% In this paper, we propose Population-based Targeted(PBT) sampling that considers an \emph{unknown population}. % Through the PBT, we can select the most useful samples from the unknown population. The targets are specified by multiple objectives, %where the desired performance is described with the objectives. which describe the desired performance. % This sampling technique is regarded as a supervised learning problem, and we optimize the performance using the evolutionary algorithm under multiple objectives. % We thoroughly evaluated its behavior through two case studies and two benchmark problems. % The results demonstrated that the PBT could generate useful samples with inexpensive computational cost. % To the best of our knowledge, there is no other technique that can select samples from an unknown population considering multiple objectives. % We open the source code at \url{https://github.com/aiai-labo/population-based-targeted-sampling}.

% The very first letter is a 2 line initial drop letter followed % by the rest of the first word in caps. % % form to use if the first word consists of a single letter: % \IEEEPARstart{A}{demo} file is …. % % form to use if you need the single drop letter followed by % normal text (unknown if ever used by the IEEE): % \IEEEPARstart{A}{}demo file is …. % % Some journals put the first two words in caps: % \IEEEPARstart{T}{his demo} file is …. % % Here we have the typical use of a “T” for an initial drop letter % and “HIS” in caps to complete the first word.

\end{comment}

\appendices %\section{} %The appendixes, if needed, appear before the acknowledgment.

% use section* for acknowledgment \ifCLASSOPTIONcompsoc % The Computer Society usually uses the plural form \section{Acknowledgments} \else % regular IEEE prefers the singular form \section{Acknowledgment} \fi This paper was supported by JST CREST (JPMJCR17F3).

% trigger a \newpage just before the given reference % number - used to balance the columns on the last page % adjust value as needed - may need to be readjusted if % the document is modified later %\IEEEtriggeratref{8} % The “triggered” command can be changed if desired: %\IEEEtriggercmd{\enlargethispage{-5in}}

% references section

% can use a bibliography generated by BibTeX as a .bbl file % BibTeX documentation can be easily obtained at: % http://mirror.ctan.org/biblio/bibtex/contrib/doc/ % The IEEEtran BibTeX style support page is at: % http://www.michaelshell.org/tex/ieeetran/bibtex/ \bibliographystyle{IEEEtran} % argument is your BibTeX string definitions and bibliography database(s) \bibliography{IEEEabrv, references.bib} % % manually copy in the resultant .bbl file % set second argument of \begin to the number of references % (used to reserve space for the reference number labels box) %\begin{thebibliography}{1}

%\bibitem{IEEEhowto:kopka} %H.~Kopka and P.~W. Daly, \emph{A Guide to \LaTeX}, 3rd~ed.\hskip 1em plus % 0.5em minus 0.4em\relax Harlow, England: Addison-Wesley, 1999.

%\end{thebibliography}

% biography section % % If you have an EPS/PDF photo (graphicx package needed) extra braces are % needed around the contents of the optional argument to biography to prevent % the LaTeX parser from getting confused when it sees the complicated % \includegraphics command within an optional argument. (You could create % your own custom macro containing the \includegraphics command to make things % simpler here.) %\begin{IEEEbiography}[{\includegraphics[width=1in,height=1.25in,clip,keepaspectratio]{mshell}}]{Michael Shell} % or if you just want to reserve a space for a photo:

\begin{comment} \begin{IEEEbiography}{Michael Shell} Biography text here. \end{IEEEbiography}

% if you will not have a photo at all: \begin{IEEEbiographynophoto}{John Doe} Biography text here. \end{IEEEbiographynophoto}

% insert where needed to balance the two columns on the last page with % biographies %\newpage

\begin{IEEEbiographynophoto}{Jane Doe} Biography text here. \end{IEEEbiographynophoto} \end{comment}

% You can push biographies down or up by placing % a \vfill before or after them. The appropriate % use of \vfill depends on what kind of text is % on the last page and whether or not the columns % are being equalized.

%\vfill

% Can be used to pull up biographies so that the bottom of the last one % is flush with the other column. %\enlargethispage{-5in}

% that’s all folks \end{document}