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chflux's Issues

Timelag optimization issues

Timelag optimization is not robust. The following improvements are planned:

  • Use the exponential function form for timelag search [WON'T FIX]
    • exp function did not work better than linearly transformed function; keep it but drop the intercept term [20 Apr 2017]
  • Perform timelag optimization only when the concentration difference is large enough [WON'T FIX]
    • the decision of whether to trust the optimized timelag values shall be left to the user, not the developer [23 Apr 2017]
  • Allow prescribed timelag values from external files
    • solved in the commit 2dd9d1e in the develop branch.

Theil-Sen estimator is slow

The function theilslopes() is two to three times slower than nonlinear regression. This is because the algorithm seems to have a time complexity of O(n2). Consider replacing Theil-Sen estimator with a more efficient robust linear regression method. (Perhaps an MM-estimator?)

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