A genetic programming based methodology for variable interaction determination in multivariate dynamical systems

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@InProceedings{Kandpal:2010:ICMIC,
  author =       "Manoj Kandpal and Kalyan Mynampati Chakravarthy and 
                 S. Lakshminarayanan",
  title =        "A genetic programming based methodology for variable
                 interaction determination in multivariate dynamical
                 systems",
  booktitle =    "The 2010 International Conference on Modelling,
                 Identification and Control (ICMIC)",
  year =         "2010",
  pages =        "173--178",
  address =      "Okayama, Japan",
  month =        jul # " 17-19",
  keywords =     "genetic algorithms, genetic programming, multivariate
                 dynamical system, parameter estimation technique,
                 variable interaction determination, multivariable
                 systems, parameter estimation",
  isbn13 =       "978-1-4244-8381-5",
  URL =          "http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&arnumber=5553570",
  size =         "6 pages",
  abstract =     "In many systems, the determination of variable
                 interaction structures using data is of central
                 importance. For example, biological systems mainly
                 comprise of a cascade of various interrelated
                 metabolites/reactions such that the occurrence of one
                 event depends on the occurrence of a prior event or a
                 set of events of the same or different nature. This
                 time dependent inter-correlation between the variables,
                 once deciphered, can help in gaining a better
                 understanding the mechanisms governing the systems and
                 paves way for their manipulation. In the present paper,
                 genetic programming and standard parameter estimation
                 techniques are used to determine such relationships
                 from noise corrupted datasets.",
  notes =        "Dept. of Chem. & Biomol. Eng., Nat. Univ. of
                 Singapore, Singapore, Singapore.
                 www.gbv.de/dms/tib-ub-hannover/637808703.pdf Also known
                 as \cite{5553570}",
}

Genetic Programming entries for Manoj Kandpal Kalyan Mynampati Chakravarthy S Lakshminarayanan

Citations