APR, V34 N2:255-256.

28. KANET JJ; SRIDHARAN V.
      PROGENITOR - A GENETIC ALGORITHM FOR PRODUCTION SCHEDULING - REPLY.
      Pub type:  Letter.
      WIRTSCHAFTSINFORMATIK, 1992 APR, V34 N2:256-256.

29. TOKINAGA S; WHINSTON AB.
      APPLYING ADAPTIVE CREDIT ASSIGNMENT ALGORITHM FOR THE LEARNING CLASSIFIER
    SYSTEM BASED UPON THE GENETIC ALGORITHM.
      IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND
    COMPUTER SCIENCES, 1992 MAY, VE75A N5:568-577.

30. MICHALEWICZ Z; JANIKOW CZ; KRAWCZYK JB.
      A MODIFIED GENETIC ALGORITHM FOR OPTIMAL CONTROL PROBLEMS.
      COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1992 JUN, V23 N12:83-94.

31. ABDULLAH AR.
      A ROBUST METHOD FOR LINEAR AND NONLINEAR OPTIMIZATION BASED ON GENETIC
    ALGORITHM.
      CYBERNETICA, 1991, V34 N4:279-287.

32. GEMMILL DD.
      SOLUTION TO THE ASSORTMENT PROBLEM VIA THE GENETIC ALGORITHM.
      MATHEMATICAL AND COMPUTER MODELLING, 1992 JAN, V16 N1:89-94.

33. BLOMMERS MJJ; LUCASIUS CB; KATEMAN G; KAPTEIN R.
      CONFORMATIONAL ANALYSIS OF A DINUCLEOTIDE PHOTODIMER WITH THE AID OF THE
    GENETIC ALGORITHM.
      BIOPOLYMERS, 1992 JAN, V32 N1:45-52.

34. WILSON WG; VASUDEVAN K.
      APPLICATION OF THE GENETIC ALGORITHM TO RESIDUAL STATICS ESTIMATION.
      GEOPHYSICAL RESEARCH LETTERS, 1991 DEC, V18 N12:2181-2184.

35. MUHLENBEIN H; SCHOMISCH M; BORN J.
      THE PARALLEL GENETIC ALGORITHM AS FUNCTION OPTIMIZER.
      PARALLEL COMPUTING, 1991 SEP, V17 N6-7:619-632.

36. KANET JJ; SRIDHARAN V.
      PROGENITOR - A GENETIC ALGORITHM FOR PRODUCTION SCHEDULING.
      WIRTSCHAFTSINFORMATIK, 1991 AUG, V33 N4:332-336.

37. WANG QJ.
      THE GENETIC ALGORITHM AND ITS APPLICATION TO CALIBRATING CONCEPTUAL
    RAINFALL-RUNOFF MODELS.
      WATER RESOURCES RESEARCH, 1991 SEP, V27 N9:2467-2471.

38. JENKINS WM.
      TOWARDS STRUCTURAL OPTIMIZATION VIA THE GENETIC ALGORITHM.
      Pub type:  Note.
      COMPUTERS & STRUCTURES, 1991, V40 N5:1321-1327.

39. BOS M; WEBER HT.
      COMPARISON OF THE TRAINING OF NEURAL NETWORKS FOR QUANTITATIVE X-RAY
    FLUORESCENCE SPECTROMETRY BY A GENETIC ALGORITHM AND BACKWARD ERROR
    PROPAGATION.
      ANALYTICA CHIMICA ACTA, 1991 JUN 14, V247 N1:97-105.

40. VIGNAUX GA; MICHALEWICZ Z.
      A GENETIC ALGORITHM FOR THE LINEAR TRANSPORTATION PROBLEM.
      Pub type:  Letter.
      IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1991 MAR-APR, V21
    N2:445-452.

41. COOK DF; WOLFE ML.
      GENETIC ALGORITHM APPROACH TO A LUMBER CUTTING OPTIMIZATION PROBLEM.
      CYBERNETICS AND SYSTEMS, 1991 MAY-JUN, V22 N3:357-365.

42. GORDON MD.
      USER-BASED DOCUMENT CLUSTERING BY REDESCRIBING SUBJECT DESCRIPTIONS WITH
    A GENETIC ALGORITHM.
      JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE, 1991 JUN, V42
    N5:311-322.

43. MAHLAB U; SHAMIR J; CAULFIELD HJ.
      GENETIC ALGORITHM FOR OPTICAL PATTERN RECOGNITION.
      OPTICS LETTERS, 1991 MAY 1, V16 N9:648-650.

44. SUCKLEY D.
      GENETIC ALGORITHM IN THE DESIGN OF FIR FILTERS.
      IEE PROCEEDINGS-G CIRCUITS DEVICES AND SYSTEMS, 1991 APR, V138
    N2:234-238.

45. KOHLER HM.
      ADAPTIVE GENETIC ALGORITHM FOR THE BINARY PERCEPTRON PROBLEM.
      Pub type:  Letter.
      JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1990 DEC 7, V23
    N23:L1265-L1271.

46. BICKEL AS; BICKEL RW.
      DETERMINATION OF NEAR-OPTIMUM USE OF HOSPITAL DIAGNOSTIC RESOURCES USING
    THE GENES GENETIC ALGORITHM SHELL.
      COMPUTERS IN BIOLOGY AND MEDICINE, 1990, V20 N1:1-13.

-- 
C.S.Raman                                 raman@bioc01.uthscsa.edu - Internet
UNIX Programming & Administration         70412.2354@compuserve.com - CIS
SPARC & SGI Systems                       raman@hermes.chpc.utexas.edu - CHPC
Department of Biochemistry                c.raman@launchpad.unc.edu
UTHSCSA       
7703 Floyd Curl Dr.                       (210) 567-6623   [Tel]
San Antonio, TX 78284-7760                (210) 567-6595   [Fax]
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         If a man's wit be wandering, let him study the Mathematics
                                                            -Francis Bacon   
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