Faculty Profile
Panga Venkata Lakshmi
Professor , Computer science engineering, GST, VSP
Education
Ph. D.Email ID
vpanga@gitam.eduEducation
Ph. D.Research Areas
- Cryptography and network security
- Machine learning
- Neural nets and deep learning
- Image processing
Education
| Degree Name | Institute & College name | Year of Graduation/Award |
|---|---|---|
| Ph.D | AU College of engineering Andhra University | 2010 |
| Masters in Computer Science and Technology | AU college of Engineering Andhra University | 2001 |
| Bachelor's Degree | RCE BHOPAL MADHYA PRADESH | 1989 |
Experience
| Designation | Organization | From Date | To Date |
|---|---|---|---|
| Associate Professor & HOD | Pydah College of Engineering and Technology | 10-09-2005 | 27-06-2007 |
| Teaching Associate | Andhra university ,Computer Science and Systems Engineering Department | 03-08-2001 | 08-09-2005 |
| Lecturer | Samata PG college | 10-03-1997 | 31-07-2001 |
| Lecturer | Government Women Polytechic college Srikakulam | 01-02-1994 | 30-04-1994 |
Awards
| Award name | Award Organization | Awarded year |
|---|---|---|
| Computer society of India (CSI) Coordinator Andhra Pradesh | Computer society of India (CSI) | 2015 |
| Best Teacher Award | CSE Dept GITAM | 2010 |
Maximizing Joint Probability in Visual Question Answering ModelsInternational Journal of Advanced Science and Technology , Scopus, MAR-2020, 29, 3914-3923
Automated Machine Learning Tool The First Stop for Data Science and Statistical Model BuildingInternational Journal of Advanced Computer Science and Applications, Scopus, FEB-2020, 11, 410-418
Susceptible, Infectious and Recovered (SIR Model)Predictive Model to Understand the Key Factors ofCOVID19 TransmissionInternational Journal of Advanced Computer Science and Applications, Scopus, SEP-2020, 11, 296-302
A Deep Learning Approach for Sentiment Analysis of Movie ReviewsTest Engineering & Management, Others, APR-2020, 0, 0074-20078
Multilayer Attestation for Internet of Thingsusing BlockchainInternational Journal of Engineering and Advanced Technology, Others, FEB-2020, 9, 995-1000
Diagnosis of diabetic retinopathy with transfer learning from deep convolutional neural networkJOURNAL OF CRITICAL REVIEWS , Scopus, JUL-2020, 7, 2232-2239
Real time facial emotion recognition with deep convolutional neural networkJOURNAL OF CRITICAL REVIEWS , Scopus, SEP-2020, 7, 4914-4920
Predicting the Sales Conversion Rate of Car Insurance Promotional CallsRising Threats in Expert Applications and Solutions, Others, SEP-2020, 1187, 321-329
Evaluating Machine Learning Algorithms for Marketing Data Analysis Predicting Grocery Store SalesCommunication Software and Networks, Others, SEP-2020, 134, 155-163
Deep Learning in IVF to Predict the Embryo Infertility from Blastocyst Imagesspringer, Others, OCT-2020, 698, 1507-1515
A Co Joined IoT and Industry 4.0 Applications towards EcosystemJournal of Advanced Research in Dynamical and Control Systems, Scopus, JUL-2020, 12, 417-424
Machine Learning Techniques for Sentiment Analysis of movie reviewsPramana Research Journal, EBSCO Host, -2019, 9, 882-887
Application of Machine Learning and Artificial Intelligence Techniques for IVF Analysis and PredictionInternational Journal of Big Data and Analytics in Healthcare, Others, DEC-2019, 4, 21-33
An application of machine learning strategies to predict alzheimers illness progression in patientsInternational Journal of Advanced Research in Engineering and Technology, Others, JUN-2019, 11, 1056-1063
Privacy Preserving Using Extended EuclideanAlgorithm Applied To RSAHomomorphicEncryption TechniqueInternational Journal of Innovative Technology and Exploring Engineering, Scopus, AUG-2019, 8, 3175-3179
Enhanced homomorphic encryption technique using RSA ALGORITHM with multiple keysInternational Journal of Advanced Trends in Computer Science and Engineering, Scopus, AUG-2019, 8, 1476-1480
Adaptive security framework for the blockchain on IoTInternational Journal of Innovative Technology and Exploring Engineering, Scopus, JUL-2019, 8, 3327-3331
A Machine Learning Approach on Image Matching in the Modern EnvironmentHelix, Web of science, -2019, 9, 4808-4812
A novel scheme for red eye removal with image matchingJournal of Advanced Research in Dynamical and Control Systems, Scopus, -2018, 10, 928-939
Deterministic Real Time Kernel for Dependable WSNInternational Conference for Convergence in Technology (I2CT), Scopus, -2018, 4, 928-939
Performance Analysis of Homomorphic Encryption algorithms for Cloud Data SecurityInternational Journal for Research in Applied Science & Engineering Technology, Others, -2018, 6, 1589-1592
Advanced Homomorphic Encryption for Cloud Data SecurityInternational Journal on Informatics Visualization , Others, -2017, 1, 1-4
Performance Analysis of Modified RSA and RSA Homomorphic for Cloud data security.Indian Journal of Applied Research, Google scholar, -2017, 5, 825-837
A New Hybrid Homomorphic Encryption Scheme for Cloud Data SecurityJournal of Advances in Computational Sciences and Technology, EBSCO Host, -2017, 10, 825-837
Homomorphic encryption scheme using hill cipher for cloud data securityInternational Journal of Advanced Information Science and Technology, Google scholar, -2016, 5, 28-32
A Novel Homomorphic Encryption Technique for Generation of Keys Using Cluster Classification for Cloud SecurityInternational Journal of Scientific Engineering and Research, EBSCO Host, -2016, 7, 392-397
Neural network based rule extraction for analyzing risk factors and stages in cervical cancer an analytical studySpringer Briefs in Applied Sciences and Technology , Scopus, -2016, 499, 71-79
An Efficient Framework for Image Analysis using Mapreduce International Journal of Computer Science and Information Technologies, Others, -2016, 7, 2256-2260
Vector filtering techniques for impulse noise reduction with application to microarray imagesInternational Journal of Applied Engineering Research , Scopus, -2015, 10, 7185-7197
Multiple feature fuzzy C means clustering algorithm for segmentation of microarray imagesInternational Journal of Electrical and Computer Engineering , Scopus, -2015, 5, 1045-1053
Fast Clustering Algorithms for Segmentation of Microarray ImagesInternational Journal of Scientific & Engineering Research, Web of science, -2014, 5, 569-574
Automatic Gridding Method for Microarray ImagesJournal of Theoritical and Applied Information Technology, Scopus, -2014, 65, 235-241
Staging Prediction in Cervical Cancer Patients A Machine Learning ApproachInternational Journal of Innovative Research and Practices, Google scholar, -2014, 2, 14-23
A New Method of Gridding for Spot Detection in Microarray ImagesComputer Engineering and Intelligent Systems , EBSCO Host, -2014, 5, 25-33
Inferring the Human Emotional State of Mind using Assymetric DistrubutionInternational Journal of Advanced Computer Science and Applications , Scopus, -2013, 4, 116-118
Noise removal Using Empirical Mode Decomposition and Wavelet Transform in Microarray imagesNational conference on emerging trends in information technology, Scopus, -2013, 1, 44-48
Various versions of Kmeans clustering algorithm for segmentation of microarray image.International Journal of Electronics Communication and Computer Engineering, Citeseer, -2013, 4, 113-116
Machine Aided Identification of Risk factors of Cervical Cancer.Journal of Computer Science and Technology, Scopus, -2013, 4, 407-4012
A new modular multiplication method in public key CryptosystemInternational Journal of Network Security , Scopus, -2013, 15, 22-27
Kmeans with bidimensional empirical mode decomposition for segmentation of microarray image ACM International Conference Proceeding Series , Scopus, -2012, 1, 427-433
Denoising Based Clustering Algorithm for Segmentationof Microarray ImageInternational Journal of Electronics Communication and Computer Engineering, Google scholar, -2012, 3, 1400-1404
Fuzzy Cmeans with Bidimensional Empirical ModeDecomposition for Segmentation of Microarray ImageInternational Journal of Computer Science Issues, Scopus, -2012, 9, 316-321
A Novel Modular Multiplication Algorithm and its Application to RSA Decryption.International Journal of Computer Science Issues, Scopus, -2012, 9, 303-309
Analysis of E.coli Promoter Regions Using Classification, Association and Clustering Algorithms Springer , Scopus, -2012, 132, 169177
Spot Edge Detection in Microarray Images Using BiDimensional Empirical Mode DecompositionSciVerse Science Direct, Scopus, -2012, 4, 227-231
An Emotion Recognition System based on Right Truncated Gaussian Mixture ModelInternational Journal of Computer Applications, Citeseer, -2012, 42, 41-45
Cryptanalysis of a Deniable Authentication Protocol based on Bilinear Pairing using Single Sender and Group Sender.International Journal of Computer Applications, EBSCO Host, -2012, 41, 10-13
Edge Detection using Mathematical Morphology for Gridding of Microarray ImageInternational Journal of Advanced Research in Computer Science, EBSCO Host, -2012, 3, 172-175
Image Fusion using Genetic Algorithm for Impulse NoiseReduction in Medical ImagesInternational Conference on Machine Learning and Computing , Others, -2011, 3, 515-518
Emotion Recognition using Dynamic Time Warping Technique for Isolated Words International Journal of Computer Science Issues, Citeseer, -2011, 8, 306-309
Impulse Noise Reduction Using Mathematical Morphology Springer Verlag Berlin Heidelberg , Scopus, -2011, 142, 539-543
Impulse noise removal in digital images using image fusion technique Springer Verlag Berlin Heidelberg , Scopus, -2011, 142, 514-518
Restoration of Color Image Corrupted by Gaussian NoiseInternational Journal of Engineering Science and Technology , EBSCO Host, -2010, 2, 4033-4037
Biometric Authentication Using ElGamal Cryptosystem And DNA SequenceInternational Journal of Engineering Science and Technology, Citeseer, -2010, 2, 1993-1996
Application of new distance matrix to phylogenetic tree construction International Journal of Computer Science & Security, Citeseer, -2008, 1, 1-5
An Efficient Progressive Alignment Algorithm for multiple sequence AlignmentInternational Journal of Computer Science and Network Security, Citeseer, -2008, 8, 301-305
A secure approach to election scheme based on Naccache Stern Knapsack CryptosystemInternational Journal of Computer Applications, EBSCO Host, -2008, 4, 16-19
Phylogenetic Tree Construction of Butyrylcholinesterase Sequences in Life Forms.Journal of Association of Physicians of India, Web of science, -2006, 54, 122-123
PSA An Interactive Tool for Pairwise Sequence Alignment Journal of Bioinformatics and its Applications, Others, -2006, 1, 91-94
Construction of Phylogenetic tree to analyse the Molecular Evolution of ButrylcholinesteraseBioinformatics India, Others, -2005, 3, 29-31
| Title of the project | Funded by | Duration | Sanctioned date |
|---|
| Title of the project | Funded by | Duration | Sanctioned date |
|---|---|---|---|
| Automated System for microarray image analysis | UGC | 36 | 01-Apr-2013 |
| Title of the book | Book / Chapter | Name of the publisher | Subject area | Edition | Page numbers | ISBN | Published year |
|---|---|---|---|---|---|---|---|
| Enhanced Homomorphic Technique For Cloud Data Security | Book | Lambert Publications | Information security | 1 | 444 | 2020 | |
| A Novel Modular Multiplication Technique for Public Key Cryptosystems | Book | Lambert Publications | Information Security | 1 | 9786138834984 | 2019 | |
| Smart Intelligent Computing and Applications | Chapters | Springer Nature | Smart innovation , systems and technologies | 2 | 7181-7193 | 978981131927 | 2018 |
| Computational Intelligence Techniques in Health Care | Book | Springer publication | Forensic and Medical Bioinformatics | 4 | 9789811003073 | 2016 | |
| ICT Applications | Chapters | CSI Communications | Extensions to the Kmeans Algorithm for Segmentation of cDNA Microarray Images | volume 39 | 0970647X | 2015 | |
| Data Mining | Chapters | CSI Communications | Unsupervised Method for cDNA Microarray Image Analysis | Issue 7 | 0970647X | 2015 | |
| Discrete Mathematical Structures | Book | Acme Learning | Mathematics based on Computer Science Engineering | first | 9789380408996 | 2013 | |
| Proceedings of National Conference on Emerging Trends in Information Technology(NCETIT2013) | Book | elsevier | Information Technology | Edition 1 | 9789351070542 | 2013 | |
| Computer Networks and Information Technologies | Chapters | Springer publication | Impulse Noise Reduction Using Mathematical Morphology | 142 | 539-543 | 9783642195419 | 2011 |
| Computer Networks and Information Technologies | Chapters | Springer publication | Impulse Noise Removal in Digital Images Using Image Fusion Technique | 142 | 514-518 | 9783642195419 | 2011 |
| Board name | Journal name |
|---|---|
| Editorial board | Proceedings of National Conference on NCETIT . Elsevier Publications 2013. |
| Editorial board | Springer Briefs in Applied Science and Technology |
| Board name | Journal name |
|---|---|
| Review board IEEE | Proceedings of International Conference on ICSCET. IEEE Xplore 2018. |
| Review board | Proceedings of International Conference on ICMEET, Springer Publications, 2015 |
| Review board IEEE | Proceedings of 3rd International Conference on Machine Learning and Computing ,Singapore, IEEE 2011 |
| springer | Forensic and Medical Bioinformatics |
| Seminar name | Organized by | Venue | Start date | End date | Title of the paper presented | Role | Co presenter |
|---|---|---|---|---|---|---|---|
| National | CSI Student chapter | GITAM | 10-Feb-2017 | 11-Feb-2017 | Organized | ||
| National | CSI Student chapter | GITAM | 11-Mar-2016 | 12-Mar-2016 | Organized | ||
| National | CSI Student chapter | GITAM | 27-Feb-2015 | 28-Feb-2015 | Organized | ||
| National | Information Technology department | GITAM | 03-Mar-2014 | 04-Mar-2014 | Organized | ||
| National | Information Technology department | GITAM | 07-Aug-2013 | 07-Aug-2013 | Organized | ||
| National | Teqip | GITAM | 29-Mar-2013 | 30-Mar-2013 | Organized | ||
| National | Teqip | GITAM | 12-Mar-2013 | 13-Mar-2013 | Organized | ||
| National | Information Technology department | GITAM | 11-Feb-2013 | 11-Feb-2013 | Organized | ||
| National | GITAM | GITAM | 27-Dec-2012 | 29-Dec-2012 | Participated | ||
| National | Andhra University College of Engineering | Andhra University | 29-Jun-2012 | 30-Jun-2012 | Participated | ||
| National | JNTU Kakinada | JNTU Kakinada | 30-Nov-2011 | 01-Dec-2011 | Participated | ||
| National | Gayatri Vidhya Parishad | Gayatri Vidhya Parishad | 17-Apr-2011 | 18-Apr-2011 | Participated | ||
| National | Indian Science Congress Association | Andhra University | 03-Jan-2008 | 07-Jan-2008 | Participated | ||
| National | Thapar University | Thapar University | 18-Mar-2005 | 19-Mar-2005 | Participated |
| Seminar name | Organized by | Venue | Start date | End date | Title of the paper presented | Role | Co presenter |
|---|---|---|---|---|---|---|---|
| International | IBCB | Palm beach ,Visakhapatnam | 24-Dec-2016 | 25-Dec-2016 | Participated | ||
| International | Institute of Bioinformatics and Computational Biology | Hotel Palm Beach Visakhapatnam | 19-Dec-2015 | 20-Dec-2015 | Organized | ||
| International | Institute of Bioinformatics and Computational Biology | Hotel Palm Beach Visakhapatnam | 27-Dec-2014 | 28-Dec-2014 | Organized | ||
| International | GRIET | GRIET | 09-Dec-2011 | 10-Dec-2011 | SPOT EDGE DETECTION OF CDNA MICROARRA Y IMAGES USING FUZZY MATHEMATICAL MORPHOLOGY | Participated | J harikiran |
| International | IEEE | Singapore | 26-Feb-2011 | 28-Feb-2011 | Image Fusion using Genetic Algorithm for Impulse Noise Reduction in Medical Images | Participated | J hari |
| International | IEEE | Thapar University | 06-Mar-2009 | 07-Mar-2009 | Minimum Spanning tree approach for Multiple Sequence Alignment | Participated | |
| International | Sanketika Vidya Parishad Engineering College | Sanketika Vidya Parishad Engineering College | 16-Feb-2009 | 17-Feb-2009 | Application of Minimum Spanning tree to Evolutionary tree construction | Participated | |
| International | GokhaRaju RangaRaju Institute of Engineering and Technology HYD | GokhaRaju RangaRaju Institute of Engineering and Technology HYD | 26-Dec-2008 | 27-Dec-2008 | Sequence Alignment Algorithm using Dynamic Programming Technique | Participated | |
| International | AU Autonomous Engineering college,Andhra University | Andhra University | 25-Mar-2006 | 27-Mar-2006 | Algorithms for Phylogenetic Tree construction | Participated |
| Title of the thesis | Name of the student | Name of the college / university | Major subject area | Year of admission | Type of admission | Thesis specification |
|---|---|---|---|---|---|---|
| Network security | G Vani | GITAM(Deemed to be University) | Network security | 2020 | Part time | PhD |
| Network security | Ms Datta Sai | GITAM(Deemed to be University) | Network security | 2020 | Part time | PhD |
| Network security | P.Uma | GITAM(Deemed to be University) | Network security | 2020 | Full time | PhD |
| Network security | D. Srikanth | GITAM | Network security | 2019 | Part time | Phd |
| Network security | Pranitha | GITAM(Deemed to be University) | Network security | 2019 | Part time | PhD |
| Machine Learning | T. Satya kiranmai | GITAM | Machine learning | 2018 | Part time | Phd |
| IOT | Phani sridhar | GITAM | IOT | 2018 | Part time | Phd |
| Network security | KSN Narasiharao | GITAM | Network security | 2018 | Part time | Phd |
| Data Mining | Deepa rani | GITAM | Data Mining | 2015 | Part time | Phd |
| IOT | Ch Vytharini | GITAM | IOT | 2013 | Part time | Phd |
| Title of the thesis | Name of the student | Name of the college / university | Major subject area | Year of admission | Type of admission | Thesis specification |
|---|
| Title of the thesis | Name of the student | Name of the college / university | Major subject area | Year of admission | Type of admission | Thesis specification |
|---|---|---|---|---|---|---|
| A Tactful Surveillance System to Detect Anomalous Activities using Image Processing Techniques | S. Vidya Sagar Appaji | GITAM University | Image proccessing | 2020 | Part time | PhD |
| Enhanced Homomorphic Encryption Technique For Cloud Data Security | D.Chandravathi | GITAM University | Cryptography and Network security | 2019 | Part time | PhD |
| Efficient Techniques for Microarray Image Analysis | J.Hari Kiran | Image Processing | 2012 | Part time | Phd | |
| Efficient Techniques for Analysis of Microarray Image | D.RamaKrishna | Image Processing | 2009 | Part time | Phd | |
| Novel Modular Multiplication Algorithm and its Application to Public Key cryptosystem | G.A.V Ramchandra Rao | cryptography and network security | 2009 | Part time | Phd | |
| A Model Based Methodology for Effective Emotion Recognition using speech and biosensors | N.Murli | Emotion recognition | 2009 | Part time | Phd | |
| Enhanced Machine Learning Approach on Biomedical Data | Ms D. Sowjanya Latha | Machine learning | 2009 | Part time | Phd |
| Name of the award | Awarded by | Awarded year |
|---|---|---|
| Chairing 6th IEEE International Conference(IACC) | IEEE | 2016 |
| CSI Student Coordinator Andhra Pradesh | CSI | 2015 |
| Best Teacher Award | CSE and IT department | 2010 |
| Certificate of Excellence | International Conference on Coalescence of Computer Science and Biotechnology | 2009 |
| IBM Certified database Associate | IBM | 2009 |
| Title | Type | Organized by | Venue | Start date | End date | Role |
|---|---|---|---|---|---|---|
| Productivity tools for teaching enhancement | Faculty development program | Dhyanahitha educational socitey | GITAM | 20-Apr-2020 | 03-May-2020 | Participated |
| Workshop on Python | Training of tutors | CSI Student chapter | GITAM | 27-Jan-2016 | 29-Jan-2016 | Organized |
| Management Development Programme | Quality improvement program | IIM Kozhikode | IIM Kozhikode | 22-Jun-2015 | 27-Jun-2015 | Participated |
| FDP on Information Security and Cyber forensics | Faculty development program | Information Technology department | GITAM | 03-Oct-2014 | 05-Oct-2013 | Organized |
| Bioinformatic Tools in Diabetic Research | Quality improvement program | IBCB with JNTU Kakinada | JNTU Kakinada | 16-Aug-2014 | 17-Aug-2014 | Participated |
| 3D Animations and Visual effects | Training of tutors | Information Technology department | GITAM | 12-Jul-2014 | 12-Jul-2014 | Organized |
| Recent Trends in Bioinformatics | Faculty development program | Institute of Bioinformatics and Computational Biology | JNTU Kakinada | 17-May-2014 | 18-May-2014 | Participated |
| National workshop on Bioinformatics and Computational Biology | Faculty development program | Information Technology department | GITAM | 29-Mar-2014 | 30-Mar-2014 | Organized |
| National Level Technical Symposium under CSI student chapter | Training of tutors | CSI Student chapter | GITAM | 03-Mar-2014 | 03-Mar-2014 | Organized |
| IT Conclave | Quality improvement program | Information Technology department | GITAM | 27-Dec-2013 | 27-Dec-2013 | Organized |
| Workshop on patent Awareness | Faculty development program | GITAM | GITAM | 28-Oct-2013 | 28-Oct-2013 | Participated |
| Android Workshop | Training of tutors | Information Technology department | GITAM | 24-Oct-2013 | 25-Oct-2013 | Organized |
| Cyber safety and security standards summit | Quality improvement program | Ministry of communications and Information Technology Government of India | Chennai | 27-Apr-2013 | 28-Apr-2013 | Participated |
| Workshop on Android Developer Challenge | Training of tutors | Information Technology department | GITAM | 24-Jan-2013 | 25-Jan-2013 | Organized |
| National Programme on Technology Enhanced learning | Quality improvement program | IIT Madras | NIT Warangal | 31-Aug-2012 | 01-Sep-2012 | Participated |
| .National Work shop on Bioinformatics in Genomics and Protenomics | Quality improvement program | IIT Kharagpur | IIT Kharagpur | 09-Oct-2009 | 10-Oct-2009 | Participated |
| Instruction Design and Delivery System | Quality improvement program | National Institute of Technical Teacher Training and Research | Raghu Engineering college | 15-Dec-2008 | 20-Dec-2008 | Participated |
| Mission 10X | Quality improvement program | WIPRO | GITAM | 19-May-2008 | 23-May-2008 | Participated |
| High Impact Presentation | Faculty development program | WIPRO | GITAM | 19-May-2008 | 20-May-2008 | Participated |
| Data Mining and Business Intelligence | Faculty development program | Chaitantya Engineering College | Chaitantya Engineering College | 11-Aug-2007 | 12-Aug-2007 | Participated |
| Search and Mining Engine and their Applications | Quality improvement program | GITAM | GITAM | 09-Jun-2006 | 13-Jun-2006 | Participated |
| Data Warehousing and Data Mining | Quality improvement program | JNTU Kakinada | JNTU Kakinada | 18-Mar-2006 | 19-Mar-2006 | Participated |
| Refresher Course in Computer Science | Quality improvement program | UGC | Andhra University | 21-Oct-2005 | 10-Nov-2005 | Participated |
| Title | Type | Organized by | Venue | Start date | End date | Role |
|---|---|---|---|---|---|---|
| Workshop on Transdisciplinary Education and Research | Faculty development program | Andhra University | Andhra University | 23-Oct-2007 | 24-Oct-2007 | Organized |
| Organization name | Membership category | Membership type |
|---|---|---|
| The Institution of Electronics and Telecommunication Engineers | Individual | Associate member |
| Computer Society of India | Life | Member |
| Institute of Engineers | Others | Associate member |
| International Association of Computer Science and Information Technology | Others | Associate member |
| Bioinformatics Org | Others | Member |
| international association of engineers | Others | Member |
| Cryptology Society of India | Life | Member |
| National Cyber Safety and Security Standards | Individual | Associate member |
| Title of the lecture | Name of the college / university | Place | Date |
|---|---|---|---|
| Information Security | GITAM University | visakhapatnam | 05-Oct-2013 |
| Keynote address on Bioinformatics ,one day workshop on Emerging Trends in IT | KGRL College and P.G courses | Bhimavaram | 26-Sep-2008 |
| Computer Science and Bioinformatics | Ambedker University | Etcherla,Srikakulam | 15 feb 2010 |