http:^^www.cis.ufl.edu^~ranka^

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<LI>
R. Shankar, K. Alsabti, and S. Ranka.
<!WA16><a
href="ftp://ftp.cise.ufl.edu/pub/faculty/ranka/Transportation.ps.Z">
The Transportation Primitive </a>,
submitted to <i>IEEE Transactions on Parallel and Distributed
Systems</i>.
(an earlier version appears as <!WA17><a
href="ftp://ftp.cise.ufl.edu/pub/faculty/ranka/mmc-fron95.ps.Z">
Many-to-Many Communication With Bounded Traffic </a>,
<i>Frontiers '95</i>).
<LI>
J. C. Wang and S. Ranka. Scheduling of Unstructured Communication on
the Intel iPSC/860,
<i>Supercomputing '94</i>.
</OL>
<hr>
<b>Fortran 90D/High Performance Fortran: Compiler and Runtime Support</b> </A> 
<OL>
<p>
The goal of this project is to develop basic compilation techniques and runtime support 
for implementing Fortran 90D/High Performance Fortran on MIMD machines.
<p>
<LI>
Z. Bozkus, A. Choudhary, G. Fox, T. Haupt, and S. Ranka.
Compiling Fortran 90D/HPF for Distributed Memory MIMD Computers,
<i>Journal of Parallel and Distributed computing</i>,
April 1994, pp. 15-26.
<LI>
Z. Bozkus, A. N. Choudhary, G. C. Fox, T. Haupt, and S. Ranka.
Compiling Distribution Directives in a Fortran 90D Compiler,
<i>International Symposium of Parallel and Distributed Computing</i>, 1993.
<LI>
Z. Bozkus, A. N. Choudhary, G. C. Fox, T. Haupt, and S. Ranka.
Fortran 90D/HPF Compiler for Distributed Memory MIMD Computers:
Design, Implementation and Performance Results,
<i>Supercomputing 93</i>,  pp. 351-360.
<LI>
A. N. Choudhary, G. C. Fox, S. Hiranandani, K. Kennedy, C. Koelbel,
S. Ranka, and C-W. Tseng.
<!WA18><a href="ftp://ftp.cise.ufl.edu/pub/faculty/ranka/loplas.ps.Z">
Unified Compilation of Fortran 77D and 90D</a>,
<i>ACM Letters on Programming Languages and Systems</i>. 2(1-4):95-114,
mARCH-December 1993.
<LI>
Z. Bozkus, A. N. Choudhary, G. C. Fox, T. Haupt, S. Ranka, R. Thakur, and
J-C. Wang.
Scalable Libraries for High-Performance Fortran,  Invited Paper,
<i>Scalable Libraries Conference</i>,  October 1993.
<LI>
A. Choudhary,  G. Fox, S. Hiranandani, K. Kennedy, C. Koelbel,
 S. Ranka,  and J. Saltz.
 Software Support for Irregular and Loosely Synchronous Problems,
<i>Journal of Computing Systems in Engineering</i>,  vol. 3, pp. 43-52.
<LI>
G. C. Fox, S. Ranka,  Michael Scott, Allen D. Malony,
Jim Browne, Marina C. Chen, Alok C. Choudhary, Thomas Cheatham,
Jan Cuny, Rudolf  Eigenmann, Amr Fahmy, Ian Foster,   Dennis Gannon,
Tom Haupt, Mike Karr, Carl Kesselman,
Chuck Koelbel, Wei Li, Monica Lam, Thomas LeBlanc,
Jim Openshaw, David  Padua, Constantine Polychronopoulos,
Joel Saltz, Alan Sussman, Gil Weigand, and Kathy Yelick.
 Runtime Support for High-Performance Parallel Languages,
<i>Proceedings of  Supercomputing '93</i>.
</OL>
<HR>
<b>Parallelization of Unstructured, Adaptive and Hierarchical
Applications</b> </A> 
<p>
We are investigating parallel algorithms, 
irregular applications on coarse grained Parallel Machines. 
Tha targeted applications are mainly in the area of computer vision, scientific
computing and visualization.
<p>
<OL>
<LI>
A. Choudhary,  G. Fox, S. Hiranandani, K. Kennedy, C. Koelbel,
 S. Ranka,  and J. Saltz.
 Software Support for Irregular and Loosely Synchronous Problems,
<i>Journal of Computing Systems in Engineering</i>,  vol. 3, pp. 43-52.
<LI>
N. Copty,  S. Ranka, G. C. Fox, and R. Shankar.
<!WA19><a
href="ftp://ftp.cise.ufl.edu/pub/faculty/ranka/region-growing.jpdc.ps.Z">
 Data Parallel Algorithms for the Region Growing Algorithms on the CM-5</a>,
 <i>Journal of  Parallel and Distributed Computing</i>, April 1994.
<LI>
D. P. Koester, S. Ranka and G. Fox.
<!WA20><a
href="ftp://ftp.cise.ufl.edu/pub/faculty/ranka/GaussSiedelSC94.ps.Z">
A parallel Gauss-Seidel algorithm
for sparse power system matrices</a>, <i>Supercomputing '94</i>. November
1994. 
<LI>
D. Koester, S. Ranka, and G. C. Fox.
Scalable Solutions for Sparse Matrix Solvers,
 <i>Scalable Libraries Conference</i>,  October 1993.
<LI>
R. Shankar and S. Ranka.
Parallel Vision Algorithms Using Sparse Array Representations,
<i>Journal of Pattern Recognition</i>, 1993, vol. 26, No. 10, pp. 1511-1519.
<LI>
R. V. Shankar and S. Ranka.
Hypercube Algorithms for Operations on Quadtrees, <i>Journal of Pattern
Recognition</i>, 1992, vol. 25, No. 7, pp. 741-747.
</OL>
<P>
<hr>
<b>Techniques for Adaptive and Non-uniform
Computational Environments</b>
<p>
Data parallel applications on a cluster of workstations (or machines).
<p>
<OL>
<LI>
M. Kaddoura and S. Ranka,
Runtime Support for Data Parallel Applications for
Adaptive and Non-Uniform Computational Environments.
<LI>
M. Kaddoura, S. Ranka and A. Wang.
<!WA21><a href="ftp://ftp.cise.ufl.edu/pub/faculty/ranka/ArrayDecomp.ps.Z">
Array Decompositions for Non-uniform Computational Environments</a>,
<i> Journal of Parallel and Distributed Computing</i>, to appear 
(an earlier version of this paper appeared in ICPADS 93).
<LI>
M. Kaddoura, C. W. Ou, and S. Ranka.
Mapping Unstructured Computational Graphs for Adaptive and
Non-Uniform Computational Environments,
submitted to <i>IEEE Transactions on Parallel and Distributed
Technology</i>, July 1994 (revised Feb 1995).
</OL>
<hr>
<b>Neural Networks and Genetic Algorithms
</b>
<p>
<OL>
<LI>
K. G. Mehrotra, S. Ranka, and C. K. Mohan.
 <i>An Introduction to Neural Networks</i>, MIT Press, in preparation.
<LI>
A. Menon, K. Mehrotra, C. Mohan and S. Ranka.
Optimization using Replicator Equations,
<i>1995 International Conference on Genetic Algorithms</i>,
to appear.
<LI>
C. T. Chiu, K. Mehrotra, C. K. Mohan, and S. Ranka.
Fault Tolerance of Neural Networks,
submitted to <i>IEEE Transaction on Neural Networks</i>.
<LI>
A. Menon, K. Mehrotra, C. Mohan and S. Ranka.
Characterization of Inverse Sigmoid Functions with applications to
Neural Networks,
<i>Journal of  Neural Networks</i>, to appear.
<LI>
R. Anand, K. G. Mehrotra, C. K. Mohan, and S. Ranka.
 Efficient Classification for Multiclass Problems Using Modular
Neural Networks,
<i>IEEE Transactions on Neural Networks</i>. Vol. 6.,  pp. 117-124,
January 1995
.
<LI>
 I. Ahmad, A. Ghafoor, K. G. Mehrotra, C. K. Mohan, and S. Ranka.
 Applications of Neural Networks to Performance Evaluation of Dynamic
Load Balancing Algorithms,
<i>Concurrency: Practice and Experience</i>, June 1994.
<LI>
H. S. Maini,  K.G. Mehrotra, C. K. Mohan, and S. Ranka.
Knowledge-based non-uniform crossover,
<i>Journal of Complex Systems.</i> 8 (1994), pp. 257-293.
<LI>
H. Maini, K. G. Mehrotra, C. K. Mohan, and S. Ranka.
Genetic Algorithms for Soft Decision Decoding of Linear Block Codes,
<i>Journal of Evolutionary Computation</i>, vol. 2, No. 2, pp. 145-164.
1994.
<LI>
R. Anand, K. G. Mehrotra, C. K. Mohan, and S. Ranka.
 Analyzing Images Containing Multiple Sparse Patterns with Neural
Networks,
<i>Journal of Pattern Recognition</i>, Nov. 1993, vol. 26, No. 11, pp.
1717-1724
.
<LI>
K. Chakraborty, C. K. Mohan, K. G.  Mehrotra, and S. Ranka.
Forecasting the Behavior of Multivariate Time Series Analysis Using
Neural Networks,  <i>Neural Networks</i>, 1992,  vol. 5, pp. 961-970.
<LI>
K. G. Mehrotra, C. K. Mohan, and S. Ranka.
 Bounds on the Number of Samples Needed for Neural Learning,
<i>IEEE Transactions on Neural Networks</i>,
 November 1991, vol. 2, No. 6, pp. 548-558.
</OL>

<hr>
<b> Past Doctoral Students
</b>
<p>
<OL>
<LI>
Todd Heywood, (1991),  A Practical Hierarchical Model of
Parallel Computation.  Technical Staff, IBM Poughkeepsie.
<LI>
Anand Rangachari, (1992),  Efficient Neural Algorithms for
Multiclass Problems 
(co-advisee with Kishan G. Mehrotra and Chilukuri K. Mohan).
Technical Staff, IBM T. J. Watson Labs.
<LI>
Yeh Chin Chung, (1992),  Static Mapping and Scheduling Algorithms for
Distributed Memory Multiprocessors. Associate Professor, Department of Computer
Science, Feng Chia University, Taiwan R. O. C.
<LI>
Jhy Chun Wang, (1993), Load Balancing and Communication Support for Irregular Problems.
Technical Staff, IBM Poughkeepsie.
<LI>
Harpal Maini, (1994), Incorporating Knowledge in Genetic Optimization
(co-advisee with Kishan G. Mehrotra).
Technical Staff, Deutesche Morgan Bank.
<LI>
M. C. Yang, (1994), 3-D Object Recognition and Description using parallel Geometric Hashing Algorithms (co-advisee with Minsoo Suk).
<LI>
David Koester, (1995),
Parallel Block-Diagonal-Bordered Sparse Linear Systems for
Power Systems Applications
(co-advisee with Geoffrey Fox).
<LI>
Chao-Wei Ou, (1996),  Partitioning and Incremental
Partitioning or Adaptive Irregular Problems, Technical Staff, Northeast Parallel Architecture Center.
<LI>
Ravi Shankar, 
(1996),  Scalable Parallel Algorithms for Random Accesses and Shared Memory Simulation.
Technical Staff, Bellcore.
<LI>
Maher Kaddoura, 
(1996),
Parallel Computing in Nonuniform
and Adaptive Computational Environments.
Technical Staff, Architecture Technology Corporation.
</OL>
<P><ADDRESS>
Nov. 14 1996</I>
</ADDRESS>