Title Prof. First Name PUNAM Last Name BEDI
Designation Senior Professor
Department Department of Computer Science
Email pbedi@cs.du.ac.in
Webpage http://people.du.ac.in/~pbedi/
Phone.no 01127667591
Employement Info
Employee Type Nature Of Employment
Teaching Permanent
Educational Qualifications
Degree/Certification Name Institution Year of Completion
Ph.D. - Ph.D. University of Delhi 1999
PG Indian Institute of Technology, Delhi 1986
PG Indian Institute of Technology, Delhi 1984
UG University of Delhi 1982
Teaching Experience (Within Institution)
Designation Duration
Lecturer / Sr. Lecturer/ Lecturer (Reader’s Grade) 01-01-1987 To 13-03-1999 (12 years, 2 months, 12 days)
Reader 14-03-1999 To 16-01-2002 (2 years, 10 months, 2 days)
Reader / Associate Professor 17-01-2002 To 13-03-2007 (5 years, 1 months, 24 days)
Professor 14-03-2007 To 17-07-2018 (11 years, 4 months, 3 days)
Senior Professor Presently Working since 18-07-2018 (6 years, 8 months, 16 days)
Administrative Experience (Within Institution)
Designation Duration
Head 21-10-2005 To 20-10-2008 (2 years, 11 months, 29 days)
Acting Director 26-06-2009 To 23-10-2009 (3 months, 27 days)
Officiating Director 20-10-2017 To 18-04-2018 (5 months, 29 days)
Research Supervision Overview
PhD Scholars Supervised PhD Degrees Awarded Theses Submitted
6 22 2
Research Publications
Title of Article Type of Publication Name of Journal ISSN Journal Volume Year Link to Article DOI (Digital Object Identifier)
Deep learning based active image steganalysis: a review Research Papers in Web of Science Listed Journals International Journal of System Assurance Engineering and Management 15(3) 2023 https://doi.org/10.1007/s13198-023-02203-9
SPYIPv6: Locating Covert Data in One or a Combination of IPv6 Header Field(s) Research Papers in Web of Science Listed Journals IEEE Access 2169-3536 11 https://doi.org/10.1109/ACCESS.2023.3318172
APSO Based Automated Planning in Constructive Research Papers in Web of Science Listed Journals Defence Science Journal 73(5) 2023
A survey on Intrusion Detection and Prevention Systems Research Papers in Scopus Listed Journals SN Computer Science 2661-8907 4 https://dl.acm.org/journal/sncs 10.1007/s42979-023-01926-7
Generating popularity-aware reciprocal recommendations using Siamese Bi-Directional Gated Recurrent Units network Research Papers in Scopus Listed Journals Vietnam Journal of Computer Science 2196-8896 https://www.worldscientific.com/worldscinet/vjcs 10.1142/S2196888823500045
Empowering Reciprocal Recommender System using Contextual Bandits and Argumentation based Explanations Research Papers in Web of Science Listed Journals World Wide Web: Internet and Web Information Systems (WWW) 1573-1413 https://www.springer.com/journal/11280 10.1007/s11280-023-01173-z
Knowledge Graph Enrichment from Clinical Narratives using NLP, NER, and Biomedical Ontologies for Healthcare Applications Research Papers in Scopus Listed Journals International Journal of Information Technology 2511-2112 15 https://www.springer.com/journal/41870 10.1007/s41870-022-01145-y
A Contextual-Bandit Approach for Multifaceted Reciprocal Recommendations in Online Dating Research Papers in Web of Science Listed Journals Journal of Intelligent Information Systems https://doi.org/10.1007/s10844-022-00708-6 10.1007/s10844-022-00708-6
Enhancing System Robustness of Active Products using Trust based Collaboration Research Papers in Web of Science Listed Journals Journal of Intelligent & Fuzzy Systems 1064-1246 / 1875-8967 43 2022 10.3233/JIFS-212691 10.3233/JIFS-212691

Estimating cover image for Universal payload region detection in stego images Research Papers in Web of Science Listed Journals Journal of King Saud University - Computer and Information Sciences 1319-1578 34 https://doi.org/10.1016/j.jksuci.2022.01.010 10.1016/j.jksuci.2022.01.010
CSE-IDS: Using Cost-Sensitive Deep Learning and Ensemble algorithms to handle class imbalance in Network-based Intrusion Detection Systems Research Papers in Web of Science Listed Journals Computers & Security 0167-4048 112 j.cose.2021.102499 10.1016/j.cose.2021.102499

Prediction of COVID-19 Trend in India and its four worst-affected states using Modified SEIRD and LSTM models Research Papers in Scopus Listed Journals SN Computer Science ESSN: 2661-8907 2 https://doi.org/10.1007/s42979-021-00598-5 10.1007/s42979-021-00598-5
Trust and Distrust based Cross-domain Recommender System Research Papers in Web of Science Listed Journals Applied Artificial Intelligence 0883-9514 / 1087-6545 35(4) https://doi.org/10.1080/08839514.2021.1881297 10.1080/08839514.2021.1881297
Multi-Class Blind Steganalysis using Deep Residual Networks Research Papers in Web of Science Listed Journals Multimedia Tools and Applications ISSN / eISSN: 1380-7501/ 1573-7721 80 https://doi.org/10.1007/s11042-020-10353-2 10.1007/s11042-020-10353-2
ARPNetSteg: Network Steganography using Address Resolution Protocol Research Papers in Peer Reviewed Journals International Journal of Electronics and Telecommunications (IJET) ISSN / eISSN:2081-8491 / 2300-1933 66 https://doi.org/10.24425/ijet.2020.134026 10.24425/ijet.2020.134026
I-SiamIDS: An Improved Siam-IDS for handling class imbalance in Network-based Intrusion Detection Systems Research Papers in Web of Science Listed Journals Applied Intelligence ISSN / eISSN: 0924-669X / 1573-7497 51 https://doi.org/10.1007/s10489-020-01886-y 10.1007/s10489-020-01886-y
Combining Trust and Reputation as User Influence in Cross Domain Group Recommender System (CDGRS) Research Papers in Web of Science Listed Journals Journal of Intelligent and Fuzzy Systems ISSN / eISSN: 1064-1246 / 1875-8967 38 https://doi.org/10.3233/JIFS-179705 10.3233/JIFS-179705
Multilayer ensemble of ELMs for image steganalysis with multiple feature sets Research Papers in Scopus Listed Journals International Journal of Computational Science and Engineering ISSN / eISSN: 1742-7185 / 1742-7193 20 https://doi.org/10.1504/IJCSE.2019.104442 https://doi.org/10.1504/IJCSE.2019.104442
Parallel context-aware multi-agent tourism recommender system Research Papers in Scopus Listed Journals International Journal of Computational Science and Engineering ISSN / eISSN: 1742-7185 / 1742-7193 20 https://doi.org/10.1504/IJCSE.2019.104440 10.1504/IJCSE.2019.104440
Parameter tuning in MACO for actual road conditions Research Papers in Web of Science Listed Journals Wireless Personal Communications ISSN / eISSN: 0929-6212 / 1572-834X 106 https://doi.org/10.1007/s11277-019-06215-2 10.1007/s11277-019-06215-2
FS-CARS: fast and scalable context-aware news recommender system using tensor factorisation. , 18(2): 118-129, , Research Papers in Scopus Listed Journals International Journal of Computational Science and Engineering ISSN / eISSN: 1742-7185 / 1742-7193 18 https://doi.org/10.1504/IJCSE.2019.10019157 10.1504/IJCSE.2019.10019157
Trust and reputation-based multi-agent recommender system Research Papers in Scopus Listed Journals International Journal of Computational Science and Engineering ISSN / eISSN: 1742-7185 / 1742-7193 16 https://doi.org/10.1504/IJCSE.2018.093776 10.1504/IJCSE.2018.093776
High performance adaptive traffic control for efficient response in vehicular ad hoc networks Research Papers in Scopus Listed Journals International Journal of Computational Science and Engineering ISSN / eISSN: 1742-7185 / 1742-7193 16 https://doi.org/10.1504/IJCSE.2018.093780 10.1504/IJCSE.2018.093780
Parallel proactive cross domain context aware recommender system Research Papers in Web of Science Listed Journals Journal of Intelligent and Fuzzy Systems ISSN / eISSN: 1064-1246 / 1875-8967 34 https://doi.org/10.3233/JIFS-169447 10.3233/JIFS-169447
Community based Hashtag Recommender System (CHRS) for twitter Research Papers in Web of Science Listed Journals Journal of Intelligent and Fuzzy Systems, ISTA 2017 ISSN / eISSN: 1064-1246 / 1875-8967 34 https://doi.org/10.3233/JIFS-169446 10.3233/JIFS-169446
An Improved Hybrid Ant Particle Optimization (IHAPO) algorithm for reducing travel time in VANETs Research Papers in Peer Reviewed Journals Applied Soft Computing ISSN / eISSN: 1568-4946 / 1872-9681 64 https://doi.org/10.1016/j.asoc.2017.12.038 10.1016/j.asoc.2017.12.038
Command Agent Belief Architecture to support Commander Decision Making in Military Simulation Research Papers in Web of Science Listed Journals Defence Science Journal ISSN / eISSN: 0011-748X / 0976-464X 68 https://doi.org/10.14429/dsj.68.11375 10.14429/dsj.68.11375
A Fuzzy Hybrid Recommender System Research Papers in Web of Science Listed Journals Journal of Intelligent and Fuzzy Systems ISSN / eISSN: 1064-1246 / 1875-8968 32 https://doi.org/10.3233/JIFS-14538 10.3233/JIFS-14538
Preemptive MACO (MACO-P) Algorithm for Reducing Travel Time in VANETs Research Papers in Web of Science Listed Journals Applied Artificial Intelligence ISSN / eISSN: 0883-9514 / 1087-6545 31 https://doi.org/10.1080/08839514.2017.1300017 10.1080/08839514.2017.1300017
CCFRS - Community based Collaborative Filtering Recommender System Research Papers in Web of Science Listed Journals Journal of Intelligent and Fuzzy Systems ISSN / eISSN: 1064-1246 / 1875-8967 32 https://doi.org/10.3233/JIFS-169242 10.3233/JIFS-169242
Developing Content-Based Recommender System Using Hadoop Map Reduce Research Papers in Web of Science Listed Journals Journal of Intelligent and Fuzzy Systems ISSN / eISSN: 1064-1246 / 1875-8967 32 https://doi.org/10.3233/JIFS-169243 10.3233/JIFS-169243
Reducing Waiting Time with Parallel Preemptive Algorithm in VANETs Research Papers in Web of Science Listed Journals Vehicular Communications ISSN / eISSN:2214-2096 7 https://doi.org/10.1016/j.vehcom.2016.11.008 10.1016/j.vehcom.2016.11.008
Community Detection in Social Networks Research Papers in Web of Science Listed Journals Wiley interdisciplinary Reviews: Data Mining and Knowledge Discovery ISSN / eISSN: 1942-4787 / 1942-4795 6 https://doi.org/10.1002/widm.1178 https://doi.org/10.1002/widm.1178
Safeguarding Buyers with Attack-Resilient Reputation Parameters Research Papers in Web of Science Listed Journals Journal of Theoretical and Applied Electronic Commerce Research (JTAER) ISSN / eISSN: 0718-1876 11 https://doi.org/10.4067/S0718-18762016000100004 https://doi.org/10.4067/S0718-18762016000100004
Goals and scenarios based web requirements engineering Research Papers in Web of Science Listed Journals International Journal of Computer Systems Science and Engineering ISSN / eISSN: 0267-6192, CRL Publishing Ltd 31 https://researchonline.jcu.edu.au/56207/
AbFR: Ant based Friends Recommendation in Social Tagging Systems Research Papers in Peer Reviewed Journals International Journal of Swarm Intelligence ISSN/eISSN : 2049-4041/ 2049-405X 1 https://doi.org/10.1504/IJSI.2015.072888 10.1504/IJSI.2015.072888
Improving the quality of web applications with web specific goal driven requirements engineering Research Papers in Web of Science Listed Journals International Journal of System Assurance Engineering and Management ISSN / eISSN:0975-6809 / 0976-4348 8 https://doi.org/10.1007/s13198-015-0385-z 10.1007/s13198-015-0385-z
Optimized Gray-scale Image Watermarking using DWT-SVD and Firefly Algorithm Research Papers in Web of Science Listed Journals Expert Systems with Applications ISSN / eISSN: 0957-4174 / 1873-6793 41 https://doi.org/10.1016/j.eswa.2014.06.011 https://doi.org/10.1016/j.eswa.2014.06.011
A Proposed Framework for Group Based Multi Criteria Recommendations Research Papers in Web of Science Listed Journals Applied Artificial Intelligence ISSN / eISSN: 0883-9514 / 1087-6545 28 https://doi.org/10.1080/08839514.2014.954348 https://doi.org/10.1080/08839514.2014.954348
Empowering Recommender Systems using Trust and Argumentation Research Papers in Web of Science Listed Journals Information Sciences ISSN / eISSN: 0020-0255 / 1872-6291 279 https://doi.org/10.1016/j.ins.2014.04.012 https://doi.org/10.1016/j.ins.2014.04.012
Improving Trustworthiness in E-Market Using Attack Resilient Reputation Modeling Research Papers in Web of Science Listed Journals International Journal of Intelligent Information Technologies (IJIIT) ISSN / eISSN: 1548-3657 / 1548-3665 10 https://doi.org/10.4018/ijiit.2014070104 10.4018/ijiit.2014070104
Argumentation Enabled Interest-Based Personalized Recommender System Research Papers in Web of Science Listed Journals Journal of Experimental and Theoretical Artificial Intelligence (JETAI) ISSN / eISSN: 0952-813X / 1362-3079 27 https://doi.org/10.1080/0952813X.2014.924586 https://doi.org/10.1080/0952813X.2014.924586
Trusted and load-balanced Ant-based Routing in Mobile Ad-hoc Networks Research Papers in Peer Reviewed Journals International Journal of Artificial Intelligence and Soft Computing (IJAISC) ISSN/eISSN : 1755-4950 / 1755-4969 4 https://doi.org/10.1504/IJAISC.2014.062825 10.1504/IJAISC.2014.062825
A Dynamic Personalised Product Pricing Strategy using Multiple Attributes in Agent Mediated e-market – A Neural Approach Research Papers in Scopus Listed Journals International Journal of Information and Decision Sciences (IJIDS) ISSN / eISSN: 1756-7017 / 1756-7025 6 10.1504/IJIDS.2014.059731 10.1504/IJIDS.2014.059731
An Empirical Evaluation of Cross Project Priority Prediction Research Papers in Web of Science Listed Journals International Journal of System Assurance Engineering and Management ISSN / eISSN: 0975-6809 / 0976-4348 5 https://doi.org/10.1007/s13198-014-0219-4 10.1007/s13198-014-0219-4
Generation of Web Recommendations Using Implicit User Feedback and Normalized Mutual Information Research Papers in Peer Reviewed Journals International Journal of Knowledge and Web Intelligence (IJKWI) ISSN / eISSN: 1755-8263 / 1755-8255 4 https://www.inderscienceonline.com/doi/abs/10.1504/IJKWI.2013.056362 10.1504/IJKWI.2013.056362
SRPRS : Situation-Aware Reputation Based Proactive Recommender System Research Papers in Web of Science Listed Journals Journal of Information Assurance and Security ISSN / eISSN: 1554-1010 / 1554-1028 8 https://www.mirlabs.org/jias/secured/Volume8-Issue5/Paper21.pdf
Trust based Access Control for Collaborative Systems Research Papers in Web of Science Listed Journals Journal of Experimental and Theoretical Artificial Intelligence (JETAI) ISSN / eISSN: 0952-813X / 1362-3079 26 https://doi.org/10.1080/0952813X.2013.813973 https://doi.org/10.1080/0952813X.2013.813973
Novel approaches for classification based on Cuckoo Search Strategy Research Papers in Peer Reviewed Journals International Journal of Hybrid intelligent Systems (IJHIS) ISSN /eISSN :1448-5869 / 1875-8819 10 https://doi.org/10.3233/HIS-130169 10.3233/HIS-130169
Integrating Trust in Argumentation Based Recommender Systems Research Papers in Web of Science Listed Journals Journal of Information Assurance and Security ISSN / eISSN: 1554-1010 / 1554-1029 8 https://www.mirlabs.org/jias/secured/Volume8-Issue4/Paper17.pdf
Stigmergic Agent based Adaptive Content Sequencing in an e-Learning Environment Research Papers in Care Listed Journals International Journal of Advanced Intelligence Paradigms (IJAIP) ISSN / eISSN: 1755-0386 / 1755-0394 5 https://doi.org/10.1504/IJAIP.2013.054673 https://doi.org/10.1504/IJAIP.2013.054673
Trust and Context View based Knowledge Sharing in MANets Research Papers in Peer Reviewed Journals International Journal on Trust Management in Computing and Communications (IJTMCC) ISSN /eISSN : 2048-8378 / 2048-8386 1 https://doi.org/10.1504/IJTMCC.2013.052527 10.1504/IJTMCC.2013.052527
Using PSO in a Spatial Image Hiding Scheme with distortion tolerance Research Papers in Web of Science Listed Journals Computers & Electrical Engineering ISSN / eISSN: 0045-7906 / 1879-0755 39 https://doi.org/10.1016/j.compeleceng.2012.12.021 10.1016/j.compeleceng.2012.12.021
Map Construction and Localization using Lego Mindstorms NXT Research Papers in Scopus Listed Journals Journal of Automation, Mobile Robotics and Intelligent Systems ISSN/eISSN:1897-8649 / 2080-2145 7 https://www.jamris.org/index.php/JAMRIS/article/view/269
A reputation based Service Provider Selection System for delegation of Job by Farmers Research Papers in Peer Reviewed Journals Journal of the Indian Society of Agricultural Statistics (JISAS) ISSN: 0019-6363 67
Disease and Pests Identification in Maize- A Multilingual Scenario Research Papers in Peer Reviewed Journals Journal of the Indian Society of Agricultural Statistics (JISAS) ISSN: 0019-6363 67
Home Security Surveillance System using Multi-Robot System Research Papers in Web of Science Listed Journals International Journal of Computer Applications in Technology (IJCAT) ISSN / eISSN: 0952-8091 / 1741-5047 45 https://www.inderscienceonline.com/doi/abs/10.1504/IJCAT.2012.051127 10.1504/IJCAT.2012.051127
A Multithreaded Semantic Focused Crawler, Journal of Computer Science and Technology Research Papers in Web of Science Listed Journals Journal of Computer Science and Technology ISSN / eISSN: 1000-9000 / 1860-4749 27 https://doi.org/10.1007/s11390-012-1299-8 10.1007/s11390-012-1299-8
Focused Crawling of Tagged Web Resources using Ontology Research Papers in Web of Science Listed Journals Computers & Electrical Engineering ISSN / eISSN: 0045-7906 / 1879-0755 39 https://doi.org/10.1016/j.compeleceng.2012.09.009 10.1016/j.compeleceng.2012.09.009
Building Socially-aware e-Learning Systems through Knowledge management Research Papers in Peer Reviewed Journals International Journal of Knowledge Management (IJKM) ISSN / eISSN: 1548-0666 / 1548-0658 8 10.4018/jkm.2012070101 10.4018/jkm.2012070101
Threat-Oriented Security Framework in Risk Management using Multi-Agent System Research Papers in Web of Science Listed Journals Software: Practice and Experience ISSN / eISSN: 0038-0644 / 1097-024X 43 https://doi.org/10.1002/spe.2133 https://doi.org/10.1002/spe.2133
Securing fingerprint images using PSO based wavelet domain watermarking Research Papers in Web of Science Listed Journals Information Security Journal: A Global Perspective ISSN / eISSN: 1939-3555 / 1939-3547 21 https://doi.org/10.1080/19393555.2011.642066 10.1080/19393555.2011.642066
Securing fingerprint images through PSO based robust facial watermarking Research Papers in Peer Reviewed Journals International Journal of Information Security and Privacy (IJISP) ISSN/ eISSN : 1930-1650 / 1930-1669 6 https://doi.org/10.4018/jisp.2012040103 10.4018/jisp.2012040103
High Scent Web Page Recommendation using Fuzzy Rough Set Attribute Reduction Research Papers in Scopus Listed Journals Transactions on Rough Sets XIV ISSN: 1861-2059 6600 https://doi.org/10.1007/978-3-642-21563-6_2 10.1007/978-3-642-21563-6_2
MASPTA-O: Multi-Agent System Planning to Avoid Threats Optimally Research Papers in Web of Science Listed Journals Information Security Journal: A Global Perspective ISSN / eISSN: 1939-3555 / 1939-3547 20 https://doi.org/10.1080/19393555.2011.624159 10.1080/19393555.2011.624159
Analyzing User Interaction to Design an Intelligent e-Learning Environment Research Papers in Scopus Listed Journals IJEL - International Journal on E-Learning ISSN / e ISSN : 1537-2456 / 1943-5932 10
Trust based Recommender System using Ant Colony for Trust Computation Research Papers in Web of Science Listed Journals Expert Systems with Applications ISSN / eISSN: 0957-4174 / 1873-6793 39 https://doi.org/10.1016/j.eswa.2011.07.124 10.1016/j.eswa.2011.07.124
Ranking Tagged Resources Using Social Semantic Relevance Research Papers in Web of Science Listed Journals International Journal of Information Retrieval Research (IJIRR) ISSN / eISSN : 2155-6377 / 2155-6385 1 https://doi.org/10.4018/ijirr.2011070102 10.4018/ijirr.2011070102
A reputation based service provider selection system for farmers Research Papers in Web of Science Listed Journals Journal of Information Assurance and Security ISSN / eISSN : 1554-1010 / 1554-1029 5
Influence of Terrain on Modern Tactical Combat – A case study of Trust Based Recommender System Research Papers in Web of Science Listed Journals Defence Science Journal ISSN / eISSN: 0011-748X / 0976-464X 60 https://publications.drdo.gov.in/ojs/index.php/dsj/article/view/498/240
A Website Recommender System based on Analysis of User’s Access Log Research Papers in Peer Reviewed Journals Journal of Intelligent Systems Online ISSN / eISSN: 0334-1860 / 2191-026X 18 https://doi.org/10.1515/JISYS.2009.18.4.333 10.1515/JISYS.2009.18.4.333
Trust based prioritization of quality attributes Research Papers in Web of Science Listed Journals The International Arab Journal of Information Technology ISSN / eISSN: 1683-3198 5 https://iajit.org/portal/PDF/vol.5,no.3/2-113.pdf
Evaluating trust in agent-mediated e-commerce Research Papers in Peer Reviewed Journals International Journal of Technology, Knowledge and Society ISSN: 1832-3669 3 https://doi.org/10.18848/1832-3669/CGP/v03i03/55734 10.18848/1832-3669/CGP/v03i03/55734
Trust aware usability Research Papers in Peer Reviewed Journals Journal of Information Technology and Tourism ISSN: 1098-3058 8 https://www.ingentaconnect.com/contentone/cog/itt/2006/00000008/f0020003/art00006 https//doi.org/10.3727/109830506778690876
Evaluating web usability from the user’s perspective Research Papers in Scopus Listed Journals Journal of Computer Science ISSN/ESSN: 1549-3636/ 1552-6606 2 https://thescipub.com/abstract/jcssp.2006.314.317
Assessing user trust to improve web usability Research Papers in Peer Reviewed Journals Journal of Computer Science ISSN/ESSN: 1549-3636/ 1552-6607 2 https://thescipub.com/abstract/jcssp.2006.283.287
Trust based personalized recommender system Research Papers in Peer Reviewed Journals INFOCOMP Journal of Computer Science ESSN: 1982-3363 5 https://infocomp.dcc.ufla.br/index.php/infocomp/issue/view/13
TrIncNet: A Lightweight Vision Transformer Network for Identification of Plant Diseases Research Papers in Web of Science Listed Journals Frontiers in Plant Science 1664-462X 14 https://www.frontiersin.org/journals/plant-science 10.3389/fpls.2023.1221557
Detecting and Locating Storage-based Covert Channels in Internet Protocol version 6 Research Papers in Web of Science Listed Journals IEEE Access 2169-3536 10 https://ieeeaccess.ieee.org/ 10.1109/ACCESS.2022.3215132
Research Projects
Project Title Project Type Year Of Sanction Outcome/Output Duration
Influence of Terrains on Modern Tactical Combats – A Recommender System Approach Minor 2006 Prototype Software, Publication, Project Report 01-12-2006 To 30-06-2009 (2 years, 6 months, 29 days)
Multi-agent systems Minor 2007 Publications, Project Report 02-07-2007 To 31-03-2008 (8 months, 29 days)
Multi-agent systems design methodologies Minor 2007 Publications, Project Report 01-07-2008 To 31-03-2009 (8 months, 30 days)
Trust in multi-agent systems Minor 2009 Publications, Project Report 01-07-2009 To 31-03-2010 (8 months, 30 days)
Using Ant based trust to compute recommendations Minor 2010 Publications, Project Report 01-07-2010 To 31-03-2011 (8 months, 30 days)
Information hiding (Steganography) and Steganalysis in Images Minor 2011 Publications, Project Report 01-07-2011 To 30-03-2012 (8 months, 29 days)
Recommender system for trustworthy personalized eLearning Minor 2012 Publications, Project Report 02-07-2012 To 29-03-2013 (8 months, 27 days)
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