Capecitabmine => 5-Fluoropyrimidine => Cancer cell death.

Quality of taking a particular value at a function—“expected discounted return when following a policy from \(S\) and taking \(a\)”:

\begin{equation} Q(s,a) = R(s,a) + \gamma \sum_{s’} T(s’|s,a) U(s’) \end{equation}

where, \(T\) is the transition probability from \(s\) to \(s’\) given action \(a\).

value function

Therefore, the utility of being in a state (called the value function) is:

\begin{equation} U(s) = \max_{a} Q(s,a) \end{equation}

“the utility that gains the best action-value”

value-function policy

A value-function policy is a policy that maximizes the action-value

Comes from doi.org/10.3389/fcomp.2020.00001

ADR is a vectorization/encoding technique whereby time-series data is segmented, clustered via solf-organizing maps, and the centroids of the clusters are used as the encoding

create a space of molecules of its ocnstructions, and use active learning to search through it.