ããŠãããããã€ãºç¢ºçã«å ¥ã£ãŠããã
ä»åã®èšäºã§ã¯ãããŸã§èŠãŠããäžè¬çãªç¢ºçãšãã€ãºç¢ºçãã©ã®ããã«éãã®ãããããŠå°€åºŠé¢æ°ã®æå€§åãšããèŠç¹ããªãå¿ èŠãªã®ããèŠãŠããã
ãã€ãºç¢ºçã¯æ©æ¢°åŠç¿ãåŠã¶äžã§é¿ããŠã¯éããªãæŠå¿µã§ããããã®èšäºã¯ãã®æŠèгãã€ããäžå©ã«ãªããããããªãã
é »åºŠäž»çŸ©ãšãã€ãºäž»çŸ©
ããããããã€ãºç¢ºçãšãããã®ã«ã€ããŠè©³ããèŠãŠããã
ãã€ãºç¢ºçãšãããã®ãçè§£ããããã«ããããŸã§äœ¿çšããŠããé »åºŠäž»çŸ©çãªç¢ºçãšã©ãéããã®ãªã®ãæ¯ã¹ãŠã¿ããããã€ãºçãªç¢ºçãšé »åºŠäž»çŸ©çãªç¢ºçãšããã®ã¯ãã°ãã°å¯Ÿæ¯ãããŠèªãããŠããã
é »åºŠäž»çŸ©ç確çã¯ãåã詊è¡ãç¹°ãè¿ãè¡ãããšã«ãã£ãŠç¢ºçãå®çŸ©ããããå ·äœçã«ã¯ãåãæ¡ä»¶ã§è©Šè¡ãç¡éåè¡ã£ããšããããäºè±¡ãçºçããå²åããã®äºè±¡ã®ç¢ºçãšãããäŸãã°ãã³ã€ã³ãæãããšãã«è¡šãåºã確çã¯ãç¡æ°ã«ã³ã€ã³ãæãç¶ããå Žåã®è¡šãåºãå²åã§å®çŸ©ãããã
äžæ¹ããã€ãºç¢ºçã¯ã䞻芳çãªä¿¡å¿µã®åºŠåãã衚çŸããã信念ãšã¯å人ãæã£ãŠããäºæã«å¯Ÿãã確信ã倿ã®ããšã§ãããäºè±¡ãèµ·ãã確çããæã£ãŠããæ
å ±ãå
ã«å€æããæ°ããæ
å ±ãå
¥ããã³ã«ãã®ç¢ºçãæŽæ°ããããã€ãºç¢ºçã¯ãäºè±¡ã®ç¢ºçãçŽæ¥èšç®ããã®ã§ã¯ãªããããç¶æ³äžã§ã®ç¢ºçãè©äŸ¡ããéã«ã芳å¯ããŒã¿ãäºåç¥èãªã©ã®æ
å ±ãèæ
®ããŠç¢ºçãæŽæ°ããææ³ãçšããã
ãã€ãºç¢ºçã§ã¯ã䞻芳çãªä¿¡å¿µã®åºŠåãã衚ã確çãã芳枬ããŒã¿ãäºåç¥èã«åºã¥ããŠæŽæ°ããããšã§ãããçŸå®ã«å³ãã確çè©äŸ¡ãå¯èœãšãªãããã®ææ³ã¯ãäžç¢ºããªæ
å ±ãå€ãçŸå®äžçã®åé¡ã«å¯ŸããŠãæè»ãªå¯Ÿå¿ãã§ãããããæ©æ¢°åŠç¿ãçµ±èšçæšè«ãªã©æ§ã
ãªåéã§çšããããŠããã
å ·äœäŸ
å ·äœäŸã䜿ã£ãŠããã€ãºç¢ºçãšé »åºŠäž»çŸ©ç確çã®éãã説æããããäŸãšããŠãããç æ°ã®æ€æ»ãããããããšããããã®æ€æ»ãããã¯ãææè ã«å¯ŸããŠ99%ã®æ£ç¢ºãã§éœæ§ã瀺ããéææè ã«å¯ŸããŠ99%ã®æ£ç¢ºãã§é°æ§ã瀺ãã
ããäººãæ€æ»ãåããŠéœæ§ãšå€å®ãããå Žåããã®äººãå®éã«ç æ°ã§ãã確çã¯ãé »åºŠäž»çŸ©ç確çãšãã€ãºç¢ºçã§ã©ã®ããã«è©äŸ¡ãããããèããã
é »åºŠäž»çŸ©ç確çã§ã¯ãéœæ§ãåºãå Žåã®ãã®äººãå®éã«ç æ°ã§ãã確çã¯ãæ€æ»ãããã®éœæ§ã®æ£ç¢ºãïŒ99%ïŒããã®ãŸãŸäœ¿ãããšã«ãªãã
ãããããã€ãºç¢ºçã§ã¯ããã®äººãç æ°ã§ãã確çã¯ãæ€æ»çµæã ãã§ãªããç æ°ã®çœ¹æ£çããã®äººã®å¹Žéœ¢ã»æ§å¥ãªã©ã®æ å ±ãèæ ®ãããäŸãã°ããã®ç æ°ã®çœ¹æ£çã1%ã ãšãããšã
$$ P(ç æ°|éœæ§) = \frac{P(éœæ§|ç æ°)P(ç æ°)}{P(éœæ§)} $$
ã䜿ã£ãŠããã®äººãå®éã«ç æ°ã§ãã確çãèšç®ã§ãããããã§ã\(P(ç æ°|éœæ§)\)ã¯éœæ§ã®çµæãåºãå Žåã«å®éã«ç æ°ã§ãã確çã衚ãã\(P(éœæ§|ç æ°)\)ã¯ç æ°ã®äººã«å¯ŸããŠæ€æ»ãéœæ§ã瀺ã確çïŒ99%ïŒã\(P(ç æ°)\)ã¯ç æ°ã®çœ¹æ£çïŒ1%ïŒã§ããã
ããã«ã\(P(éœæ§)\)ã¯ãå šãŠã®äººã«å¯ŸããŠéœæ§ã®çµæãåºã確çã§ãããã¯ç æ°ã®äººãšç æ°ã§ãªã人ãããããéœæ§ã®çµæãåºã確çã®åã§ãããã€ãŸãã
$$ P(éœæ§) = P(éœæ§|ç æ°)P(ç æ°) + P(éœæ§|ç æ°ã§ãªã)P(ç æ°ã§ãªã) $$
ã§ãããããã§ã\(P(éœæ§|ç æ°ã§ãªã)\)ã¯ç æ°ã§ãªã人ã«å¯ŸããŠæ€æ»ãéœæ§ã瀺ã確çïŒ1%ïŒã\(P(ç æ°ã§ãªã)\)ã¯ç æ°ã§ãªã確çïŒ99%ïŒã§ããã
ãã®åŒã«æ°å€ãä»£å ¥ãããšã$$ P(éœæ§) = 0.99 \times 0.01 + 0.01 \times 0.99 $$ ãšãªãããããŠã$$ P(ç æ°|éœæ§) = \frac{0.99 \times 0.01}{0.99 \times 0.01 + 0.01 \times 0.99} $$ ãèšç®ãããšããã®äººãå®éã«ç æ°ã§ãã確çã¯ãããã50%ã§ããããšãåããã
ãã®ããã«ããã€ãºç¢ºçã§ã¯ãæ€æ»çµæã ãã§ãªããç æ°ã®çœ¹æ£çããã®äººã®å¹Žéœ¢ã»æ§å¥ãªã©ã®æ å ±ãèæ ®ããŠç¢ºçãè©äŸ¡ããé »åºŠäž»çŸ©ç確çãšã¯ç°ãªãçµæãåŸãããããšãããããã®äŸãããåããããã«ããã€ãºç¢ºçã¯ããŒã¿ãäºåã®ç¥èãããšã«ç¢ºçãæŽæ°ããããçŸå®çãªå€æãè¡ãããšãã§ãããšèšããã
ååã®ç¢ºçè«ã®èšäºã§èŠãããã«ããã€ãºã®å®çã«ãã£ãŠèŠ³æž¬ãããããŒã¿ã§äžãããã蚌æ ãåã蟌ãããšã§ãäºå確çãäºåŸç¢ºçã«å€æã§ããã
ãšããããã§å€é åŒæ²ç·ãã£ããã£ã³ã°ã®äŸãçšããŠããã€ãºã®å®çãå確èªããŠããã\(p(w)\) ã¯äºå確çååžã\(D=\{t_1,\dots,t_N\}\)ãšããŠ
$$ p(w|D) = \frac{p(D|w)p(w)}{p(D)} $$
ããã§ã\(p(D|w)\) ã¯å°€åºŠé¢æ°ãšããã\(p(w|D)\) ã¯äºåŸç¢ºçååžãšããããŸãã\(p(D)\) ã¯èŠ³æž¬ããŒã¿Dã®ç¢ºçã§ã次ã®ããã«æ±ããããã
$$ p(D) = \int p(D|w')p(w')dw $$
次ã«ãå°€åºŠé¢æ°ã«ã€ããŠèª¬æããããå°€åºŠé¢æ°ã¯ããããã©ã¡ãŒã¿wã®ããšã§èŠ³æž¬ããŒã¿Dãã©ãã ãèµ·ããããããã衚ã颿°ã§ãããå°€åºŠé¢æ°ã¯æ¬¡ã®ããã«è¡šãããã
$$ p(D|w) = \prod_{n=1}^{N} p(t_n|w) $$
å°€åºŠé¢æ°ã¯ãåããŒã¿ç¹ãç¬ç«ã«çæããããšä»®å®ããããšã§ã芳枬ããŒã¿Då šäœã®ç¢ºçãåããŒã¿ç¹ã®ç¢ºçã®ç©ãšããŠè¡šçŸã§ããã
å°€åºŠé¢æ°ã¯ããããã©ã¡ãŒã¿ \(w\)ã®ããšã§èŠ³æž¬ããŒã¿ \(D\) ãã©ãã ãèµ·ããããããã衚ã颿°ã§ãããããã§èšããèµ·ãããããããšã¯ã芳枬ããŒã¿ \(D\) ãåŸããã確çãé«ããšããããšã§ããã
ãã®ç¢ºçãé«ããšããããšã¯ãã¢ãã«ïŒãã©ã¡ãŒã¿ \(w\) ïŒãããŒã¿ \(D\) ãçæããéçšãããŸã衚çŸããŠããããšãæå³ãããèšãæããã°ãã¢ãã«ãããŒã¿ã®ç¹åŸŽãæ§é ãæããŠãããããããŒã¿ã説æã§ããŠãããšèšããã®ã§ããã
å°€åºŠé¢æ°ãé«ãã¢ãã«ã¯ã芳枬ããŒã¿ \(D\) ãèµ·ãããããããšãããããŒã¿ãçæããéçšãæ£ç¢ºã«æããŠãããšèãããããèŠããã«ãå°€åºŠé¢æ°ãé«ãã»ã©ããã®ã¢ãã«ãããŒã¿ã説æããèœåãé«ããšããããšã§ããã
ã€ãŸãæã ã¯å°€åºŠé¢æ°ã®æå€§åã«èå³ãããã®ã§ããã
äºå確çååžã¯ã芳枬ããŒã¿ãåŸãããåã«ããã©ã¡ãŒã¿wã«å¯ŸããŠäžãããã確çååžã§ãããããã«ããããã©ã¡ãŒã¿ã®åæçãªä¿¡å¿µã衚çŸã§ãããäŸãã°ãæ£èŠååžãäžæ§ååžãªã©ãäºå確çååžãšããŠäœ¿ãããããšãããã
以äžã®èª¬æããããã€ãºã®å®çã¯äºå確çååžãšå°€åºŠé¢æ°ãçšããŠã芳枬ããŒã¿Dãäžãããããšãã®ãã©ã¡ãŒã¿wã®äºåŸç¢ºçååžãæ±ããæ¹æ³ã§ããããšãåãããããã«ãããããŒã¿ãçšããŠãã©ã¡ãŒã¿ã®æšå®ãå¯èœãšãªãã
å°€åºŠé¢æ°ã«ã€ããŠ
ããã§å°€åºŠé¢æ°ãšããéèŠåèªãåºãŠããããé »åºŠäž»çŸ©ãšãã€ãºäž»çŸ©ã§ã¯ãå°€åºŠé¢æ°ãç°ãªã圹å²ãæããã
é »åºŠäž»çŸ©ã«ãããå°€åºŠé¢æ°
ãŸãã¯ãé »åºŠäž»çŸ©ã«ãããå°€åºŠé¢æ°ã®åœ¹å²ã«ã€ããŠèª¬æããããé »åºŠäž»çŸ©ã§ã¯ãå°€åºŠé¢æ°ããã©ã¡ãŒã¿ã®å€ã決å®ããããã«äœ¿ããããå°€åºŠé¢æ°ã¯ããããã©ã¡ãŒã¿ã®ããšã§èŠ³æž¬ããŒã¿ãã©ãã ãèµ·ããããããã衚ããé »åºŠäž»çŸ©è ã¯ãå°€åºŠé¢æ°ãæå€§åãããã©ã¡ãŒã¿ãæå°€æšå®å€ãšããŠéžã¶ãããã¯ã芳枬ããŒã¿ãæãèµ·ããããããšããããã©ã¡ãŒã¿ãéžã¶ããšãæå³ããã
ããã§æå°€æšå®ãããéã«ã¯å°€åºŠé¢æ°ã®å¯Ÿæ°ã®ç¬Šå·ãå転ãããã®ãæ©æ¢°åŠç¿ã®åéã§ã¯ãã䜿ããããããã¯èª€å·®é¢æ°ãšèšããã察æ°ãåãçç±ã¯æ°åŠçãªèšç®ãåçŽåããã ãã§ãªããæ°å€èšç®ããéã«å°ããªç¢ºçå€ãæãåããç¶ãããšãšãŠãå°ãããªã£ãŠãã£ãŠããŸã£ãŠåãæ±ãã¥ãããªã£ãŠããŸããã察æ°ã§ããã°åã®èšç®ãããããšã«ãªãã®ã§ãã®åé¡ã解決ã§ããã
察æ°ã®ãã€ãã¹ã¯å調çŸè±¡é¢æ°ãªã®ã§ãå°€åºŠé¢æ°ã®æå€§åã¯èª€å·®ã®æå°åãšåãããšãªã®ã§ããã
ãé »åºŠäž»çŸ©çãããŒãã¹ãã©ãã
ããŒãã¹ãã©ãããšã¯ãé »åºŠäž»çŸ©çãªã¢ãããŒãã§èª€å·®é¢æ°ãæšå®å€ã®ä¿¡é Œåºéãæ±ºå®ããæ¹æ³ã§ããã
- å ã®ããŒã¿ã»ããïŒæåã«ã芳枬ããŒã¿ã»ããDãååšãããšä»®å®ããããã®ããŒã¿ã»ããã¯ãNåã®èŠ³æž¬å€ããæ§æãããŠããã
- ãªãµã³ããªã³ã°ïŒããŒãã¹ãã©ããã®äž»èŠãªèãæ¹ã¯ãå ã®ããŒã¿ã»ããããã©ã³ãã ã«ããŒã¿ç¹ãéžã³åºãïŒéè€ãèš±ãïŒãæ°ããããŒã¿ã»ãããäœæããããšã§ãããããããªãµã³ããªã³ã°ãšåŒã¶ãæ°ããããŒã¿ã»ããã¯ãå ã®ããŒã¿ã»ãããšåããµã€ãºïŒNåïŒã§ããã
- ããŒãã¹ãã©ãããµã³ãã«ïŒãªãµã³ããªã³ã°ãè¡ãããšã§åŸãããæ°ããããŒã¿ã»ãããããŒãã¹ãã©ãããµã³ãã«ãšåŒã¶ãããŒãã¹ãã©ãããµã³ãã«ã¯å ã®ããŒã¿ã»ããã®ç¹æ§ãåŒãç¶ãã§ãããšèããããã
- æšå®éã®èšç®ïŒããŒãã¹ãã©ãããµã³ãã«ã䜿ã£ãŠãæšå®éïŒããšãã°å¹³åã忣ãªã©ïŒãèšç®ããããã®èšç®ã¯ãå ã®ããŒã¿ã»ããã«å¯ŸããŠè¡ãããã®ãšåãæ¹æ³ã§è¡ãã
- ç¹°ãè¿ãïŒã¹ããã2ãã4ãè€æ°åïŒéåžžã¯æ°çŸïœæ°ååïŒç¹°ãè¿ããããã«ãããããŒãã¹ãã©ãããµã³ãã«ããšã®æšå®éã®ååžãåŸãããã
- èª€å·®é¢æ°ãä¿¡é Œåºéã®æ±ºå®ïŒããŒãã¹ãã©ãããµã³ãã«ããšã®æšå®éã®ååžãçšããŠãèª€å·®é¢æ°ãä¿¡é Œåºéãèšç®ãããäŸãã°ãååžã®äžå€®å€ãå¹³åãèª€å·®é¢æ°ã®æšå®å€ãšããŠéžã¶ããšãã§ãããä¿¡é Œåºéã¯ãæšå®éã®ååžã®ç¹å®ã®ããŒã»ã³ã¿ã€ã«ïŒäŸãã°ã2.5%ç¹ãš97.5%ç¹ïŒã«åºã¥ããŠæ±ºå®ãããã
ãã®ããã«ãããŒãã¹ãã©ããã¯ã©ã³ãã ãªãªãµã³ããªã³ã°ãç¹°ãè¿ãããšã§ãèª€å·®é¢æ°ãä¿¡é Œåºéãæ±ºå®ããææ³ã§ãããããã«ãããå ã®ããŒã¿ã»ããã®ç¹æ§ãä¿æãã€ã€ãæ§ã ãªæšå®éããã®ä¿¡é Œæ§ãè©äŸ¡ããããšãã§ãããããŒãã¹ãã©ããã¯ãããŒã¿ãå°ãªãå ŽåããããŒã¿ã®ååžãæ£èŠååžã§ã¯ãªãå Žåã§ãæå¹ãªææ³ã§ãããããé »åºŠäž»çŸ©çãªã¢ãããŒãã®äžã€ãšããŠåºãå©çšãããŠããã
ãã ããããŒãã¹ãã©ããã«ã¯ããã€ãã®æ³šæç¹ãããããšãçè§£ããŠããå¿ èŠãããã
- å ã®ããŒã¿ã»ããã®ä»£è¡šæ§ïŒããŒãã¹ãã©ããã¯ãå ã®ããŒã¿ã»ãããæ¯éå£ãé©åã«ä»£è¡šããŠããããšãåæãšããŠãããããå ã®ããŒã¿ã»ãããåã£ãŠããããæ¯éå£ã®ç¹æ§ãååã«æããŠããªãå ŽåãããŒãã¹ãã©ããã«ããæšå®çµæãæ£ç¢ºã§ãªãå¯èœæ§ãããã
- ããŒãã¹ãã©ãããµã³ãã«ã®ç¬ç«æ§ïŒããŒãã¹ãã©ãããµã³ãã«ã¯ãªãµã³ããªã³ã°ã«ãã£ãŠçæããããããããããã®ãµã³ãã«ãç¬ç«ã§ãããšã¯éããªããããã«ãããæšå®çµæã«çžé¢ãçããããšãããã
- æšå®éã®ååžã®æ£ç¢ºæ§ïŒããŒãã¹ãã©ããã«ãã£ãŠåŸãããæšå®éã®ååžããæ¯éå£ã®çã®ååžãæ£ç¢ºã«åæ ããŠãããšã¯éããªããç¹ã«ãããŒã¿æ°ãå°ãªãå ŽåãããŒã¿ã®ååžãè€éãªå Žåã«ã¯ããã®åé¡ãé¡èã«ãªãããšãããã
ããŒãã¹ãã©ããã¯ãé »åºŠäž»çŸ©çãªã¢ãããŒãã§èª€å·®é¢æ°ãä¿¡é Œåºéãæ±ºå®ããéã«äŸ¿å©ãªææ³ã§ãããããã®é©çšã«ããã£ãŠã¯æ³šæãå¿ èŠã§ãããããã§ããããŒãã¹ãã©ããã¯ãçµ±èšçæšå®ã®åéã§éåžžã«äžè¬çãã€æçšãªææ³ãšããŠåºãçšããããŠããã
ãã€ãºäž»çŸ©ã«ãããå°€åºŠé¢æ°
次ã«ããã€ãºäž»çŸ©ã«ãããå°€åºŠé¢æ°ã®åœ¹å²ã«ã€ããŠèª¬æãããããã€ãºäž»çŸ©ã§ã¯ãå°€åºŠé¢æ°ãäºåŸç¢ºçã®èšç®ã«çšãããããäºåŸç¢ºçã¯ã芳枬ããŒã¿ãäžãããããšãã®ãã©ã¡ãŒã¿ã®ç¢ºçååžã衚ãããã€ãºã®å®çã䜿ã£ãŠãäºå確çãšå°€åºŠé¢æ°ããäºåŸç¢ºçãæ±ããããšãã§ãããã€ãŸãã¯ãäºåç¥èãèªç¶ãªåœ¢ã§å ¥ãããããšããããšã§ãããã¯ãã€ãºäž»çŸ©ã®å€§ããªå©ç¹ã§ããã
äŸãã°ãå ¬å¹³ãªã³ã€ã³ãäžåæããŠå šãŠè¡šã ã£ããšãããšãé »åºŠäž»çŸ©çãªæå°€æšå®ã§ã¯è¡šãåºã確çãïŒã«ãªã£ãŠããŸããããã¯æªæ¥æ°žå«è¡šãåºããšããããšã§ãããæ¥µç«¯ãªçµè«ãåºããããã®ã§ããããã€ãºçã«èããã°ãã®ãããªçµè«ã«ã¯è³ããªãã
ããã ãèããšããã€ãºäž»çŸ©ã¯ãããšãããããªãããã«æããããããªããããã€ãºçãªã¢ãããŒãã«ããããæ¹å€ãšããŠãäºåååžã®éžã³æ¹ã«å人差ããããçµæã䞻芳çã«ãªã£ãŠããŸããšãããã®ããããããã解決ããããã«ãç¡æ å ±äºåååžãèããããã
ç¡æ å ±äºåååžã¯ããã©ã¡ãŒã¿ã«ã€ããŠäºåã«äœãç¥ããªãç¶æ ã衚çŸãããããã«ããã芳枬ããŒã¿ã ãã§çµæã決ãŸããå人差ãå°ãããªããç¡æ å ±äºåååžã®äžäŸãšããŠãäžæ§ååžãæãããããäžæ§ååžã§ã¯ããã©ã¡ãŒã¿ã®ãã¹ãŠã®å€ã«å¯ŸããŠåã確çãå²ãåœãŠãããšã§ãäºåã®æ å ±ãæããªãç¶æ ã衚çŸããã
ããããç¡æ å ±äºåååžã䜿çšããå Žåãç°ãªãã¢ãã«ãæ¯èŒããéã«å°é£ãçããããšãããããã®çç±ã¯ãç¡æ å ±äºåååžãããã©ã¡ãŒã¿ç©ºéå šäœã«ããã£ãŠäžå®ã®ç¢ºçãæã€ãããã¢ãã«éã§ãã©ã¡ãŒã¿ç©ºéã®å€§ãããç°ãªãå Žåãæ¯èŒãé£ãããªãããã§ããã
å ·äœäŸãšããŠã2ã€ã®ã¢ãã«ãèããã1ã€ç®ã®ã¢ãã«ã§ã¯ããã©ã¡ãŒã¿\(\theta\)ã0ãã1ã®ç¯å²ã§äžæ§ã«ååžããŠãããšããã2ã€ç®ã®ã¢ãã«ã§ã¯ããã©ã¡ãŒã¿\(\theta\)ã0ãã10ã®ç¯å²ã§äžæ§ã«ååžããŠãããšãããç¡æ å ±äºåååžãçšãããšãããããã®ã¢ãã«ã«ãããŠããã©ã¡ãŒã¿ã«å¯Ÿããäºåç¥èããªããšä»®å®ããŠãããã2ã€ã®ã¢ãã«ã®ãã©ã¡ãŒã¿ç©ºéã®å€§ãããç°ãªããããããããã®ã¢ãã«ã®äºåŸååžãåŸãããŠããæ¯èŒãé£ãããªãã
ãã®åé¡ã解決ããããã«ãã¢ãã«æ¯èŒã«ã¯å¥ã®ææ³ãçšããããšãäžè¬çã§ãããäŸãã°ããã€ãºå åããèµ€æ± æ å ±éèŠæºïŒAICïŒãªã©ã®ã¢ãã«éžæåºæºã䜿çšãããããšãããããããã®åºæºãçšããããšã§ãç¡æ å ±äºåååžã䜿çšããå Žåã§ããç°ãªãã¢ãã«ã®æ¯èŒãé©åã«è¡ãããšãã§ããã
ãã€ãºå åã¯ãã¢ãã«éã®å°€åºŠæ¯ãèšç®ããããšã§ãã¢ãã«ã®è¯ããè©äŸ¡ããææšã§ããã尀床ã¯ã芳枬ããŒã¿ãåŸããããšãã®ã¢ãã«ã®é©å床ã衚ãããããã€ãºå åã¯ã¢ãã«éžæã«é©ããŠããããã€ãºå åã倧ããã»ã©ããã®ã¢ãã«ã芳枬ããŒã¿ã«é©åããŠãããšå€æãããã
èµ€æ± æ å ±éèŠæºïŒAICïŒã¯ãã¢ãã«ã®é©å床ãšã¢ãã«ã®è€éããåæã«èæ ®ããææšã§ãããAICã¯ã尀床ã«å¯ŸããŠãã©ã¡ãŒã¿ã®æ°ã«å¿ããããã«ãã£ãå ããããšã§ãã¢ãã«ã®è€éããè©äŸ¡ãããAICãå°ããã»ã©ããã®ã¢ãã«ã芳枬ããŒã¿ã«é©åããŠãããšå€æãããã
ç¡æ å ±äºåååžãçšãããã€ãºäž»çŸ©ã«ãããŠãç°ãªãã¢ãã«ãæ¯èŒããéã«ã¯ããã€ãºå åãAICãªã©ã®ã¢ãã«éžæåºæºãçšããããšãäžè¬çã§ãããããã«ãããã¢ãã«éã®æ¯èŒãé©åã«è¡ããæã芳枬ããŒã¿ã«é©åããã¢ãã«ãéžæããããšãã§ããããã®ãããªã¢ãã«éžæææ³ãé©çšããããšã§ãç¡æ å ±äºåååžã®åé¡ç¹ãå æãããã€ãºäž»çŸ©ã«ãããŠãé©åãªã¢ãã«éžæãå¯èœãšãªãã
çµå±ã©ãéãã®ãïŒ
é »åºŠäž»çŸ©ïŒããŒã¿ãçæããŠããçã®ååžã¯äžã€ãšä»®å®
ãã€ãºäž»çŸ©:ãã©ã¡ãŒã¿ã確çååžãæã€ãšèãã
é »åºŠäž»çŸ© | ãã€ãºäž»çŸ© | |
ãã©ã¡ãŒã¿(w) | 宿° | 確ç倿° |
ããŒã¿(D) | 確ç倿° | 確ç倿° |
é »åºŠäž»çŸ©ãšãã€ãºäž»çŸ©ã«ãããæ¯æ°ïŒãã©ã¡ãŒã¿ïŒãšããŒã¿ã«ã€ããŠèª¬æãããã
ãŸããé »åºŠäž»çŸ©ã§ã¯ãæ¯æ°ã¯æªç¥ã®å®æ°ãšããŠæ±ããããããã¯ãæ¯æ°ãå®éã«ã¯åºå®ãããŠããå€ãæã£ãŠããããæã ã¯ãã®å€ãç¥ããªããšããèãæ¹ã«åºã¥ããŠãããäžæ¹ãããŒã¿ã¯ç¢ºç倿°ã§ãããæšæ¬ãåããã³ã«ç°ãªãå€ãåŸããããšèããããããã®ãããé »åºŠäž»çŸ©ã§ã¯ãç¹°ãè¿ãå®éšãè¡ãããšã§ããŒã¿ã®ååžãæ¯æ°ã®æšå®ã«é¢ãã確ççãªæ§è³ªã調ã¹ãã
次ã«ããã€ãºäž»çŸ©ã§ã¯ãæ¯æ°ã¯ç¢ºç倿°ãšããŠæ±ããããããã¯ãæ¯æ°ã«å¯ŸããŠç¢ºçååžãå²ãåœãŠãããšã§ãæã ã®äžç¢ºå®æ§ã衚çŸããããã§ãããäºåååžã¯ãããŒã¿ãåŸãããåã®æ¯æ°ã«å¯Ÿãã信念ã衚ããããŒã¿ã芳枬ãããåŸãäºåŸååžãçšããŠæ¯æ°ã®ä¿¡å¿µãæŽæ°ãããäžæ¹ãããŒã¿ã確ç倿°ã§ãããæ¯æ°ãäžããããæ¡ä»¶äžã§ã®ããŒã¿ã®ååžã衚ãå°€åºŠé¢æ°ã«ãã£ãŠã¢ãã«åãããã
èŠçŽãããšãé »åºŠäž»çŸ©ã§ã¯æ¯æ°ã¯æªç¥ã®å®æ°ãããŒã¿ã¯ç¢ºç倿°ãšããŠæ±ããããäžæ¹ããã€ãºäž»çŸ©ã§ã¯æ¯æ°ãããŒã¿ã確ç倿°ãšããŠæ±ãããããããã®éãã¯ãé »åºŠäž»çŸ©ãç¹°ãè¿ãå®éšãè¡ãã確ççãªæ§è³ªã調ã¹ãããšã«çŠç¹ãåœãŠãŠããã®ã«å¯Ÿãããã€ãºäž»çŸ©ã¯æ¯æ°ã«å¯Ÿãã信念ã確çååžãšããŠè¡šçŸããããŒã¿ãçšããŠä¿¡å¿µãæŽæ°ããããšã«éç¹ã眮ããŠããããšã«ç±æ¥ããã
é »åºŠäž»çŸ©ãšãã€ãºäž»çŸ©ã®äžç芳ã®éã
é »åºŠäž»çŸ©ã®æå°€æšå®æ³ã¯æå€§åãããç¹ã«ã®ã¿ã«èå³ããã£ããããã€ãºäž»çŸ©çã¢ãããŒãã¯å±±å šäœã®åœ¢ã«èå³ããããšããããšã§ãããã€ãŸããã£ãããšããããšã
é »åºŠäž»çŸ© | ãã äžã€ã®æé©ãªå€ããšãããŠããããšããèãæ¹ |
ãã€ãºäž»çŸ© | äžã€ã«éå®ããã®ã§ã¯ãªããæé©ãªå€ãå«ãååžããšãããŠããããšããèãæ¹ã |
é »åºŠäž»çŸ©VSãã€ãºäž»çŸ©
ã©ã¡ãã®ã¢ãããŒããåªããŠãããã¯ãåé¡ãç®çã«ãã£ãŠç°ãªããé »åºŠäž»çŸ©ãšãã€ãºäž»çŸ©ã®ããããã®é·æãšçæãæ€èšãããã
é »åºŠäž»çŸ© | ãã€ãºäž»çŸ© | |
é·æ |
|
|
çæ |
|
|
ã©ã¡ãã®ã¢ãããŒããé©åãã¯ãåé¡ã®æ§è³ªãããŒã¿ã®éãç®çã«ãã£ãŠæ±ºãŸãã客芳æ§ãéèŠã§å€§éã®ããŒã¿ãå©çšå¯èœãªå Žåãé »åºŠäž»çŸ©ãé©åã§ããããšããããäžæ¹ãããŒã¿ãå°ãªãå Žåãäžç¢ºå®æ§ãèæ
®ãããå Žåããã€ãºäž»çŸ©ãé©åã§ããããšãããããã®ããã«ã®ãã€ã³ããäžèšã§èšãã°ãã©ããŸã§äž»èгæ§ãèªãããããšããå²åŠçãªåé¡ãšãªããåŸã£ãŠãããããªæèŠããããåçŽãªãã®ã§ã¯ãªããšããããšã§ããã
ããããã®æ¹éãšããŠã¯ãå®çšæ§ãæçšæ§ãéèŠããŠã©ã£ã¡ãäž¡é¢ã§æ¡çšããŠãããšããã¹ã€ã¹ã®ãããªç«å Žããšã£ãŠããããšã«ããã