Publications

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    Contents

    2012

  1. Kar, S., Deepak, V., Ravindran, B., and Tendulkar, A. V. (2012) "Functional Site Prediction by Exploiting Correlations between Labels of Interacting Residues". To appear in the Proceedings of the Third ACM Conference on Bioinformatics, Computational Biology and Biomedicine (ACM BCB 2012). ACM Press.
  2. Pradyot K. V. N., Manimaran, S. S., Ravindran, B., and Natarajan, S. (2012) "Integrating Human Instructions and Reinforcement Learners : An SRL Approach". To appear in the Proceedings of the UAI workshop on Statistical Relational AI (StarAI 2012).
  3. Priyadarshini, B. P., Ravindran, B., and Chakravarthy, V. S. (2012) "Understanding the role of Serotonin in Basal Ganglia through a unified model". To appear in the Proceedings of the Twenty Second International Conference on Artificial Neural Networks (ICANN 2012). Springer.
  4. Kar, D., Chakraborti, S., and Ravindran, B. (2012) "Feature Weighting and Confidence based Prediction for Case Based Reasoning Systems". To appear in the Proceedings of the International Conference on Case Based Reasoning (ICCBR 2012).
  5. Kumar, P., Mathew, V., and Ravindran, B. (2012) "Abstraction in Reinforcement Learning in Terms of Metastability". To appear in the Proceedings of the European Workshop on Reinforcement Learning (EWRL 2012). JMLR.
  6. Chaganty, A., and Ravindran, B. (2012) "Discovering Continuous Homomorphisms for Transfer". To appear in the Proceedings of the European Workshop on Reinforcement Learning (EWRL 2012). JMLR.
  7. Nunez-Varela, J., Ravindran, B., and Wyatt, J. L. (2012) "Gaze Allocation Analysis for a Visually Guided Manipulation Task". To appear in the Proceedings of the Twelfth International Conference on the Simulation of Adaptive Behavior (SAB 2012). Springer.
  8. Banerjee, N., Chakraborty, D., Joshi, A., Mittal, S., Rai, A., and Ravindran, B. (2012) "Towards Analyzing Micro-blogs for Detection and Classification of Real-Time Intentions". To appear in the Proceedings of the Sixth International AAAI Conference on Weblogs and Social Media (ICWSM 2012). AAAI Press.
  9. Pradyot, K. V. N., Manimaran, S. S., and Ravindran, B. (2012) "Instructing a Reinforcement Learner". To appear in the Proceedings of the Twenty Fifth Florida AI Research Society Conference (FLAIRS 2012). AAAI Press.
  10. Gupte, P. and Ravindran, B. (2012) "Multiple Epsilon Equitable Partitions - Roles and Positional Analysis for Real World Networks". Accepted for presentation at the Thirty Second Sunbelt Social Networks Confernce (Sunbelt XXXII).
  11. Dharwez, S., Shivashankar, S., and Ravindran, B. (2012) "Why Collective Classification is Successful? : A Homophily based Analysis on Network Data". Accepted for presentation at the Thirty Second Sunbelt Social Networks Confernce (Sunbelt XXXII).
  12. Nunez-Varela, J., Ravindran, B., and Wyatt, J. L. (2012) "Where Do I Look Now? Gaze Allocation During Visually Guided Manipulation". To appear in the Proceedings of the 2012 IEEE International Conference on Robotics and Automation (ICRA 2012). IEEE Press.
  13. Chaganty, A., Gaur, P., and Ravindran, B. (2012) "Learning in a Small World". To appear in the Proceedings of the Eleventh International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012). ACM Press.
  14. Rangadurai, K. R., Hattiwale, V., and Ravindran, B. (2011) "Adaptive Network Intrusion Detection System using a Hybrid Approach". To appear in the Proceedings of the Fourth International Conference on COMmunications Systems and NETworkS (COMSNETS 2012).

    2011

  15. Pradyot, K. V. N. and Ravindran, B. (2011) "Beyond Rewards: Learning with Richer Supervision". To appear in the Proceedings of the Ninth European Workshop on Reinforcement Learning (EWRL 2011).
  16. Sai Ramesh, M. and Ravindran, B. (2011) "Options with Exceptions". To appear in the Proceedings of the Ninth European Workshop on Reinforcement Learning (EWRL 2011).
  17. Mohay, G., Ahmed, E., Bhatia, S., Nadarajan, A., Ravindran, B., Tickle, A. B., and Vijayasarathy, R. (2011) "Detection and Mitigation of High-Rate Flooding Attacks". In An Investigation into the Detection and Mitigation of Denial of Service (DoS) Attacks: Critical Information Infrastructure Protection [1] , Raghavan, S. V., and Dawson, E. (Eds.), pp. 131-181, Sept. 2011. Springer. (Book Chapter)
  18. Ananda Narayanan, B. and Ravindran, B. (2011) "Fractional Moments on Bandit Problems". To appear in the Proceedings of the Twenty Seventh Conference on Uncertainty in Artificial Intelligence (UAI 2011).
  19. Shivashankar, S., Srivathsan, S., Ravindran, B., and Tendulkar, A. V. (2011) "Multi-view Methods for Protein Structure Comparison using Latent Dirichlet Allocation". Bioinformatics 2011 27(13): i61-i68 (Special issue with the proceedings of the 19th Annual International Conference on Intelligent Systems for Molecular Biology (ISMB/ECCB 2011)).
  20. Pankaj K. Gupta, Prabhat K. Singhal, Palakurthy Rajandrakumar, Yohendra Badward, Ashish V. Tendulkar, V.S. Kalyanaraman, Reinhold Schmidt, A. Srinivsan, and S. Mahalingam (2011) Host Cell Kinase, MAPK/ERK-2 Physically Interacts with a Conserved Polyproline-rich domain within Capsid region of Structural Protein, Gag and packaged into Lentiviral Particles, Accepted for publication in J. Mol. Biol.
  21. Tendulkar, A. V., Wangikar, P. P. (2011) Characterization and sequence prediction of structural variations in alpha-helix, To appear in BMC Bioinformatics Special Issue on Asia Pacific Bioinformatics Conference 2011.
  22. Rangrej, A. S., Kulkarni, S., Tendulkar, A. V. (2011) Comparative study of clustering techniques for short text documents, To appear in WWW 2011 (poster paper), Hyderabad, India.
  23. Swapna Raj P., and Ravindran, B. (2011) "Utility Driven Clustering". To appear in the Proceedings of the Twenty Fourth Florida AI Research Society Conference (FLAIRS 2011). AAAI Press.
  24. Malpani, A., Ravindran, B., and Murthy, H. A. (2011) "Personalized Intelligent Tutoring System Using Reinforcement Learning". To appear in the Proceedings of the Twenty Third Florida AI Research Society Conference (FLAIRS 2011). AAAI Press.
  25. Vijayasarthy, R., Ravindran, B., and Raghavan, S. V. (2011) "A System Approach to Network Modeling for DDoS Detection using Naive Bayesian Classifiers". To appear in the Proceedings of the Third International Conference on Communication and Networks (COMSNETS 2011). IEEE Press.
  26. Tendulkar, A. V., Wangikar, P. P. (2011) Characterization and sequence prediction of structural variations in alpha-helix, Asia Pacific Bioinformatics Conference 2011, Seoul, South Korea, Jan 13-15.

    2010

  27. Tendulkar, A. V., Krallinger M., de la Torre V., Lopez, G, Wangikar P. P., Valencia A. (2010) FragKB: Structural and literature annotation resource of conserved peptide fragments and residues PLoS ONE, 5(3):e9679, doi:10.1371/journal.pone.0009679.
  28. Aadithya, K. V., Ravindran, B., Michalak, T., and Jennings, N. R. (2010) "Efficient Computation of the Shapley Value for Centrality in Networks". In the Proceedings of the Sixth Workshop on Internet and Network Economics (WINE 2010), pp. 1-13. Springer-Verlag.
  29. Zaki, M.J., Yu, J.X., Ravindran, B., and Pudi, V. (Eds.) (2010) "Advances in Knowledge Discovery and Data Mining", Proceedings of the 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2010, Hyderabad, India, June 21-24, 2010. Springer-Verlag, LNCS.
  30. Maya, M., Chakravarthy, V. S., and Ravindran, B. (2010) "An Oscillatory Neural Network Model for Birdsong Learning and Generation". To appear in the Proceedings of the Twentieth International Conference on Artificial Neural Networks (ICANN 2010).
  31. Balaji, L., and Ravindran, B. (2010) "Transfer Learning Across Heterogeneous Robots with Action Sequence Mapping". In the Proceedings of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010), pp. 3251-3256. IEEE Press.
  32. Shivashankar, S., and Ravindran, B. (2010) "Multi Grain Sentiment Analysis using Collective Classification". In the Proceedings of the Nineteenth European Conference on Artificial Intelligence (ECAI 2010), pp. 823-828. IOS Press.
  33. Saravanan, M., and Ravindran, B. (2010) "Identification of Rhetorical Roles for Segmentation and Summarization of a Legal Judgment". Artificial Intelligence and Law, Volume 18, Issue 1 (March, 2010), pp. 45-76. Springer.
  34. Magdoom, M., Subramanian, D., Ravindran, B., Chakravarthy, V. S., Shun-ichi-Amari, and Meenakshisundaram, N. (2010) "Modelling Basal Ganglia for Understanding Parkinsonian Reaching Movements". To appear in Neural Computation.
  35. Yousuf, A., and Ravindran, B. (2010) "Visual Object Detection using Frequent Pattern Mining". In the Proceedings of the Twenty Third Florida AI Research Society Conference (FLAIRS 2010), pp. 98-103. AAAI Press.
  36. Swapna Raj P., and Ravindran, B. (2010) "Mining Actionable Patterns". In the Proceedings of the Twenty Third Florida AI Research Society Conference (FLAIRS 2010), pp. 444-445. AAAI Press.
  37. Aswin, N. R., Manimaran S. S., Harini A., and Ravindran, B. (2010) "Accurate Mobile Robot Localization in Indoor environments using Bluetooth". In the Proceedings of the 2010 IEEE International Conference on Robotics and Automation (ICRA 2010), pp. 4391-4396. IEEE Press.
  38. Aadithya, K. V. and Ravindran, B. (2010) "Game Theoretic Network Centrality: Exact Formulas and Efficient Algorithms". In the Proceedings of the Ninth International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2010), pp. 1459-1460.

    2009

  39. Krallinger, M., Rodriguez-Penagos, C., Tendulkar, A. V., Valencia, A. (2009) PLAN2L: a web tool for integrated text mining and literature-based bioentity relation extraction, Nucleic Acids Research, 37(2):W160-W165.
  40. Kate, K. and Ravindran, B. (2009) "Epsilon Equitable Partition: A Positional Analysis Method for Large Social Networks". To appear in the Proceedings of 15th International Conference on Management of Data (COMAD 2009).
  41. Shivashankar, S., Ravindran, B., and Srinivasa Raghavan, N. R. (2009) "Text mining of Internet content: The bridge connecting product research with customers in the digital era". In Product Research: The Art and Science Behind Successful Product Launches, Srinivasa Raghavan, N.R. and Cafeo, J. A. (Eds.), pp. 231-242, Nov. 2009. Springer. (Book Chapter).
  42. Mohamed, M., Chakravarthy, V. S., Subramanian, D., and Ravindran, B. (2009) "The Role of Basal Ganglia in Performing Simple Reaching Movements: A Computational Model". To appear in the Proceedings of the 14th Conference of the International Graphonomics Society (IGS09).
  43. Bahuguna, J., Ravindran, B., and Krishna, K. M. (2009) "MDP based Active Localization for Multiple Robots". In the Proceedings of the Fifth Annual IEEE Conference on Automation Science and Engineering (CASE 2009), pp. 635-640. IEEE Press.
  44. Malpani, A., Ravindran, B., and Murthy, H. A. (2009) "Personalized Intelligent Tutoring System Using Reinforcement Learning". Presented at the Multidisciplinary Symposium on Reinforcement Learning. (Preliminary version of the paper at FLAIRS 2011.)
  45. Mohamed, M., Chakravarthy, V. S., Subramanian, D., and Ravindran, B. (2009) "The Role of Basal Ganglia in Performing Simple Reaching Movements: A Computational Model". Presented at the Multidisciplinary Symposium on Reinforcement Learning. (Shorter version of the paper at IGS09.)
  46. Saravanan, M., Ravindran, B., and Raman, S. (2009) "Improving Legal Information Retrieval Using Ontological Framework". In Artificial Intelligence and Law, Online 14-May-2009. (In print) Volume 17, Issue 2 (2009), pp. 101-124. Springer.

    2008

  47. Swapna Raj, P. and Ravindran, B. (2008) "Personalized Web-page Rendering System". To appear in the Proceedings of the Fourteenth International Conference on Management of Data (COMAD).
  48. Arora, R. and Ravindran, B. (2008) "Latent Dirichlet Allocation and Singular Value Decomposition based Multi-Document Summarization" To appear in the Proceedings of the Eighth IEEE International Conference on Data Mining (ICDM 2008). IEEE Press.
  49. Balaji, L. and Ravindran, B. (2008) "Transfer Learning with Differently-abled Robots". In the IROS Workshop on Robotics Challenges for Machine Learning.
  50. Arora, R. and Ravindran, B. (2008) "Latent Dirichlet Allocation Based Multi-Document Summarization". In the Proceedings of the Second Workshop on Analytics for Noisy Unstructured Text Data (AND 2008), pp. 91-97. ACM Press. (Best Student Paper)
  51. Cheboli, D. and Ravindran, B. (2008) "Detection of keratoconus by semi-supervised learning". In the ICML/UAI workshop on Machine Learning in health care applications.
  52. Narayanamurthy, S. M. and Ravindran, B. (2008) "On the Hardness of Finding Symmetries in Markov Decision Processes". In the Proceedings of the Twenty Fifth International Conference on Machine Learning (ICML 2008), pp. 688-696. AAAI Press.
  53. Ray, A., Kumar, V., Ravindran, B., Dr. Lingam Gopal, and Dr. Verma, A. (2008) "Machine Learning to predict the incidence of Retinopathy of Prematurity". In the Proceedings of the Twenty First Florida AI Research Society Conference (FLAIRS 2008), pp. 300-305. AAAI Press.
  54. Swaminathan, P. and Ravindran, B. (2008) "Co-SOFT-Clustering: An Information Theoretic approach to obtain overlapping clusters from co-occurrence data". In the Proceedings of the Twenty First Florida AI Research Society Conference (FLAIRS 2008), pp. 320-321. AAAI Press.
  55. Sriram, R. and Ravindran, B. (2008) "Successive Refinement Algorithms for Distributed Area Coverage Using Mobile Robots". In the Proceedings of ACM Compute 2008, Article No. 20. ACM Press.
  56. Jayarajan, D., Deodhare, D., and Ravindran, B. (2008) "Lexical Chains as Document Features". In the Proceedings of the Third International Joint Confernce on Natural Language Processing, IJCNLP 2008, pp. 111-117.
  57. Saravanan, M., Ravindran, B., and Raman, S. (2008) "Automatic Identification of Rhetorical Roles using Conditional Random Fields for Legal Document Summarization ". In the Proceedings of the Third International Joint Confernce on Natural Language Processing, IJCNLP 2008, pp. 481-488.

    2007

  58. Saravanan, M., Ravindran, B., and Raman, S. (2007) "Legal Ontology for Query Enhancement". In the Proceedings of the Twentieth Annual Conference on Legal Knowledge and Information Systems(JURIX 2007), pp.171-172. IOS Press.
  59. Sarma, B.H.S. and Ravindran, B. (2007) "Intelligent Tutoring System using Reinforcement Learning to Teach Autistic Students". In the Proceedings of the Conference on Home/Community Oriented ICT for the Next Billion (HOIT 2007), pp. 65-78. Springer.
  60. Sriram, R. and Ravindran, B. (2007) "Homogeneous Hierarchical Composition of Areas in Multi-Robot Area Coverage". In the Proceedings of the Seventh Symposium on Abstraction, Approximation, and Reformulation (SARA 2007), pp. 300-313, LNAI 4612. Springer.
  61. Awasthi, P., Gagrani, A., and Ravindran, B. (2007) "Image Modeling using Tree Structured Conditional Random Fields". In the Proceedings of the Twentieth International Joint Conference on Artificial Intelligence (IJCAI 2007), pp. 2060-2065. AAAI Press.
  62. Narayanamurthy, S. M. and Ravindran, B. (2007) "Efficiently Exploiting Symmetries in Real Time Dynamic Programming". In the Proceedings of the Twentieth International Joint Conference on Artificial Intelligence (IJCAI 2007), pp. 2556-2561. AAAI Press.
  63. Ravindran, B., Barto, A. G., and Mathew, V. (2007) "Deictic Option Schemas". In the Proceedings of the Twentieth International Joint Conference on Artificial Intelligence (IJCAI 2007), pp. 1023-1028. AAAI Press.
  64. Jayarajan, D., Deodhare, D., Ravindran, B., and Sarkar, S. (2007) "Document Clustering using Lexical Chains". In the Proceedings of the Workshop on Text-Mining & Link-Analysis (TextLink 2007).
  65. Sriram, R. and Ravindran, B. (2007) "Profiling Pseudonet Architecture for Coordinating Mobile Robots". In the Proceedings of the Second IEEE International Conference on COMmunication System softWAre and MiddlewaRE (COMSWARE 2007). IEEE Press.

    2006

  66. Saravanan, M., Ravindran, B., and Raman, S. (2006) " Improving Legal Document Summarization using Graphical Models " In the Proceedings of the Nineteenth Annual Conference on Legal Knowledge and Information Systems(JURIX 2006), pp. 51-60, IOS Press.
  67. Awasthi, P., Rao, D. G., and Ravindran, B. (2006) "Part Of Speech Tagging and Chunking with HMM and CRF". In the Proceedings of NLPAI Machine Learning Contest 2006 , Mumbai, India.
  68. Gagrani, A., Gupta, L., Ravindran, B., Das, S., Roychowdhury, P., and Panchal, V. K. (2006) "A Hierarchical approach to Landform Classification of Satellite Images using a Fusion Strategy". In the Proceedings of Fifth Indian Conference on Computer Vision, Graphics, and Image Processing (ICVGIP 2006).
  69. Saravanan, M., Raman, S., and Ravindran, B. (2006) "A Probabilistic Approach to Multi-Document Summarization for Generating a Tiled Summary". In International Journal of Computational Intelligence and Applications, Vol. 6, No. 2, June 2006, pp. 231-244. Imperial College Press. (This is an expanded version of the conference paper below.)

    2005

  70. Saravanan, M., Raman, S., and Ravindran, B. (2005) "A Probabilistic Approach to Multi-Document Summarization for generating a Tiled Summary". In the Proceedings of the International Conference of Computational Intelligence and Multimedia Applications (ICCIMA '05).
  71. Siva Soumya, E., Manimegalai, R., Muralidharan V., Ravindran, B., Kamaoti, V., and Bhatia, D. (2005) "Placement and Routing for 3D-FPGAs using Reinforcement Learning and Support Vector Machines". In the Proceedings of the Eighteenth International Conference on VLSI Design.
  72. Saravanan, M., Ravindran, B., and Raman, S. (2005) "A Review of Automatic Summarization". Presented in the Workshop on Optical character Recognition with workflow and Document Summarization, IIIT Allahabad, March 19-20.
  73. Saravanan, M., Ravindran, B., and Raman, S. (2005) "Learn to Teach Autistic Children". Presented in the National Conference on Computational Intelligence (St. Joseph's College, Trichy), Feb 16-18.

    2004

  74. Ravindran, B. and Barto, A. G. (2004) "Approximate Homomorphisms: A Framework for Non-exact Minimization in Markov Decision Processes". In the Proceedings of the Fifth International Conference on Knowledge Based Computer Systems (KBCS 04).
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