é«åºŠãªåãã¬ããžã°ã©ããšã»ãã³ãã£ãã¯ãããã¯ãŒã¯ã®åãæ¢æ±ããåå®å šæ§ãããŒã¿æŽåæ§ã倿§ãªæ¥çã«ãããçŸå®äžçã®å¿çšã匷調ããŸããå ç¢ã§ã¹ã±ãŒã©ãã«ãã€ã³ããªãžã§ã³ããªãã¬ããžã·ã¹ãã ãæ§ç¯ããæ¹æ³ãåŠã³ãŸãã
é«åºŠãªåãã¬ããžã°ã©ãïŒã»ãã³ãã£ãã¯ãããã¯ãŒã¯ãšåå®å šæ§
ããŒã¿ç®¡çãšäººå·¥ç¥èœã®æ¥éã«é²åããç¶æ³ã«ãããŠããã¬ããžã°ã©ãã¯è€éãªæ å ±ãæŽçããã³çè§£ããããã®åŒ·åãªããŒã«ãšããŠç»å ŽããŸããããã®ãã¡ã€ã³å ã§ã¯ãã»ãã³ãã£ãã¯ãããã¯ãŒã¯ã®åºç€äžã«æ§ç¯ããã峿 Œãªåå®å šæ§ãçµã¿èŸŒãã é«åºŠãªåãã¬ããžã°ã©ããæå 端ã代衚ããŠããŸãããã®ããã°æçš¿ã§ã¯ããããã®æŽç·Žãããã·ã¹ãã ã®ã³ã¢ã³ã³ã»ãããå©ç¹ã課é¡ãããã³çŸå®äžçã®ã¢ããªã±ãŒã·ã§ã³ãæãäžããããŒã¿å°éå®¶ãç ç©¶è ãããã³æ§é åãããç¥èã®åãæŽ»çšããããšããŠãããã¹ãŠã®äººã«å æ¬çãªã¬ã€ããæäŸããŸãã
ãã¬ããžã°ã©ããšã»ãã³ãã£ãã¯ãããã¯ãŒã¯ã®çè§£
ãã®æ žå¿ã«ãããŠããã¬ããžã°ã©ãã¯ç¥èã®æ§é åããã衚çŸã§ãããã°ã©ããšããŠã¢ãã«åãããŠããŸãããããã®ã°ã©ãã¯ãããŒãïŒãšã³ãã£ãã£ãã³ã³ã»ããããŸãã¯ãªããžã§ã¯ãã衚ãïŒããšããžïŒããŒãéã®é¢ä¿ã衚ãïŒãããã³ããããã£ïŒããŒãããã³ãšããžã«é¢é£ä»ãããã屿§ïŒã§æ§æãããŸãããã®æ§é ã«ãããåŸæ¥ã®ãªã¬ãŒã·ã§ãã«ããŒã¿ããŒã¹ãšæ¯èŒããŠãããçŽæçã§æè»ãªæ¹æ³ã§ããŒã¿ãã¢ãã«åã§ããŸããçŸä»£ã®ãã¬ããžã°ã©ãã®å身ã§ããã»ãã³ãã£ãã¯ãããã¯ãŒã¯ã¯ãããŒã¿ã®æå³ïŒã»ãã³ãã£ã¯ã¹ïŒã®ãã£ããã£ã«ç¹ã«çŠç¹ãåœãŠãŠããããis-aãããpart-ofãããŸãã¯ãrelated-toããªã©ã®ç¹å®ã®é¢ä¿ã瀺ãçžäºæ¥ç¶ãããããŒããšãšããžãéããŠç¥èã衚çŸããŸãã
ãã¬ããžã°ã©ãã®äž»èŠã³ã³ããŒãã³ã
- ãšã³ãã£ãã£ïŒããŒãïŒïŒãã¬ããžã°ã©ãã®åºæ¬çãªæ§æèŠçŽ ã衚ããŸããäŸãšããŠã¯ã人ãçµç¹ãå Žæãã€ãã³ããªã©ããããŸãã
- é¢ä¿ïŒãšããžïŒïŒãšã³ãã£ãã£éã®æ¥ç¶ãå®çŸ©ããŸãããããã®é¢ä¿ã¯ãæå³ãšã³ã³ããã¹ããäŒããŸããäŸãšããŠã¯ããworks forãããlocated inãããis a member ofããªã©ããããŸãã
- ããããã£ïŒãšã³ãã£ãã£ãšé¢ä¿ã«é¢ãã詳现æ å ±ãæäŸããŸããäŸãšããŠã¯ã人ã®ååãçµç¹ã®èšç«æ¥ããŸãã¯2ã€ã®å Žæéã®è·é¢ãªã©ããããŸãã
- ãªã³ãããžãŒïŒå ±ææŠå¿µåã®æ£åŒã§æç€ºçãªä»æ§ããªã³ãããžãŒã¯ããã¬ããžã°ã©ãå ã®ããŒã¿ã®æ§é ãšæå³ã管çããèªåœãšã«ãŒã«ãæäŸããŸãããããã¯ããšã³ãã£ãã£ãããããã£ãããã³é¢ä¿ã®ã¯ã©ã¹ãå®çŸ©ããŸãã
ãã¬ããžã°ã©ãã«ãããåå®å šæ§ã®éèŠæ§
åå®å šæ§ã¯ãä¿¡é Œæ§ãé«ãä¿å®å¯èœãªãã¬ããžã°ã©ããæ§ç¯ããäžã§éèŠãªåŽé¢ã§ããããã«ãããã°ã©ãå ã®ããŒã¿ãäºåã«å®çŸ©ãããåãšå¶çŽã«æºæ ããäžæŽåãšãšã©ãŒãé²ããŸããåå®å šæ§ããªããšãããŒã¿ã®æŽåæ§ãæãªãããäžæ£ç¢ºãªæšè«ããããŠæçµçã«ã¯ä¿¡é Œæ§ã®äœãæŽå¯ã«ã€ãªããå¯èœæ§ããããŸããããã¯ãäºåã«å®çŸ©ãããæ§é ãšæå³ã«åèŽããããã«ããŒã¿ãå³å¯ã«ãã§ãã¯ããããšãšèããŠãã ããã
åå®å šæ§ã®å©ç¹
- ããŒã¿æŽåæ§ïŒããŒã¿ãæå®ãããåã«æºæ ããŠããããšã確èªããããšã«ãããäžè²«æ§ã匷å¶ããŸããããšãã°ããdateãããããã£ã«ã¯ãããã¹ãã§ã¯ãªãæå¹ãªæ¥ä»åœ¢åŒãå«ãŸããŠããå¿ èŠããããŸãã
- ãšã©ãŒé²æ¢ïŒããŒã¿ãšã©ãŒãçºçããå¯èœæ§ãæžãããããæ£ç¢ºã§ä¿¡é Œæ§ã®é«ãç¥è衚çŸã«ã€ãªãããŸãã
- ã¯ãšãªã®æ¹åïŒåæ å ±ãå©çšããŠæ€çŽ¢ããã³æšè«ããã»ã¹ãæé©åããããšã«ãããããå¹ççã§æ£ç¢ºãªã¯ãšãªãå¯èœã«ããŸããããšãã°ãããŒãããpersonãã衚ããŠããããšãç¥ã£ãŠãããšãå人æ å ±ã«é¢ããããã¿ãŒã²ãããçµã£ãã¯ãšãªãå¯èœã«ãªããŸãã
- æšè«ã®åŒ·åïŒããé«åºŠãªæšè«ããã³æšè«æ©èœãä¿é²ããŸããåæ å ±ã¯ãæ°ããç¥èãå°åºããããã®è«çã«ãŒã«ãšå¶çŽã®é©çšããµããŒãããŸãã
- ã¡ã³ããã³ã¹ãšé²åã®å®¹æåïŒåå®å šæ§ã¯ãæç¢ºã§æç¢ºã«å®çŸ©ãããã¹ããŒããæäŸããããšã«ããããã¬ããžã°ã©ãã®ã¡ã³ããã³ã¹ãšé²åãç°¡çŽ åããçè§£ãæŽæ°ãããã³æ¡åŒµã容æã«ããŸãã
ãã¬ããžã°ã©ãã«ãããåå®å šæ§ã®å®è£
åå®å šæ§ã¯ãå€ãã®å Žåããã¬ããžã°ã©ãã·ã¹ãã å ã®ãªã³ãããžãŒãã¹ããŒããããã³åãã§ãã¯ã¡ã«ããºã ã䜿çšããŠå®è£ ãããŸããããã«ã¯ããšã³ãã£ãã£ãšããããã£ã®ããŒã¿åãå®çŸ©ããé¢ä¿ã«å¶çŽãé©çšããåã蟌ã¿ããã³ã¯ãšãªåŠçäžã«ããŒã¿ãæ€èšŒããããšãå«ãŸããŸãã
åå®å šãªãã¬ããžã°ã©ãã®ããŒã«ãšãã¯ãããžãŒ
- ãªã³ãããžãŒèšèªïŒOWLïŒWeb Ontology LanguageïŒãSHACLïŒShapes Constraint LanguageïŒãªã©ã®èšèªã¯ããªã³ãããžãŒãå®çŸ©ãããã¬ããžã°ã©ãå ã®ããŒã¿ã«å¶çŽãé©çšããããã«åºã䜿çšãããŠããŸãã
- ã°ã©ãããŒã¿ããŒã¹ïŒNeo4jãJanusGraphãAmazon Neptuneãªã©ã®ã°ã©ãããŒã¿ããŒã¹ã¯ãã¹ããŒãã®å®çŸ©ãšããŒã¿åã®åŒ·å¶ã«å¯Ÿããçµã¿èŸŒã¿ãµããŒããæäŸããããšããããããŸãããããã®ããŒã¿ããŒã¹ã¯ããã¬ããžã°ã©ãããŒã¿ã®ã¹ãã¬ãŒãžãšååŸã容æã«ããŸãã
- ã»ãã³ãã£ãã¯Webãã¯ãããžãŒïŒRDFïŒResource Description FrameworkïŒãSPARQLïŒSPARQL Protocol and RDF Query LanguageïŒãªã©ã®ãã¯ãããžãŒã¯ããã¬ããžã°ã©ãããŒã¿ã衚çŸããã³ã¯ãšãªããããã®æšæºåããããã¬ãŒã ã¯ãŒã¯ãæäŸããŸããSPARQLã¯ãšãªã䜿çšããŠãå®çŸ©ãããã¹ããŒãã«å¯ŸããŠããŒã¿ãæ€èšŒããåå¶çŽã匷å¶ã§ããŸãã
- ã«ã¹ã¿ã æ€èšŒãã¬ãŒã ã¯ãŒã¯ïŒçµç¹ã¯ãç¹å®ã®ããŒã¿ããŒãºã«åãããŠèª¿æŽããããããå ·äœçãªåå¶çŽãšæ€èšŒã«ãŒã«ã匷å¶ããããã«ãã«ã¹ã¿ã æ€èšŒãã¬ãŒã ã¯ãŒã¯ãéçºã§ããŸããããã«ã¯ãã¹ã¯ãªããã®äœæãç¹æ®ãªæ€èšŒã©ã€ãã©ãªã®äœ¿çšãå«ãŸããŸãã
åå®å šãªãã¬ããžã°ã©ãã®æ§ç¯ïŒã¹ããããã€ã¹ãããã¢ãããŒã
åå®å šãªãã¬ããžã°ã©ãã®æ§ç¯ã«ã¯ãæåã®èšç»ããç¶ç¶çãªã¡ã³ããã³ã¹ãŸã§ãäœç³»çãªã¢ãããŒããå¿ èŠã§ãã
1. ã¹ã³ãŒããšç®çã®å®çŸ©
ãã¬ããžã°ã©ãã®ãã¡ã€ã³ãæå³ããããŠãŒã¹ã±ãŒã¹ãããã³åçããå¿ èŠã®ããç¹å®ã®è³ªåãæç¢ºã«å®çŸ©ããŸãããã¡ã€ã³ã«é¢é£ããäž»èŠãªãšã³ãã£ãã£ãé¢ä¿ãããã³ããããã£ãç¹å®ããŸãã察象èªè ãšãã®æ å ±ããŒãºãæ€èšããŠãã ããã
2. ãªã³ãããžãŒã®èšèš
ãã¡ã€ã³å ã®ã³ã³ã»ããããšã³ãã£ãã£ãããã³é¢ä¿ã衚ããæç¢ºã«å®çŸ©ããããªã³ãããžãŒãéçºããŸãããªã³ãããžãŒã¯ãã¯ã©ã¹ïŒãšã³ãã£ãã£ã®åïŒãããããã£ïŒãšã³ãã£ãã£ãšé¢ä¿ã®å±æ§ïŒãããã³å¶çŽïŒããŒã¿ã管çããã«ãŒã«ïŒãå®çŸ©ããå¿ èŠããããŸãã確ç«ãããç¥èãæŽ»çšããçžäºéçšæ§ãä¿é²ããããã«ãæ¢åã®ãªã³ãããžãŒãšæšæºãå¯èœãªéãæ€èšããŠãã ãããããã«ãããäžè²«ããããŒã¿è¡šçŸãä¿èšŒãããåå®å šæ§ã®åºç€ãæäŸãããŸãã
3. ã°ã©ãããŒã¿ããŒã¹ã®éžæ
åå®å šæ§ãšã¹ã±ãŒã©ããªãã£ã«å¿ èŠãªæ©èœããµããŒãããã°ã©ãããŒã¿ããŒã¹ãéžæããŸããããã©ãŒãã³ã¹ãããŒã¿ãµã€ãºãã¯ãšãªèšèªã®ãµããŒããã³ãã¥ããã£ãµããŒããªã©ã®èŠçŽ ãæ€èšããŠãã ãããéžæããããŒã¿ããŒã¹ã§ãã¹ããŒããå®çŸ©ããå¶çŽã匷å¶ã§ããããšã確èªããŠãã ããã
4. ã¹ããŒããšå¶çŽã®å®è£
éžæããã°ã©ãããŒã¿ããŒã¹å ã§å®çŸ©ããããªã³ãããžãŒãå®è£ ããŸããããã«ã¯ãã¯ã©ã¹ãããããã£ãããã³é¢ä¿ãäœæããããŒã¿ã«å¶çŽãå®çŸ©ããããšãå«ãŸããŸããããŒã¿ããŒã¹ã®ã¹ããŒãå®çŸ©èšèªãŸãã¯ãªã³ãããžãŒèšèªã䜿çšããŠãããŒã¿åãã«ãŒãã£ããªãã£ãããã³ãã®ä»ã®æ€èšŒã«ãŒã«ãæå®ããŸããããã«ãããããŒã¿ãå®çŸ©ãããæ§é ãšæå³ã«æºæ ããŠããããšãä¿èšŒãããŸãã
5. ããŒã¿ã®åã蟌ã¿ãšæ€èšŒ
å®çŸ©ãããã¹ããŒããšå¶çŽã«å¯ŸããŠåä¿¡ããŒã¿ãæ€èšŒããå ç¢ãªããŒã¿åã蟌ã¿ãã€ãã©ã€ã³ãéçºããŸããããã«ãããæå¹ãªããŒã¿ã®ã¿ããã¬ããžã°ã©ãã«è¿œå ãããããšãä¿èšŒãããŸããããŒã¿ã®åã蟌ã¿åã«ãããŒã¿å€æã¹ããããå®è£ ããŠããŒã¿ãã¯ãªãŒã³ã¢ããããã³æšæºåããŸãããã®ããã»ã¹ã¯ãããŒã¿ã®æŽåæ§ãšåå®å šæ§ãç¶æããããã«äžå¯æ¬ ã§ãã
6. ã¯ãšãªãšæšè«
ãªã³ãããžãŒã§å®çŸ©ãããåæ å ±ãå©çšããã¯ãšãªãšæšè«ã«ãŒã«ãèšèšããŸããã°ã©ãããŒã¿ããŒã¹ã®ã¯ãšãªèšèªã䜿çšããŠãããŒã¿ãååŸããã³åæããŸããå®çŸ©ãããã«ãŒã«ãšå¶çŽã«åºã¥ããŠæ°ããç¥èãæšè«ããããã«ãæšè«ãšã³ãžã³ã䜿çšããŸããããã«ãããããé«åºŠãªåæãšããŒã¿é§ååã®æŽå¯ãå¯èœã«ãªããŸãã
7. ã¢ãã¿ãªã³ã°ãšã¡ã³ããã³ã¹
ãã¬ããžã°ã©ãã®å¥å šæ§ãšããã©ãŒãã³ã¹ã远跡ããããã®ç£èŠã·ã¹ãã ã確ç«ããŸããé²åãããã¡ã€ã³ç¥èãšããžãã¹èŠä»¶ãåæ ããããã«ããªã³ãããžãŒãšã¹ããŒãã宿çã«èŠçŽããæŽæ°ããŸããããŒã¿ã®äžæŽåãšãšã©ãŒã宿çã«ç£æ»ããŸããããã¯ããã¬ããžã°ã©ãã®ä¿¡é Œæ§ãšé¢é£æ§ãç¶æããããã®éèŠãªç¶ç¶çããã»ã¹ã§ãã
å®è·µçãªäŸãšã°ããŒãã«ã¢ããªã±ãŒã·ã§ã³
åå®å šãªãã¬ããžã°ã©ãã¯ãäžçäžã®å€æ§ãªæ¥çããŠãŒã¹ã±ãŒã¹ã§ã¢ããªã±ãŒã·ã§ã³ãèŠåºããŠããŸãã以äžã«ããã€ãã®äŸã瀺ããŸãã
1. ãã«ã¹ã±ã¢ãšè£œè¬
ãã«ã¹ã±ã¢ã§ã¯ãåå®å šãªãã¬ããžã°ã©ãã䜿çšããŠãæ£è ããŒã¿ãå»åŠç ç©¶ã®èª¿æ»çµæãããã³è¬ç©çžäºäœçšã衚çŸã§ããŸããããã«ãããããæ£ç¢ºãªèšºæãããŒãœãã©ã€ãºãããæ²»çèšç»ãããã³å éãããæ°è¬çºèŠãå¯èœã«ãªããŸããåå®å šæ§ã¯ãçåœãè ãããšã©ãŒãåé¿ããããã«äžå¯æ¬ ã§ãããããã°ããŒãã«ãªåœ±é¿ãšèããŠãã ãããç±³åœããã€ã³ããŸã§ãæšæºåããããã¬ããžã°ã©ãã¯ããã¹ãŠã®äººã«ãšã£ãŠããè¯ãå»çææãä¿é²ã§ããŸãã
- äŸïŒèšºæïŒäŸïŒICD-10ã³ãŒãïŒãæè¬ãããã³æ€æ»çµæã«é¢ããåå¶çŽã䜿çšããŠæ£è ã®ç æŽã衚çŸããäžè²«æ§ã確ä¿ããæè¬ãšã©ãŒãé²ããŸãã
2. éèãµãŒãã¹
éèæ©é¢ã¯ãäžæ£æ€åºããªã¹ã¯ç®¡çãããã³èŠå¶éµå®ã®ããã«åå®å šãªãã¬ããžã°ã©ããå©çšããŠããŸãããããã®ã°ã©ãã¯ãéèååŒã顧客é¢ä¿ãããã³åžå ŽããŒã¿ã衚ããŸããåå®å šæ§ã¯ãéèã¢ããªã³ã°ããªã¹ã¯è©äŸ¡ãããã³ã³ã³ãã©ã€ã¢ã³ã¹ã¬ããŒãã®ç²ŸåºŠãä¿èšŒããŸããããã¯åœå¢ãè¶ããŠç¿»èš³ãããŸãããã³ãã³ããæ±äº¬ãŸã§ãäžè²«æ§ãããæ£ç¢ºãªéèããŒã¿ãäžå¯æ¬ ã§ãã
- äŸïŒäžå¯©ãªæŽ»åãæ€åºããäžæ£è¡çºãé²ãããã«ãååŒéé¡ãé貚ãããã³æ¥ä»ã«é¢ããåå¶çŽã䜿çšããŠéèååŒãã¢ãã«åããŸãã
3. ãµãã©ã€ãã§ãŒã³ãããžã¡ã³ã
åå®å šãªãã¬ããžã°ã©ãã¯ããµãã©ã€ã€ãŒã補åãå Žæãããã³ããžã¹ãã£ã¯ã¹ããŒã¿ã衚ãããšã«ãã£ãŠããµãã©ã€ãã§ãŒã³ãæé©åããŸããããã«ãããããå¹ççãªåšåº«ç®¡çããã¬ãŒãµããªãã£ã®åäžãããã³ãµãã©ã€ãã§ãŒã³ã®æ··ä¹±ã®è»œæžãå¯èœã«ãªããŸããåå®å šæ§ã¯ãåšåº«ã¬ãã«ã補å远跡ãããã³åºè·æ å ±ã®ç²ŸåºŠãä¿èšŒããŸãããã®åœ±é¿ã¯ã°ããŒãã«ã«èŠãããŸããäžåœã®å·¥å Žãããã©ãžã«ã®æµéã»ã³ã¿ãŒãŸã§ãæ£ç¢ºã§ä¿¡é Œæ§ã®é«ããµãã©ã€ãã§ãŒã³ããŒã¿ãäžå¯æ¬ ã§ãã
- äŸïŒååã®ç§»åãç£èŠããé å»¶ãé²ãããã«ã補åèå¥åãåºè·æ¥ãããã³ç®çå°ã«é¢ããåå¶çŽã䜿çšããŠè£œåã®åºè·ã远跡ããŸãã
4. ãµã€ããŒã»ãã¥ãªãã£
ãµã€ããŒã»ãã¥ãªãã£ããŒã ã¯ããµã€ããŒè åšãç¹å®ããŠè»œæžããããã«åå®å šãªãã¬ããžã°ã©ããå©çšããŠããŸãããããã®ã°ã©ãã¯ããããã¯ãŒã¯ã€ã³ãã©ã¹ãã©ã¯ãã£ãã»ãã¥ãªãã£ã€ãã³ããããã³è åšã€ã³ããªãžã§ã³ã¹ããŒã¿ã衚ããŸããåå®å šæ§ã¯ãã»ãã¥ãªãã£åæãšè åšè©äŸ¡ã®ç²ŸåºŠãä¿èšŒããŸããããã¯äžççãªæžå¿µäºé ã§ããè åšã®äžè²«ããåæã¯ããã¹ãŠã®åœã§ããŒã¿ãä¿è·ããããã«äžå¯æ¬ ã§ãã
- äŸïŒã»ãã¥ãªãã£ã€ã³ã·ãã³ããæ€åºããŠå¯Ÿå¿ããããã«ãIPã¢ãã¬ã¹ãURLãããã³ã¿ã€ã ã¹ã¿ã³ãã«é¢ããåå¶çŽã䜿çšããŠãããã¯ãŒã¯ã€ãã³ããã¢ãã«åããŸãã
5. Eã³ããŒã¹
Eã³ããŒã¹ãã©ãããã©ãŒã ã¯ããã¬ããžã°ã©ãã䜿çšããŠã補åã®æšå¥šäºé ãæ¹åããæ€çŽ¢æ©èœã匷åãã顧客äœéšãããŒãœãã©ã€ãºããŸããåå®å šæ§ã¯ãä¿¡é Œæ§ã®é«ã補åã«ã¿ãã°ã顧客ãããã¡ã€ã«ãäœæãããã©ãããã©ãŒã å šäœã§äžè²«ããæ å ±ãä¿èšŒããã®ã«åœ¹ç«ã¡ãŸãã
- äŸïŒã°ããŒãã«ãªeã³ããŒã¹ãã©ãããã©ãŒã ã§ãã¿ã€ãã»ãŒããã¬ããžã°ã©ãã䜿çšããŠè£œåæ å ±ãæŽçããããã©ã³ããããäŸ¡æ ŒããããªãªãŒã¹æ¥ãã®ã¿ã€ãã§è£œåãåé¡ãã補åãªã¹ãã«æå¹ã§äžè²«ããããŒã¿ãããããšã確èªããããè¯å®çãªãŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ã«ã€ãªãããŸãã
6. æ¿åºããã³å ¬å ±éšé
äžçäžã®æ¿åºã¯ããã¬ããžã°ã©ããæŽ»çšããŠãå ¬å ±ãµãŒãã¹ãããŒã¿çžäºéçšæ§ã管çããåžæ°ãæ å ±ã«ã¢ã¯ã»ã¹ã§ããããã«ããŠããŸããåå®å šæ§ã¯å ¬å ±ããŒã¿ã®ç²ŸåºŠãé«ããããé©åãªæææ±ºå®ãšéææ§ãå¯èœã«ããŸããããŸããŸãªåœã®æ¿åºæ©é¢å šäœã§äžè²«ããããŒã¿ãå¿ èŠã«ãªãããšãæ€èšããŠãã ããã
- äŸïŒå»çãã€ã³ãã©ã¹ãã©ã¯ãã£ãããã³äººå£çµ±èšããŒã¿ã«é¢é£ããå ¬éããŒã¿ã»ããã管çããããã«ãã¿ã€ãã»ãŒããã¬ããžã°ã©ãã䜿çšããåœå®¶æ¿åºãåããŒã¿ã»ããã¯ãå ŽæïŒç·¯åºŠãçµåºŠïŒãæ¥ä»ïŒéå§æ¥ãçµäºæ¥ïŒãããã³æ°å€ïŒäººå£æ°ãã€ã³ãã©ã¹ãã©ã¯ãã£ã³ã¹ãïŒã«å¯ŸããŠæç¢ºã«å®çŸ©ãããã¿ã€ãã«æºæ ããŠãããããŒã¿ãæ£ç¢ºã§äžè²«æ§ããããä¿¡é Œæ§ã®é«ãåæãšæææ±ºå®ãå¯èœã«ããããšãä¿èšŒããŸãã
課é¡ãšèæ ®äºé
åå®å šãªãã¬ããžã°ã©ãã¯å€§ããªå©ç¹ããããããŸãããããã€ãã®èª²é¡ã«å¯ŸåŠããå¿ èŠããããŸãã
1. ãªã³ãããžãŒèšèšã®è€éã
å æ¬çã§æç¢ºã«å®çŸ©ããããªã³ãããžãŒãèšèšããããšã¯ãè€éã§æéããããããã»ã¹ã«ãªãå¯èœæ§ããããŸãããã¡ã€ã³ã®å°éç¥èãæ¢åã®æšæºã®çè§£ãããã³ããŒã¿é¢ä¿ãšå¶çŽã®æ éãªæ€èšãå¿ èŠã§ãããã¡ã€ã³ãè€éã«ãªãã°ãªãã»ã©ããªã³ãããžãŒã¯ãã粟巧ã«ãªãå¿ èŠããããŸãã
2. ããŒã¿ã®åã蟌ã¿ãšå€æ
å®çŸ©ãããã¹ããŒãã«é©åãããããã«ã倿§ãªãœãŒã¹ããããŒã¿ãåã蟌ã¿ã倿ããããšã¯å°é£ãªå ŽåããããŸããããŒã¿ã®ã¯ã¬ã³ãžã³ã°ãæšæºåãããã³èª¿æŽã¯äžå¯æ¬ ãªã¹ãããã§ããçµç¹ã¯ãããŒã¿çµ±åããã³ETLïŒæœåºã倿ãããŒãïŒããã»ã¹ã«æè³ããå¿ èŠãããå ŽåããããŸãã
3. ã¹ã±ãŒã©ããªãã£
ãã¬ããžã°ã©ãã®ãµã€ãºãšè€éããå¢ãã«ã€ããŠãã¹ã±ãŒã©ããªãã£ãšããã©ãŒãã³ã¹ã確ä¿ããããšã¯èŠæ±ãå³ãããªãå¯èœæ§ããããŸããé©åãªã°ã©ãããŒã¿ããŒã¹ãéžæããã¯ãšãªãæé©åããå¹ççãªããŒã¿ã€ã³ããã¯ã¹æŠç¥ãå®è£ ããã«ã¯ãæ éãªæ€èšãå¿ èŠã§ãã
4. ã¡ã³ããã³ã¹ãšé²å
ãã¬ããžã°ã©ããæéã®çµéãšãšãã«ç¶æããã³é²åãããã«ã¯ãç¶ç¶çãªåªåãå¿ èŠã§ããé²åãããã¡ã€ã³ç¥èãšããžãã¹èŠä»¶ãåæ ããããã«ããªã³ãããžãŒãšã¹ããŒããæŽæ°ããå¿ èŠãããå ŽåããããŸããçµç¹ã¯ãã¹ããŒãã®å€æŽã管çããããŒã¿ã®äžè²«æ§ã確ä¿ããããã®ããã»ã¹ã確ç«ããå¿ èŠããããŸãã
5. ã¹ãã«ã®ã£ãã
åå®å šãªãã¬ããžã°ã©ãã®æ§ç¯ãšä¿å®ã«ã¯ããªã³ãããžãŒèšèšãã°ã©ãããŒã¿ããŒã¹ãããŒã¿çµ±åãããã³ç¥è衚çŸãªã©ã®åéã«ãããå°éã¹ãã«ãå¿ èŠã§ãããããã®åéã«ã¯ã¹ãã«ã®ã£ãããååšããå¯èœæ§ããããçµç¹ã¯ãã¬ãŒãã³ã°ãšéçºã«æè³ããå¿ èŠãããå ŽåããããŸãã
æåã®ããã®ãã¹ããã©ã¯ãã£ã¹
åå®å šãªãã¬ããžã°ã©ãã®å©ç¹ãæå€§éã«æŽ»çšããã«ã¯ã次ã®ãã¹ããã©ã¯ãã£ã¹ãæ€èšããŠãã ããã
- å°ããå§ããŠå埩ããïŒã¢ãããŒããæ€èšŒãããªã³ãããžãŒãæ¹è¯ããããã«ããã€ããããããžã§ã¯ãããå§ããŸãã
- ãã¡ã€ã³å°éå®¶ãå·»ã蟌ãïŒãã¡ã€ã³å°éå®¶ãšååããŠãªã³ãããžãŒãèšèšãããã¡ã€ã³ç¥èãæ£ç¢ºã«åæ ããŠããããšã確èªããŸãã
- æ¢åã®æšæºã䜿çšããïŒè€éãã軜æžããçžäºéçšæ§ãä¿é²ããããã«ãå¯èœãªéãæ¢åã®ãªã³ãããžãŒãšæšæºã掻çšããŸãã
- ããŒã¿æ€èšŒã®èªååïŒããŒã¿å質ã確ä¿ããåå¶çŽã匷å¶ããããã«ãèªååãããããŒã¿æ€èšŒããã»ã¹ãå®è£ ããŸãã
- ããã©ãŒãã³ã¹ã®ç£èŠïŒãã¬ããžã°ã©ãã®ããã©ãŒãã³ã¹ã宿çã«ç£èŠããå¿ èŠã«å¿ããŠã¯ãšãªãšããŒã¿ã€ã³ããã¯ã¹ãæé©åããŸãã
- ãªã³ãããžãŒã®ããã¥ã¡ã³ãåïŒãªã³ãããžãŒã®ç®çãæ§é ãå¶çŽãªã©ããªã³ãããžãŒã®å®å šãªããã¥ã¡ã³ããç¶æããŸããããã¯çè§£ãšã¡ã³ããã³ã¹ã«åœ¹ç«ã¡ãŸãã
åãã¬ããžã°ã©ãã®æªæ¥
åå®å šãªãã¬ããžã°ã©ãã®åéã¯æ¥éã«é²åããŠãããçŸåšé²è¡äžã®ç ç©¶éçºã¯ã次ã®ãããªåéã«çŠç¹ãåœãŠãŠããŸãã
- ãªã³ãããžãŒã®èªåçæïŒããŒã¿ãœãŒã¹ãããªã³ãããžãŒã®çæãèªååããããã®ããŒã«ã®éçºã
- 説æå¯èœãªAIïŒæšè«ããã»ã¹ã«é¢ããæŽå¯ãæäŸããããã«ããã¬ããžã°ã©ãã説æå¯èœãªAIïŒXAIïŒãšçµ±åããŸãã
- ãã¬ããžã°ã©ãåã蟌ã¿ïŒç¥èçºèŠã匷åããããã«ãæ©æ¢°åŠç¿ææ³ãé©çšããŠãã¬ããžã°ã©ãããã¯ãã«ç©ºéã«åã蟌ã¿ãŸãã
- ãã§ãã¬ãŒã·ã§ã³ãã¬ããžã°ã©ãïŒç°ãªãçµç¹ãŸãã¯ããŒã¿ãœãŒã¹éã§è€æ°ã®ãã¬ããžã°ã©ãã®çµ±åãå¯èœã«ããŸãã
ãããã®é²æ©ãç¶ãã«ã€ããŠãåå®å šãªãã¬ããžã°ã©ãã¯ãè€éãªæ å ±ãã°ããŒãã«ã«æŽçãçè§£ãããã³æŽ»çšããããã®ãããã«åŒ·åã§çšéã®åºãããŒã«ã«ãªããŸãããããã®é²æ©ã®æœåšçãªåœ±é¿ã¯åºç¯å²ã«åã³ãæ¥çãå€é©ããäžçäžã®å€æ§ãªåéã§ã€ãããŒã·ã§ã³ãæšé²ããŸãã
çµè«ãšããŠãã»ãã³ãã£ãã¯ãããã¯ãŒã¯ãšå ç¢ãªåå®å šæ§ãçµã¿èŸŒãã é«åºŠãªåãã¬ããžã°ã©ãã¯ãããŒã¿ç®¡çãšç¥è衚çŸã«ããããã©ãã€ã ã·ããã衚ããŠããŸãããããã®ãã¯ãããžãŒãæ¡çšãããã¹ããã©ã¯ãã£ã¹ãéµå®ããããšã«ãããçµç¹ã¯ããŒã¿ã®æŽåæ§ãé«ããæææ±ºå®ãæ¹åããã€ãããŒã·ã§ã³ã®æ°ããå¯èœæ§ãè§£ãæŸã€ã€ã³ããªãžã§ã³ããªãã¬ããžã·ã¹ãã ãæ§ç¯ã§ããŸããåå®å šãªãã¬ããžã°ã©ãã®ã°ããŒãã«ãªåœ±é¿ã¯åŠå®ã§ãããããŒã¿é§ååã®æŽå¯ã®ããã«ãããä¿¡é Œæ§ãé«ããæ£ç¢ºã§ã匷åãªæªæ¥ãåµé ããŸãã