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Project Meeting 2016.09.09

bstabler edited this page Jan 15, 2018 · 11 revisions

#Task 1 Project Management

  • Elizabeth (@e-lo) is available to review in November. This should correspond well with our progress on task 10

#Task 7 Nested Logit

#Task 10 Full Model Run

  • Bill planning to send contract amendment to RSG next week
  • Improved error handling and reporting when logit utilities are inf or probabilities don't sum to 1. We now print out the ids the (first 50) offending rows to enable tracing/debugging.
  • Ran for full model run with this additional feature and CDAP is failing for HHs with 17+ members since it is trying to build pandas data frames with 3^17 column (~129m)
  • CDAP is implemented incorrectly - it is supposed to only consider the interactions between up to 5 HH members and then apply some additional utility terms after that
  • We will review the MTC TM1 code and UECs and correct this
  • CDAP currently loops by HHs but this is inefficient
  • We will likely re-implement it as a series of batch vectorized calculations:
    • Select the 5 persons for consideration in HHs with 6+ people; select workers and youngest kids
    • Calculate person level utilities
    • Calculate HH level utilities
    • Calculate Person pairwise utilities for HH size 1
    • Calculate Person pairwise utilities for HH size 2
    • Calculate Person pairwise utilities for HH size 3
    • Calculate Person pairwise utilities for HH size 4
    • Calculate Person pairwise utilities for HH size 5
    • Sum up utilities at the HH level
  • The key is to organize the problem into a series of batch table operations
  • SANDAG's CDAP model UEC includes a joint tour model page but this is just for convenience in order to reuse the Java DMU attributes. The SANDAG CDAP model does not include anything related to joint tours.
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