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Education:
M.Sc [Mathematics] from Ramanujan Institute for Advanced
Study in Mathematics[RIASM]
University
of Madras, India
Ph.D [Mathematics - Computer Science] from University
of Madras, India
Thesis Title:
Design of Algorithms for Shared Resource Allocation
and Certain Selected
Problems
in Distributed Systems Ph.D
Thesis
M.Tech [Computer Science and Engineering] from Indian
Institute of Technology, Kharagpur
Thesis Title:
Text Categorization using External Knowledge Concepts
Ph.D [Computer Science and Engineering] at Indian
Institute of Technology, Kharagpur
Topic: "The
Ordering of Contents in Information Retrieval"
Download detailed
CV:
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Address
for Communication:
Department of Computer Science and Engineering (CSE)
Indian Institute of Technology (IITKGP)
Kharagpur - 721 302
West Bengal, India
Mobile: (+91) 97344 29269
E-mail: rajendra
@ cse , GMail
Teaching
Courses taught:
[at MNMJEC]
Theory
Distributed Computing
Software Quality Management
Operating Systems
Professional Ethics
Mobile Communication
Fundamentals of Computing
Programming and Data Structure
(TA at IITKGP)
Practical:
Programming and Data Structure
(TA at IITKGP)
Computer Systems Laboratory
Research
Fields of
Specialisation:
-
Informaton Retrieval
Content Extraction from Web Documents
Focused Entity / Content Retrieval
Query Expansion with Lexical Semantics
Comprehensive Documents Retrieval
Diversified Search Results
Visual analytics for Information Retrieval
-
Machine Learning
Text Categorization with Open Source Knowledge Mining
Feature Generation using Web Resources
Graph Clustering / Pattern analysis
Unsupervised Feature Selection
Extracting Human Expertise from Textual Content
-
Case Based Reasoning
Textual Case Based Reasoning
WebCBR
Case / Text Reuse
Exploring Casual Relations for CBR
Knowledge Intensive CBR
-
Distributed Algorithms for Message Passing Systems
Shared Resource Allocation
Fault - Tolerant Systems
Distributed Sorting
Message Passing Approaches in Interconnection Networks
Self-stabilization / Self-organization
I am also interested in finding interesting problems in Knowledge Based Systems using Complex Networks.
Activities
Professional:
1. Program Committee Member,
The India-Norway Workshop on Web Concepts and Technologies
2011 (INWWCT 2011) held at IDI - NTNU, Norway during
October 2-9, 2011
2. Adhoc Track Coordinator [Tamil]
in FIRE 2011, The 3rd International conference
on Forum for Information Retrieval Evaluation ( FIRE
) collections held at IIT Bombay during December 2-4,
2011
3. Organizing Committee Member,
The 8th International Conference on Natural Language
Processing (ICON 2010) will be held at IIT Kharagpur,
India, during December 8-11, 2010
4. Member, Self Organizing
Systems (SOS) group at Dept of Computing Science,
NTNU, Norway from August 2009 to September 2010
5. Group Member, The First
Norwegian Artificial Intelligence Symposium (NAIS
2009), held at NTNU, Norway on November 23, 2009
6. Organizing Member, Organizing
Member, Third National Conference on Nonlinear Systems
and Dynamics at University of Madras, Chennai, India
during February 06-08, 2006
7. Convener and Coordinator,
The National Workshop on Network Security, held at
MNM JEC [under Anna University], Thoraipakkam, Chennai,
September 2004
8. Organizer, The National
Seminar on "Algorithms & Artificial Systems" at University
of Madras, Chepauk, Chennai during Jan 30 - Feb 1,
2003
9. Organizing Member, VIII
Ramanujan Symposium on Recent Developments in Nonlinear
Systems at University of Madras, Chennai, India during
February 14-16, 2001
10. Resource Person and Expert,
Master's Program at ICE, University of Madras, Chennai,
India during February 14-16, 1999-2004
Talks:
1. Invited Speaker, Winter
School on IR techniques held at Indian Statistical
Institute (ISI), Bangalore during December 21-23,
2010
2. Invited Speaker, Silver
Jubliee Celebrations of VHNSN College, Virudhungar-626
001 on August 7, 2010
3. Invited Speaker, IIIA -
Institut d'Investigació en Intelligència Artificial
(Artificial Intelligence Research Laboratory), CSIC
- Spanish National Research Council, Universitat Autonoma
de Barcelona, Spain on May 25, 2010
4. Invited Speaker, Swedish
Institute of Computer Science (SICS), Kista, Sweden
on June 14, 2010
Projects
Current:
Textual Case-Based
Reasoning
Worked with : Prof. Pinar Ozturk [pinar@idi.ntnu.no]
Developed at : Dept of Computer and Information Science,
NTNU
Duration : One Year [From August 2009 to July 2010]
Sponsored By : European Research Consortium for Informatics
and Mathematics (ERCIM)
Abstract:
In this project, we are working to
develop models that solve the current problems using
pas experiences
Output
: Cases and Corpus (Knowledge Base)
Product
: An Intelligent Automated System
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Cross Lingual
Information Access(CLIA) System
Worked with : Prof. Sudeshna Sarkar [Sudeshna@cse.iitkgp.ernet.in]
Developed at : Communication Empowerment Laboratory
Dept. of Computer Science & Engineering
Indian Institute of Technology, Kharagpur
Duration : 2 Years [currently in the Second Year]
Sponsored By : Ministry of Information Technology
Govt. of India, New Delhi
Abstract:
In this project, we have developed
a Cross Lingual Information Access System with 6 language
supports. The focused domains are health and Tourism.
In this consortium project, we have developed ranking
algorithms and its evaluation with various orthogonal
queries. Also we have the responsibilities for the
complete integration of the system with other developers
of the CLIA consortia. Also this system supports cross
language queries, snippet generation, summary translation
and transliteration. User can give the query in his/her
preferred language and can get results in other languages
of his interest. This cross lingual information system
is designed in such a way that it uses map reduce
technique to operate at the distributed fashion. The
power of the system depends on the retrieval of relevant
pages across multiple languages.
Output
: CLIA System – Deliverables with the support
of Nutch
Product
: India Search [Alpha Version] with 6 Languages Support
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Completed:
Text Classification
using Knowledge Concepts
Worked with : PROF. SUDESHNA SARKAR [sudeshna@cse.iitkgp.ernet.in]
Developed at: Dept of Comp.Sci. and Engg, IIT, Kharagpur
Tools used : Java, mySQL and rainbow tool
Duration : 10 Months
Abstract:
Most of the conventional information
retrieval systems represent documents as bag of words
and are restricted to learning from individual word
occurrences in the training set. In this work, we
have made an attempt to refine the document representation
through automatic use of vast repositories of human
knowledge like Wikipedia articles and ODP categories.
At first, the input documents are analyzed and mapped
into relevant concepts. These concepts give rise to
a set of generated features that improves the standard
bag of words approach. Feature generation is done
through contextual analysis of document text. The
feature generation approach represents the meaning
of text fragments in a high dimensional space of features
based on the concepts identified and described by
the humans. Computing semantic relatedness of text
fragment in this space yields substantial improvements.
Two kinds of classifiers are used in our experiments:
Naive Bayes and k-Nearest Neighbor. Using standard
data sets, the classification accuracy is investigated
with domain knowledge concepts.
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TamilNews - The search
engine for regional news
Worked with : PROF. SUDESHNA SARKAR [sudeshna@cse.iitkgp.ernet.in]
Developed at: Dept of Comp.Sci. and Engg, IIT, Kharagpur
Tools used : Java - JSP servlet, JavaScript and mySQL
Duration : 1 Month
Abstract:
In this work, we have developed a
search engine for searching the Tamil news items collected
from popular Tamil news site. Our work follows the
behaviour of standard web search engines like Crawling,
Indexing and Searching. Based on the centralized architecture,
our search engine crawls the news item for every couple
of hours and performs the indexing of text over crawled
data by choosing the appropriate scan area and omits
other noisy data like advertisements, unrelated URL
redirections (link filtering). Then the indexer uses
standard scoring on texts documents and classifies
them under different categories. Then two types of
the graphical user interface is provided to make the
process of giving input in regional language easy.
The searcher follows morphological analysis with keywords
using the dictionary based approach and supports cross
language reference.
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Garbage Collection
- Handling dynamic memory management
Worked with : PROF. RAJEEV KUMAR [rkumar@cse.iitkgp.ernet.in]
Developed at: Dept of Comp.Sci. and Engg, IIT, Kharagpur
Tools used : C, Java (JVM)
Duration : 1 Month
Abstract:
In this proposed project, we have
made an attempt to understand the basic concepts and
implementation mechanisms about effective implementation
of collectors. This work leads us to concentrate on
Generational collectors that focus on young objects
because they have the highest mortality rate. At the
same, the youngest objects include the most recently
allocated objects. We focus on age-based (generational)
algorithms, namely those in which the dynamic heap
is divided into regions, each of which contains the
data allocated during a contiguous interval, and a
collection step examines one or more regions to determine
which objects within it are live (potentially used
by the program in the future) and which are dead (garbage).
Based on the fact to capture cache and paging effects,
we are currently focusing on a selection of the best
performing oldest-first collectors to compare them
to our existing generational collectors, and hence
to further explore and understand their performance.
We have also studied some of the implementations using
JVM at the end of this work.
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A study on design
of Distributed algorithms, Neural networks and applications
Worked with : PROF. P.Thangavel [thangavelp@yahoo.com]
Developed at: Dept of Computer Science, University
of Madras
Duration : 1 Year 2 Months
Sponsored BY: All India Council for Technical Education
[AICTE], New Delhi
Abstract:
In this Thrust Area Programme in
Technical Education (TAPTEC) research project, we
have developed algorithms for shared resource alllocation
in general networks and for distibuted sorting on
a line network and static ad hoc mobile networks.
Very small improvement in distributed
protocols will reduce response time in potential critical
applications requiring real time performance such
as medical information processing, military applications,
mission critical real time applications, etc. The
results of problems in distributed architectures will
be forming basis for future distributed systems design
and such in depth understanding will help to solve
the related problems in synchronisation of shared
resources in multi-computing systems. In this project,
we have developed distributed protocols for single
shared resource allocation and its related problems
in graphs. Also we have investigated the efficient
parallel prefix algorithms on multiport message passing
systems. In this architecture, each processing element
can communicate with any other PE directly. In a communication
step each PE can send k messages to k other PEs and
receive k messages from k PEs, for some k>=1. Such
a k port model has been recognized multi-computers
in programming environments. Our aim is to have an
extensive study of multi-port message problems in
this architecture. Also we have developed algorithms
for distributed soring in various networks like line
and static adhoc mobile networks.
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Study of parallel
algorithms for message passing and related problems
in parallel architectures and selected combinatorial
problems
Worked with : PROF. P.Thangavel [thangavelp@yahoo.com]
Developed at: Dept of Computer Science, University
of Madras
Duration : 3 Years
Sponsored BY: Council of Scienctific and Industrial
Research [CSIR], New Delhi
Abstract:
In this MAJOR research project we
have developed many algorithms for shared resource
alllocation in various Interconnection Networks.
The study of designing parallel algorithms
for message passing systems and its related communication
problems in parallel architectures is of great interest
and essential for achieving parallel and concurrent
computation. In tightly coupled multi processor systems,
processors memory units are interconnected in a network
and computation enabling data are passed through a
message passing protocol. Request messages used for
communication are passed towards their destination
according to a specific routing scheme and the efficiency
of the network as a whole is evaluated by the performance
of the routing scheme. Thus devising such an efficient
routing scheme is important in distributed network
architectures. We have investigated request message-based
token passing strategy for allocating a single shared
resource in various interconnection networks such
as rings, meshes, graphs and different variations.
At first, we have developed an algorithm for bidirectional
ring network in which token as well as request messages
move in opposite directions and for linear array(s)
- a ring network with a faulty node(s). Then we have
extended this strategy to augmented ring topologies
like touching rings and interconnected rings. The
algorithm for touching rings network can be applied
for multi-rings also. The algorithm for an interconnected
rings network gives rise to higher dimensional topologies
like meshes, torus and k-ary n-cubes. Next we have
developed algorithms for single side wrap around meshes
and intersecting rings network using this message
based token passing strategy. Also we have developed
an algorithm for a unidirectional chordal rings network.
In this algorithm, we do not require a separate routing
record to store all the shortest paths from source
to destination nodes.
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Awards
International:
Visiting Fellow, The Artificial Intelligence Research
Institute (IIIA), Spanish National Research Council
(CSIC), Barcelona, Spain
Visiting Fellow, Swedish Institute of Computer Science
(SICS), Kista, Stockholm, Sweden
ERCIM Allan Bensoussan Post Doctoral Fellow, Norwegian
University of Science and Technology (NTNU), Trondheim,
Norway
Reviewer for Journals: IEEE/ACM Transactions on Networking,
Information Sciences, Journal of Convergence Information
Technology and Several International Conferences
Editorial Member, Journal of Data Mining and Knowledge Discovery, Bioinfo Publishers
Reviewer for Springer - Verlag, Heidelberg, Germany
and Society for Industrial and Applied Mathematics
(SIAM), Philadelphia, USA.
Listed in the 6th edition of Marquis' Who is Who
in science and engineering, USA
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National:
MHRD Research Fellowship, Indian Institute of Technology,
Kharagpur, From Janauary 2009 to December 2012
University Research Fellowship (URF), University
of Madras, from November 2001 to April 2003
List of Publications
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CRIStin |
Master's Thesis:
Title: "Enhancing Text Categorization using
External Knowledge Repositories"
Indian Institute of Technology,
Kharagpur
Ph.D Thesis:
Title: "Design of Algorithms for Shared Resource
Allocation and Certain Selected Problems in Distributed
Systems"
University of Madras, February 2004
Books:
1. R.Rajendra Prasath,
Message Passing Approaches in Interconnection Networks
- Towards Distributed Applications, VDM-Verlag, Germany,
June 2010 [ISBN: 978-3-639-26732-7]. Available at:
Amazon.com
Journals
/ Conferences [Yearwise]:
Communicated:
Rajendra
Prasath and Sudeshna Sarkar, A pseudo-relevance
feedback based method to find comprehensive web documents,
(Communicated)
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Link
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2012:
R. Rajendra
Prasath and Sudeshna Sarkar, Query Expansion using PRF-CBD approach for Documents Retrieval,
in: Working notes of Forum for Information Retrieval and Evaluation (FIRE 2012), pp. 1-6, Dec 2012
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Rajendra
Prasath , Vijai Kumar and Sudeshna
Sarkar, Assisting Web Documents Retrieval with Topic
Identification in Tourism Domain, (to appear)
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Link
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2011:
Rajendra
Prasath, Implicit Semantic Relations
Identification through Distributed Representations
for Effective Text Retrieval, DESIDOC Journal of Library
& Information Technology, Vol. 31, No. 4, pp. 242-246,
July 2011
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pdf
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Link
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Rajendra
Prasath, Shared resource allocation
using token based control strategy in augmented ring
networks, in: A. Abraham et al. (Eds.): ACC 2011,
Part II, Communications in Computer and Information
Science (CCIS) - Springer, Vol. 191, pp. 555\96567,
June 2011.
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pdf
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Link
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Rajendra
Prasath and Pinar Öztürk,
Finding Potential Seeds through Rank Aggregation of
Web Searches, in: 3rd Int. Conf. on Pattern Recognition
and Machine Intelligence (PReMI 2011), Lecture Notes
in Computer Science, Vol. 6744, pp. 227-234, June
2011.
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pdf
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Link
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2010:
R.Rajendra Prasath
and Sudeshna Sarkar, Unsupervised Feature Generation
using Knowledge Repositories for Effective Text Categorization
(ECAI 2010), in: Proc. of the 19th European Conference
on Artificial Intelligence, Lisbon, Portugal, pp.
1101 - 1102, August 2010.
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pdf
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Link
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Rajendra Prasath,
Algorithms for distributed sorting and prefix computation
in static ad hoc mobile networks, in: Proc. of the
2010 Int. Conf. on Electronics and Information Engineering
(ICEIE 2010), Vol. 2, pp. 144 - 148, August 2010.
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pdf
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Link
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Rajendra Prasath
and Pinar Öztürk, Similarity Assessment
through blocking and affordance assignment in Textual
CBR, in: Proc of the Reasoning from Experiences on
the Web (WebCBR 2010), pp. 151-160, July 2010.
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pdf
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Link
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Pinar Öztürk and Rajendra
Prasath, Recognition of higher-order relations
among features in textual cases using random indexing,
in: Proc. of the 18th Int. Conf. on Case-Based Reasoning
(ICCBR 2010), Lecture Notes in Computer Science, Vol.
6176, pp. 272-286, July, 2010.
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pdf
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Link
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Rajendra Prasath,
Learning Age and Gender using Co-occurrence of Non-Dictionary
Words from Stylistic Variations, in: Proc. of the
7th Int. Conf. on Rough Sets and Current Trends in
Computing (RSCTC 2010), Lecture Notes in Computer
Science, Vol. 6086, pp. 544-550, June 2010.
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Pinar Öztürk, Rajendra
Prasath and Hans Moen, Distributed Representations
to detect Higher Order Term Correlations in Textual
Content, Proc. of the 7th Int. Conf. on Rough Sets
and Current Trends in Computing (RSCTC 2010), Lecture
Notes in Computer Science, Vol. 6086, pp. 740-750,
June 2010.
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Link
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R.Rajendra Prasath,
An alternative time - optimal distributed sorting
algorithm on a line network, in: Proc. of 6th Int.
Conf. on Networked Computing (INC2010), pp. 64-69,
May 2010.
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pdf
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Link
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2009:
M.Rustagi, R.Rajendra Prasath,
Sumit Goswami and Sudeshna Sarkar, Learning Age and
Gender of Blogger from Stylistic Variation, in: 3rd
Int. Conf. on Pattern Recognition and Machine Intelligence
(PReMI 2009), Lecture Notes in Computer Science, Vol.
5909, pp. 205–212, December 2009.
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Link
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R.Rajendra Prasath
and Sudeshna Sarkar, Improving text categorization
using hyperlinks in external knowledge repository,
in: Proc. of the First Norwegian Aritificial Intelligence
Symposium(NAIS 2009), pp. 79 – 90, November
2009.
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pdf
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Link
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R.Rajendra Prasath,
Token based control with fault tolerance in augmented
rings network, College Sadhana (ISSN: 0974 6838),
Vol. 2, No.1, pp. 1-10, August 2009.
2008:
R.Rajendra Prasath
and Sudeshna Sarkar, Augmenting Texts for Improving
Categorization using External Knowledge Repository,
College Sadhana (ISSN: 0974 6838), 1(1), pp. 1-8,
August 2008.
2004:
R.Rajendra Prasath
and P.Thangavel, Token based control algorithms for
shared resource allocation in general networks, in
Proc. of 3rd Int. Conf. on Information, held at Hosei
University, Tokyo, Japan, pp. 531-534, November 2004.
2003:
R.Rajendra Prasath
and P.Thangavel, Shared resource allocation using
token passing strategy in interconnected networks,
Information – An International Journal, Vol.
6, No. 2, pp. 197-206, April 2003.
R.Rajendra Prasath
and P.Thangavel, Token based control algorithm with
central coordinators, in: Proc. of the National Seminar
on Algorithms and Artificial Systems, Allied Publishers,
Chennai, pp. 25-40, January 2003.
2002:
P.Thangavel and R.Rajendra
Prasath, A note on token based control in
rings and linear arrays, The Journal of CSI, 32(3),
pp. 62-65, March 2002.
2001:
R.Rajendra Prasath
and P.Thangavel, Shared resource allocation in Chordal
ring networks using token based control mechanism,
in: Proc. of the International Conference on Industrial
Mathematics (ICIM'2000), held at Indian Institute
of Technology, Madras during August 2001.
2000:
R.Rajendra Prasath
and P.Thangavel, Token based message passing in bidirectional
ring extensions, Journal of Madras University (WMY-2000
Special Issue) - Section B: Sciences, Vol. 52, pp.
145-159, 2000.
R.Rajendra Prasath
and P.Thangavel, Shared Resource Allocation using
Token based control strategy in ring extension topologies,
in: Recent Trends in Mathematical Sciences, (Eds.)
J.C.Misra and S.B.Sinha, Narosa Publishing House,
New Delhi, pp. 53-63, December 2000.
R.Rajendra Prasath,
Shared resource allocation using baked potato routing,
in: Proc. of International Conference Asia-Pacific
Telecom 2000 (APT – 2000) on Advances in Telecommunication
and Information Technology, pp. 144-152, December
2000.
Short Notes:
R.Rajendra Prasath
and Sumit Goswami, Embedding Open Source Search Engine,
PC Quest, pp. 87-88, November 2008.
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Link
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R.Rajendra Prasath,
The power of Parallel Computation \96 Basic Design
Issues (Monograph), in: \93EXPLORA: Knowledge Unleashed\94
of Epoch\9202, Univ. of Madras, Sep. 2002, pp. 115-121.
Students [at
MNMJEC]
Current:
NIL
Graduated:
2005-2006:
Hemalatha.S (31002205018) and Lakshmi.V (31002205023)
Madhu Bala.L (31002205025)
B.Ramalakshmi (31002205041) and J.Brindha (31002205009)
2004-2005:
P. Ramachandran (31001205051) and C. Nithyasree (31001205042)
Padma priya. S (31001205043), Renuka Rajagopalan
(31001205049) and
V. Santhana Lakshmi (31001205057)
Anju abraham vadakkel (31001205007) and Prashanth.
S (31001205046)
Sangeetha. S (31001205055) and Sudha. S (31001205070)
Memberships
Professional Member, Association of Computing Machinery,
since Nov 2011
Member, International Rough Set Society (IRSS) –
Warsaw
Member, Norwegian Artificial Intelligence Society
(NAIS), Norway
Member, Information Retrieval Facility Society, Vienna,
Austria
Member, Young Researchers Committee, World Federation
on Soft Computing
Member, Information Retrieval Society of India
Member of Computer Society of India, Mumbai.
Ex-Member, International Information Institute, Tokyo,
Japan
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