From 45ce12e4a39f3d262415fe8a12ea61f5052efea7 Mon Sep 17 00:00:00 2001 From: Petr Baudis Date: Thu, 11 Mar 2010 22:18:08 +0100 Subject: [PATCH] tex: Conclusion, bio drafts --- tex/gostyle.tex | 68 +++++++++++++++++++++++++++++++++++++++++---------------- 1 file changed, 49 insertions(+), 19 deletions(-) diff --git a/tex/gostyle.tex b/tex/gostyle.tex index 1a9692f..578dd89 100644 --- a/tex/gostyle.tex +++ b/tex/gostyle.tex @@ -298,7 +298,8 @@ style''. % Note that keywords are not normally used for peerreview papers. \begin{IEEEkeywords} -board games, go, data mining, pattern recongition, player strength, playing style, +board games, go, computer go, data mining, go theory, +pattern recongition, player strength, playing style, neural networks, Kohonen maps, principal component analysis \end{IEEEkeywords} @@ -1225,25 +1226,44 @@ accordingly to provide more even games for beginners. -\section{Conclusion} -The conclusion goes here. -We have shown brm and proposed brm. +\section{Future Research} Since we are not aware of any previous research on this topic and we are limited by space and time constraints, plenty of research remains -to be done. There is plenty of room for further research in all parts -of our analysis --- different methods of generating the $\vec p$ vectors -can be explored; other data mining methods could be tried. +to be done, in all parts of our analysis --- we have already noted +many in the text above. Most significantly, different methods of generating +the $\vec p$ vectors can be explored and other data mining methods could +be investigated. Better ways of visualising the relationships would be +desirable, together with thorough dissemination of internal structure +of the player pattern vectors space. + It can be argued that many players adjust their style by game conditions (Go development era, handicap, komi and color, time limits, opponent) or styles might express differently in various game stages. More professional players could be consulted on the findings -and for style scales calibration. Impact of handicap games on by-strength -$\vec p$ distribution should be investigated. - -TODO: Future research --- Sparse PCA +and for style scales calibration. +Impact of handicap games on by-strength +$\vec p$ distribution should be also investigated. +% TODO: Future research --- Sparse PCA +\section{Conclusion} +We have proposed a way to extract summary pattern information from +game collections and combined this with various data mining methods +to show correspondence of our pattern summaries with various player +meta-information like playing strength, era of play or playing style +as ranked by expert players. We have implemented and measured our +proposals in two case studies: per-rank characteristics of amateur +players and per-player style/era characteristics of well-known +professionals. + +While many details remain to be worked out, +we have demonstrated that many significant correlations do exist and +it is practically viable to infer the player meta-information from +extracted pattern summaries. We proposed wide range of applications +for such inference. Finally, we outlined some of the many possible +directions of future work in this newly staked research field +on the boundary of Computer Go, Data Mining and Go Theory. % if have a single appendix: @@ -1331,22 +1351,32 @@ by Alexander Dinerstein, Motoki Noguchi and V\'{i}t Brunner. %\begin{biography}[{\includegraphics[width=1in,height=1.25in,clip,keepaspectratio]{mshell}}]{Michael Shell} % or if you just want to reserve a space for a photo: -\begin{IEEEbiography}{Michael Shell} -Biography text here. -\end{IEEEbiography} +%\begin{IEEEbiography}{Petr Baudi\v{s}} +%Biography text here. +%\end{IEEEbiography} % if you will not have a photo at all: -\begin{IEEEbiographynophoto}{John Doe} -Biography text here. +\begin{IEEEbiographynophoto}{Petr Baudi\v{s}} +Received BSc degree in Informatics at Charles University, Prague in 2009, +currently a graduate student. +Doing research in the fields of Computer Go, Monte Carlo Methods +and Version Control Systems. +\end{IEEEbiographynophoto} + +\begin{IEEEbiographynophoto}{Josef Moud\v{r}\'{i}k} +Received BSc degree in Informatics at Charles University, Prague in 2009, +currently a graduate student. +Doing research in the fields of Genetic Algorithms and Cognitive Sciences. +TODO TODO TODO \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} +%\begin{IEEEbiographynophoto}{Jane Doe} +%Biography text here. +%\end{IEEEbiographynophoto} % You can push biographies down or up by placing % a \vfill before or after them. The appropriate -- 2.11.4.GIT