Conference record: 3rd Descriptive Science on Data (day 2)

Persistent Homogeneity on Financial Market Stocks

Configuration spaces of financial market stacks TDA

  • Market -> Topological space
  • Status of market -> Regime

RQ: Valance are R how to apply it to configuration space?
Definitions
rα(t)=log(previous/current)r_{\alpha}(t) = log(previous/current)
definition of distance: Euclidean distance of (yiyi1)1/2(y_i - y_{i-1})^{1/2}

Assumption: betti number could refer to confidence?

TDA for digital rock

  • how to define shape -> flow
    • inference function of pathways
  • from data infer a potential structure
  • digital oil

Mathematical modeling method dev for life science

Check: Senrin Lee’s Lab
RQ1: cell arrangement is critical -> how to build a new mathematical model for this process

  • cell arrangement is asymmetric -> hard to predict
  • Aspect Ratio (AR) is a traditional index to explain cell adhesion
  • BUT T-reversed arrangement is hard to explain
    -> draw actual physical shape of eggshell
    -> cell morphology model
  • Process: image data -> num -> morphology -> sim
  • Even find the way to control the type of cell arrangement (Empty Space)
  • Optimal transport to cover the limits of ‘gap between discrete actual data and continum math model’

RQ2: How to find a good mathematical model to describe
Check: NVIDIA omni

  • consider task as a Monge question
    Check: liquid fluid is a semi-discrete optimal transport question

The Two Cultures of Mathematics

Theme: communication?

  • The arts vs. Sciences -C.P. Snow

  • Problem solver vs. Theory builder
    -> necessary: generalization and abstraction (or might not?)

  • Somethings, interesting questions just emerge

  • Soft science vs. Hard science

  • From Deduction to Induction?

Notions

  • There are multiple approach for mathematical applications
  • I need more information and thinking patterns for some questions’ emerging
  • Some minimum condition I have to hit
    • Basic knowledge of Topology
    • Shape Functional
    • Coding skills

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