8*44 
鋔鋙رؠ؎ٝ䱱稊ך׋׭ך 
ؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿 
㼭㿊酔䊹խխ㖩劤㣐➜խխ✿⼧䆀⨳㣗 
Not Good Good 
Parameter Space Suggested Designs 
Visualization 
User’s Edit 
Interactive 
Optimization 
Not Good Good 
Parameter Space Suggested Designs 
Visualization 
User’s Edit 
Interactive 
Optimization
鎘皾ח״׏גرؠ؎ٝ׾佄䴂ׅ׷ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
鎘皾ח״׏גرؠ؎ٝ׾佄䴂ׅ׷ 
劤灇瑔ך㼎韋ػًٓة锃侭ח״׷رؠ؎ٝ䱱稊 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
鎘皾ח״׏גرؠ؎ٝ׾佄䴂ׅ׷ 
劤灇瑔ך㼎韋ػًٓة锃侭ח״׷رؠ؎ٝ䱱稊 
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
灇瑔嚊銲 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
رؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀ך䲿周 
رؠ؎ٝךչ葺׃䝤׃պך瑞꟦ⴓ䋒׾䱿㹀ׅ׷ 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أך䲿周 
	
4NBSU4VHHFTUJPO
	
7JT0QU4MJEFS 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
灇瑔嚊銲 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
رؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀ך䲿周 
رؠ؎ٝךչ葺׃䝤׃պך瑞꟦ⴓ䋒׾䱿㹀ׅ׷ 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أך䲿周 
	
4NBSU4VHHFTUJPO
	
7JT0QU4MJEFS 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
灇瑔嚊銲 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
رؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀ך䲿周 
رؠ؎ٝךչ葺׃䝤׃պך瑞꟦ⴓ䋒׾䱿㹀ׅ׷ 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أך䲿周 
	
4NBSU4VHHFTUJPO
	
7JT0QU4MJEFS 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task 
design parameters 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
design parameters 
parameter space 
parameter 1 
parameter 2 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
design parameters 
parameter space 
parameter 1 
parameter 2 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
design parameters 
parameter space 
parameter 1 
parameter 2 
crowd workers 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
design parameters 
parameter space 
⹛歗 
parameter 1 
parameter 2 
crowd workers 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
design parameters 
parameter space 
parameter 1 
parameter 2 
crowd workers 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
design parameters 
not good good 
parameter space 
parameter 1 
parameter 2 
crowd workers 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
f : n 
design parameters 
not good good 
parameter space 
parameter 1 
parameter 2 
crowd workers 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٙ٦ؙؿٗ٦ 
Design Task Analysis 
f : n 
crowd workers 
User Interface 
VisOpt Slider 
design parameters 
not good good 
parameter space 
parameter 1 
parameter 2 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رٌ 
ِ٦ؠ؎ٝةؿؑ٦أ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رٌ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ꟼ鸬灇瑔 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
꧊さ濼׾欽ְ׋رؠ؎ٝ 
5BMUPO 
7PZBOU9V 
⵸ךِ٦ؠךرؠ؎ٝ׾׮הח 
倜׃ְٌرٕ׾رؠ؎ׅٝ׷ 
 
 㢳ֻך⿫⸇罏הꞿְ麊欽劍꟦ָ䗳銲 
֮׷رؠ؎ٝחאְג 
ؿ؍٦سغحؙ׾꧊׭׷ 
 
 ػًٓة瑞꟦ך鍑匿٥䱱稊דכזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
꧊さ濼׾欽ְ׋رؠ؎ٝ 
5BMUPO 
7PZBOU9V 
⵸ךِ٦ؠךرؠ؎ٝ׾׮הח 
倜׃ְٌرٕ׾رؠ؎ׅٝ׷ 
 
 㢳ֻך⿫⸇罏הꞿְ麊欽劍꟦ָ䗳銲 
֮׷رؠ؎ٝחאְג 
ؿ؍٦سغحؙ׾꧊׭׷ 
 
 ػًٓة瑞꟦ך鍑匿٥䱱稊דכזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
꧊さ濼׾欽ְ׋رؠ؎ٝ 
5BMUPO 
7PZBOU9V 
⵸ךِ٦ؠךرؠ؎ٝ׾׮הח 
倜׃ְٌرٕ׾رؠ؎ׅٝ׷ 
 
 㢳ֻך⿫⸇罏הꞿְ麊欽劍꟦ָ䗳銲 
֮׷رؠ؎ٝחאְג 
ؿ؍٦سغحؙ׾꧊׭׷ 
 
 ػًٓة瑞꟦ך鍑匿٥䱱稊דכזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
纇遚鎘皾ח״׷رؠ؎ٝ瑞꟦ך鍑匿 
'POU0ˏ%POPWBO 7JFX%JSFDUJPO4FDPSE 8FC3FJOFDLF 
ぐرؠ؎ٝ걄㚖ח㔿剣ך濼陎	暴䗙ꆀ
׾欽ְגְ׷ 
 
䧮ղך䩛岀כ⟣䠐ךرؠ؎ٝ瑞꟦ח黝欽〳腉 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
纇遚鎘皾ח״׷رؠ؎ٝ瑞꟦ך鍑匿 
'POU0ˏ%POPWBO 7JFX%JSFDUJPO4FDPSE 8FC3FJOFDLF 
ぐرؠ؎ٝ걄㚖ח㔿剣ך濼陎	暴䗙ꆀ
׾欽ְגְ׷ 
 
䧮ղך䩛岀כ⟣䠐ךرؠ؎ٝ瑞꟦ח黝欽〳腉 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
纇遚鎘皾ח״׷رؠ؎ٝ瑞꟦ך鍑匿 
'POU0ˏ%POPWBO 7JFX%JSFDUJPO4FDPSE 8FC3FJOFDLF 
ぐرؠ؎ٝ걄㚖ח㔿剣ך濼陎	暴䗙ꆀ
׾欽ְגְ׷ 
 
䧮ղך䩛岀כ⟣䠐ךرؠ؎ٝ瑞꟦ח黝欽〳腉 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
䲿爙؎ٝةؿؑ٦أ 
%FTJHO(BMMFSJFT.BSLT #SBJOTUPSNGUFSFDUT 
䲿爙ⰻ㺁ָ➂꟦ך繟涸䠬鋙ח㛇בְגְזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
䲿爙؎ٝةؿؑ٦أ 
%FTJHO(BMMFSJFT.BSLT #SBJOTUPSNGUFSFDUT 
䲿爙ⰻ㺁ָ➂꟦ך繟涸䠬鋙ח㛇בְגְזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
䲿爙؎ٝةؿؑ٦أ 
%FTJHO(BMMFSJFT.BSLT #SBJOTUPSNGUFSFDUT 
䲿爙ⰻ㺁ָ➂꟦ך繟涸䠬鋙ח㛇בְגְזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
أٓ؎ت؎ٝةؿؑ٦أ 
رؠ؎ٝفٖؽُ٦׾〳鋔⻉ ꟼ鸬ر٦ة׾〳鋔⻉ 
4JEF7JFXT5FSSZ 4DFOUFE8JEHFU8JMMFUU 
 չ葺׃䝤׃պך〳鋔⻉דכזְ 
 剑黝⻉堣腉כזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
أٓ؎ت؎ٝةؿؑ٦أ 
رؠ؎ٝفٖؽُ٦׾〳鋔⻉ ꟼ鸬ر٦ة׾〳鋔⻉ 
4JEF7JFXT5FSSZ 4DFOUFE8JEHFU8JMMFUU 
 չ葺׃䝤׃պך〳鋔⻉דכזְ 
 剑黝⻉堣腉כזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
أٓ؎ت؎ٝةؿؑ٦أ 
رؠ؎ٝفٖؽُ٦׾〳鋔⻉ ꟼ鸬ر٦ة׾〳鋔⻉ 
4JEF7JFXT5FSSZ 4DFOUFE8JEHFU8JMMFUU 
 չ葺׃䝤׃պך〳鋔⻉דכזְ 
 剑黝⻉堣腉כזְ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
4BNQMJOH 
1BSBNFUFS4FUT 
(BUIFSJOH1BJSXJTF 
$PNQBSJTPOT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
'JUUJOHB(PPEOFTT 
'VODUJPO 
ػًٓةإحزך 
؟ٝفؚٔٝ 
挿꟦חֶֽ׷ 
嫰鯰ر٦ةך ꧊ 
ぐ挿חֶֽ׷ 
(PPEOFTTך䱿㹀 
鸬竲ꟼ侧פך 
ؿ؍حذ؍ؚٝ 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
4BNQMJOH 
1BSBNFUFS4FUT 
(BUIFSJOH1BJSXJTF 
$PNQBSJTPOT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
'JUUJOHB(PPEOFTT 
'VODUJPO 
ػًٓةإحزך 
؟ٝفؚٔٝ 
挿꟦חֶֽ׷ 
嫰鯰ر٦ةך ꧊ 
ぐ挿חֶֽ׷ 
(PPEOFTTך䱿㹀 
鸬竲ꟼ侧פך 
ؿ؍حذ؍ؚٝ 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
4BNQMJOH 
1BSBNFUFS4FUT 
(BUIFSJOH1BJSXJTF 
$PNQBSJTPOT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
'JUUJOHB(PPEOFTT 
'VODUJPO 
ػًٓةإحزך 
؟ٝفؚٔٝ 
挿꟦חֶֽ׷ 
嫰鯰ر٦ةך ꧊ 
ぐ挿חֶֽ׷ 
(PPEOFTTך䱿㹀 
鸬竲ꟼ侧פך 
ؿ؍حذ؍ؚٝ 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
4BNQMJOH 
1BSBNFUFS4FUT 
纇遚鎘皾 
(BUIFSJOH1BJSXJTF 
$PNQBSJTPOT 
crowd workers 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
'JUUJOHB(PPEOFTT 
'VODUJPO 
ػًٓةإحزך 
؟ٝفؚٔٝ 
挿꟦חֶֽ׷ 
嫰鯰ر٦ةך ꧊ 
ぐ挿חֶֽ׷ 
(PPEOFTTך䱿㹀 
鸬竲ꟼ侧פך 
ؿ؍حذ؍ؚٝ 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
4BNQMJOH 
1BSBNFUFS4FUT 
(BUIFSJOH1BJSXJTF 
$PNQBSJTPOT 
剑㼭✳⛦岀 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
'JUUJOHB(PPEOFTT 
'VODUJPO 
ػًٓةإحزך 
؟ٝفؚٔٝ 
挿꟦חֶֽ׷ 
嫰鯰ر٦ةך ꧊ 
ぐ挿חֶֽ׷ 
(PPEOFTTך䱿㹀 
鸬竲ꟼ侧פך 
ؿ؍حذ؍ؚٝ 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
رؠ؎ٝ瑞꟦ך鍑匿 
4BNQMJOH 
1BSBNFUFS4FUT 
(BUIFSJOH1BJSXJTF 
$PNQBSJTPOT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
TUJNBUJOH(PPEOFTT 
7BMVFTPG1PJOUT 
3#'酡꟦ 
'JUUJOHB(PPEOFTT 
'VODUJPO 
ػًٓةإحزך 
؟ٝفؚٔٝ 
挿꟦חֶֽ׷ 
嫰鯰ر٦ةך ꧊ 
ぐ挿חֶֽ׷ 
(PPEOFTTך䱿㹀 
鸬竲ꟼ侧פך 
ؿ؍حذ؍ؚٝ 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ِ٦ؠ؎ٝةؿؑ٦أ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
4NBSU4VHHFTUJPO 
؝ٝإفز 
չ葺׃䝤׃պך䞔㜠׾欽ְג䲿爙ⰻ㺁׾欰䧭 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
4NBSU4VHHFTUJPO 
植㖈ך㹋鄲 
 ٓٝتيח⦐ך 
رؠ؎ٝ׾欰䧭 
 挿侧ָ넝ְ⦐׾䲿爙 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
植㖈ך⦼ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
ِ٦ؠך箟꧊ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
؎ٝةؿؑ٦أ	
7JT0QU4MJEFS 
堣腉〳鋔⻉	7JT
剑黝⻉	0QU
 
xi 
xj 
xi 
xj 
荈⹛锃眍 
ِ٦ؠך箟꧊ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
$PMPS$PSSFDUJPO 
⹛歗 
ةأؙⱖ溪ך葿酡姻խػًٓة侧 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
$BNFSB-JHIU 
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
$BNFSB-JHIU 
ةأؙ 
葺ְؽُ٦׾䱱ׅ 
 
ػًٓة侧 
	Y
Z
[

僇׷ׁ 
	Y
Z
[

鋔ꅿ錬 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
4IBEFS	颵䠬
 
ةأؙأذٖٝأ醡ך暟⡤ך鋅׋湡ךرؠ؎ٝ 
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
4IBEFS	颵䠬
 
ةأؙأذٖٝأ醡ך暟⡤ך鋅׋湡ךرؠ؎ٝ 
鐰⣣鯥ˑSFBMJTUJDBTTUBJOMFTT˒ 
 
ػًٓة侧 
h)JTGPS)PNF 
FHأذٖٝأ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
邌䞔ٌرؚٔٝ 
#MFOETIBQFػًٓة锃眍ח״׏ג邌䞔׾ⵖ䖴ׅ׷䩛岀 
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
邌䞔ٌرؚٔٝ 
#MFOETIBQFػًٓة锃眍ח״׏ג邌䞔׾ⵖ䖴ׅ׷䩛岀 
ٓٝتيז邌䞔ך⢽ 
קה׿וךرؠ؎ָٝ♶荈搫	㠨׸גְ׷
 
鐰⣣鯥OBUVSBM	OPUCSPLFO
 
ػًٓة侧 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
⹛歗 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
邌䞔ٌرؚٔٝ 
  
OPUOBUVSBM OBUVSBM 
00..1155 00..3311 00..4499 00..6611 0.88 
鋔鋙涸ח㧅䔲ז䱿㹀穠卓ָ䖤׵׸׋ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽	
邌䞔ٌرؚٔٝ 
  
OPUOBUVSBM OBUVSBM 
00..1155 00..3311 00..4499 00..6611 0.88 
鋔鋙涸ח㧅䔲ז䱿㹀穠卓ָ䖤׵׸׋ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
黝欽⢽窟鎘ر٦ة 
$PMPS 
$PSSFDUJPO 
$BNFSB 
-JHIU 
4IBEFS 'BDJBM 
YQSFTTJPO 
ػًٓة侧     
鐰⣣鯥 HPPE HPPE SFBMJTUJD OBUVSBM 
嫰鯰ر٦ة侧     
さ鎘ꆃ겘 64% 64% 64% 64% 
さ鎘儗꟦ NJO NJO NJO NJO 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
鐰⣣ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
鐰⣣鍑匿䩛岀 
 勲	XSU嫰鯰侧
 
❛䊴嗚鏾 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
鐰⣣ِ٦ؠ؎ٝةؿؑ٦أ 
ِ٦ؠأةر؍ 
➂ך㷕欰חِ٦ؠ؎ٝةؿؑ٦أ׾⢪׏ג׮׵ֲ 
 
4ZTUFN6TBCJMJUZ4DBMF#BOHPS 
ˑHPPE˒	WFSBHF
4%
 
鑫稢 
Yuki Koyama, Daisuke Sakamoto, and Takeo Igarashi. 2014. Crowd-powered parameter analysis for visual design exploration. In 
Proceedings of the 27th annual ACM symposium on User interface software and technology (UIST '14). ACM, New York, NY, USA, 65-74. 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
陽锷תה׭ 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
ٔىذ٦ءّٝ 
! ةأָؙ㢌׻׷䏝חؙٓؐسا٦ءؚٝך 
װ׶湫׃ָ䗳銲 
! 鸬竲涸זػًٓةך׫黝欽〳腉 
	ꨄ侔涸זػًٓةכ♶〳
 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
תה׭ 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
⟣䠐ךرؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أ 
	
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7JT0QU4MJEFS 
! אך殯ז׷رؠ؎ٝ걄㚖ח黝欽 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
תה׭ 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
⟣䠐ךرؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أ 
	
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7JT0QU4MJEFS 
! אך殯ז׷رؠ؎ٝ걄㚖ח黝欽 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
תה׭ 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
⟣䠐ךرؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أ 
	
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! אך殯ז׷رؠ؎ٝ걄㚖ח黝欽 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
תה׭ 
! ؼُ٦وٝ؝ٝؾُذ٦ءّٝח״׏ג 
⟣䠐ךرؠ؎ٝ瑞꟦׾鍑匿ׅ׷䩛岀 
! رؠ؎ٝ䱱稊ך׋׭ך؎ٝةؿؑ٦أ 
	
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7JT0QU4MJEFS 
! אך殯ז׷رؠ؎ٝ걄㚖ח黝欽 
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44
鋔鋙رؠ؎ٝ䱱稊ך׋׭ך 
ؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿 
㼭㿊酔䊹խխ㖩劤㣐➜խխ✿⼧䆀⨳㣗
㼭㿊酔䊹㖩劤㣐➜✿⼧䆀⨳㣗խխ鋔鋙رؠ؎ٝ䱱稊ך׋׭ךؙٓؐسا٦ءؚٝ׾崞欽׃׋ػًٓة瑞꟦鍑匿խխ8*44

視覚デザイン探索のためのクラウドソーシングを活用したパラメタ空間解析(WISS 2014)