Ambedkar DUKKIPATI (ambi)

Assistant Professor
Dept. of Computer Science and Automation
Indian Institute of Science - Bangalore

phone: +91(80)22933201
email: <ad -at- csa.iisc.ernet.in>

work related to: Algorithmic Algebra, Information Theory

Research | Papers | Talks | Teaching | Students | Research Links | Street Musicians

Research

Fields

  • Algorithmic Algebra and Algebraic Geometry
  • Information Theory and Statistical Learning

Lab

Bio

    B.Tech from Dept. CSE, IIT Madras; Masters from Dept. CSA, IISc; PhD from Dept. of CSA, IISc; Postdoc at Eurandom

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Papers

Journal and Refereed Conference Publications

  • P. V. Ananth. and A. Dukkipati. 'Border basis detection is NP-Complete' In Proceedings of ACM International Symposium on Symbolic and Algebraic Computation (ISSAC'2011), pp. 11-18, ACM 2011

  • A. Dukkipati, J. G. Manathara. An Algebraic Implicitization and Specialization of Minimum KL-divergence Models V. P. Gerdt et al. (Eds.) In Proceedings of International Workshop on Computer Algebra in Scientific Computing (CASC'2010), Springer Lecture Notes in Computer Science, pp. 85-96, 2010.

  • A. Dukkipati. 'On Kolmogorov-Nagumo averages and Nonextensive entropy' In Proceedings of International Symposium on Information Theory and its Applications(ISITA'2010),pp. 446-451 IEEE press 2010.

  • A. Dukkipati, A. K. Yadav and M. N. Murty. Maximum entropy model based classification with feature selection In Proceedings of IEEE International Conference on Pattern Recognition (ICPR'2010), pp. 565-568, IEEE press, 2010.

  • A. Dukkipati. Embedding maximum entropy models in algebraic varieties by Grobner bases methods. In Proceedings of IEEE International Symposium on Information Theory (ISIT'2009), pp.1904-1908, IEEE press, 2009.

  • A. Dukkipati, S. Bhatnagar and M. N. Murty. On measure-theoretic aspects of nonextensive entropy functionals and corresponding maximum entropy prescriptions. Physica A, 384:124-138, 2007.

  • A. Dukkipati, S. Bhatnagar and M. N. Murty. Gelfand-Yaglom-Perez theorem for generalized relative entropy functionals. Information Sciences, 177:5707-5714, 2007.

  • A. Dukkipati, M. N. Murty and S. Bhatnagar. Nonextensive triangle equality and other properties of Tsallis relative-entropy minimization. Physica A, Vol. 361, pp 124-138, 2006.

  • A. Dukkipati, M. N. Murty and S. Bhatnagar. Information theoretic justification of Boltzmann selection and its generalization to Tsallis case. In Proceedings of IEEE Congress on Evolutionary Computation (CEC'2005). Vol. 2, pp. 1667-1674, IEEE press, 2005. pdf ps

  • A. Dukkipati, M. N. Murty and S. Bhatnagar. Properties of Kullback-Leibler Cross-Entropy minimization in Nonextensive framework. In Proceedings of IEEE International Symposium on Information Theory (ISIT'2005), pp. 2374--2378, IEEE press, 2005.

  • A. Dukkipati, M. N. Murty and S. Bhatnagar. Cauchy Annealing Schedule: An Annealing Schedule for Boltzmann Selection Scheme in Evolutionary Algorithms. In Proceedings of IEEE Congress on Evolutionary Computation (CEC'2004). Vol. 1, pp. 55-62, IEEE press, 2004. pdf ps Eprint

  • A. Dukkipati, M. N. Murty and S. Bhatnagar. Quotient Evolutionary Space: Abstraction of Evolutionary process w.r.t macroscopic properties. In Proceedings of IEEE Congress on Evolutionary Computation (CEC'2003). Vol. 2, pp. 846-853, IEEE press, 2003. pdf ps

  • A. Dukkipati and M. N. Murty. Selection by Parts: `Selection in Two Episodes' in Evolutionary Algorithms. In Proceedings of IEEE Congress on Evolutionary Computation (CEC'2002). Vol. 1, pp. 657 - 662, IEEE press, 2002. pdf ps

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Eprints

  • J. Vachery and A. Dukkipati. On Shore and Johnson properties for a Special Case of Csiszár f-divergences, 2012. Eprint
  • H. K. Malladi and A. Dukkipati. A Parallel Cylindrical Algebraic Decomposition Algorithm for Quantifier Elimination on Real Closed Fields, 2012. Eprint
  • P. Ananth and A. Dukkipati. An Algebraic Characterization of Rainbow Connectivity, 2011. Eprint
  • J. G. Manathara, A. Dukkipati and D. Ghose Tropical Algebraic approach to Consensus over Networks, 2011. Eprint
  • J. G. Manathara, A. Dukkipati and D. Ghose On consensus under polynomial protocols, 2011. Eprint
  • P. D. Kumar and A. Dukkipati. A two stage selective averaging LDPC decoding, 2011. Eprint
  • P. Ananth and A. Dukkipati. On Grobner basis detection for zero-dimensional ideals, 2011. Eprint
  • A. Dukkipati. Nonextensive Pythagoras theorem, 2006. Eprint
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Technical Reports

  • A. Dukkipati. On parametric and implicit algebraic descriptions of maximum entropy models. EURANDOM report 2008-038, 2008.

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Selected Talks

  • EPFL: On parametric and implicit algebraic descriptions of maximum entropy models Invited talk at Workshop on Entropy, School of Computer Science and Communications Sciences, Ecole Polytechnique Federale De Lausanne (EPFL). (Sept 2008)

  • Cambridge: Grobner bases of elimination ideals and toric ideals: Applications to maximum entropy models Statistical Laboratory, Dept. of Pure mathematics \& Mathematical Statistics, University of Cambridge. (May 2008)

  • Marne-la-Vall{\'e}e: On Grobner Bases of Elimination Ideals describing Maximum Entropy models. Institut Gaspard Monge, Universit{\'{e}} de Marne-la-Vall{\'e}e. (Jan 2008)

  • CWI-Amsterdam: On generalized measures of information and Pythagorean theorems. Center for Mathematics and Computer Science, Amsterdam. (Sep 2007)

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Teaching

2012

2011

2010

2009

  • E0 226 Linear Algebra and Probability (AUG) (With Prof. D. P. Patil) Link
  • MA 314 Topics in Commutative Algebra Info
  • E0 376 Information Theory and Statistical Inference (JAN) (with Rajesh Sundaresan) Link

2008

  • E0 321 Algorithmic Algebra (AUG) Link
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Students

PhD

  • Maria Fancis (Aug 2010- )
    B.Tech (NIT Calicut)
    Area: Algorithmic Algebra
    Thesis: -
  • Jithin Vachery, (Aug 2011 - )
    B.Tech (); M.Tech (CSA,IISC)
    Area : Information Theory and Statistical Learning
    Thesis: -

MSc (Engg.)

  • Aritra Sen (Aug 2011- )
    B.Tech ()
    Area: Algorithmic Algebra
    Thesis: -
  • Aswin Guha (Aug 2010- )
    B.Tech (NIT Trichi)
    Area: Algorithmic Algebra
    Thesis: -
  • Prabhanjan V. A. (Aug 2009-Sep 2011)
    B.Tech (RV Collage)
    Area: Algorithmic Algebra
    Thesis: On the Complexity of Grobner Basis and Border Basis Detection
    Moved to: Microsoft Research Internship

ME (Project)

    2011
  • Hari Krishna (Algorithmic Algebra)
  • Gourav Pandey (Information Theorey and Statistical Learning)
  • Anirban (Information Theorey and Statistical Learning)
  • Debarghya (Jointly with Prof. Shalabh Bhatnagar) (Information Theorey and Statistical Learning)
  • D. Manju Venkata Satya Sriram (Information theory and statistical learning)
  • 2010
  • Hari Krishna: Nonextensive information theoretic kernel K-means clustring
    Moved to: NVDIA, Bangalore.
  • Jithin Vachery: On Power-law distributions and a special case of Csiszar f-divergences.
    Moved to: PhD candidate at CSA, IISc
  • Dinesh Kumar A.(jointly with Prof. Prithi Shankar) : A two stage selective averaging LDPC decoding.
    Moved to: Oracle, Bangalore
  • 2008
  • Abhay Kumar Yadav (jointly with Prof. M. Narasimha Murty) : Information theoretic approach to pattern recognition.
    Moved to: Oracle, Noida
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Research Links

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