--- id: EMOTION-AI-001 category: "10_Wiki/๐Ÿ’ก Topics/AI" confidence_score: 1.0 tags: [ai, affective-computing, emotional-ai, human-computer-interaction, sentiment-analysis] last_reinforced: 2026-04-26 --- # Emotional AI (์ •์„œ์  AI / ๊ฐ์„ฑ ์ปดํ“จํŒ…) ## ๐Ÿ“Œ ํ•œ ์ค„ ํ†ต์ฐฐ (The Karpathy Summary) > "๋ฐ์ดํ„ฐ ๋„ˆ๋จธ์˜ ๊ฐ์ •์„ ์ฝ๊ณ , ์ธ๊ฐ„๊ณผ ์ •์„œ์ ์œผ๋กœ ๊ต๊ฐํ•˜๋Š” ๋”ฐ๋œปํ•œ ์ง€๋Šฅ์„ ์„ค๊ณ„ํ•˜๋ผ" โ€” ์ธ๊ฐ„์˜ ํ‘œ์ •, ์Œ์„ฑ ํ†ค, ์ƒ์ฒด ์‹ ํ˜ธ ๋“ฑ์„ ๋ถ„์„ํ•˜์—ฌ ๊ฐ์ • ์ƒํƒœ๋ฅผ ์ธ์‹ํ•˜๊ณ , ์ด์— ์ ์ ˆํ•˜๊ฒŒ ๋ฐ˜์‘ํ•จ์œผ๋กœ์จ ์ธ๊ฐ„-์ปดํ“จํ„ฐ ์ƒํ˜ธ์ž‘์šฉ(HCI)์˜ ์งˆ์„ ๋†’์ด๋Š” ๊ธฐ์ˆ . ## ๐Ÿ“– ๊ตฌ์กฐํ™”๋œ ์ง€์‹ (Synthesized Content) - **์ถ”์ถœ๋œ ํŒจํ„ด:** ๋น„์ •ํ˜• ๋ฐ์ดํ„ฐ(๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ)๋กœ๋ถ€ํ„ฐ ์ •์„œ์  ํŠน์ง•์„ ์ถ”์ถœํ•˜์—ฌ ํ‘œ์ค€ ๊ฐ์ • ๋ชจ๋ธ(์˜ˆ: Ekman์˜ 6๋Œ€ ๊ฐ์ •)์— ๋งคํ•‘ํ•˜๊ณ , ๊ณต๊ฐ์ ์ธ ํ”ผ๋“œ๋ฐฑ์„ ์ƒ์„ฑํ•˜๋Š” ์ •์„œ ์ธ์ง€ ๋ฃจํ”„ ํŒจํ„ด. - **์ฃผ์š” ๊ธฐ์ˆ :** - **Facial Expression Recognition:** CNN ๋“ฑ์„ ํ†ตํ•ด ๋ฏธ์„ธํ•œ ์•ˆ๋ฉด ๊ทผ์œก ๋ณ€ํ™” ํฌ์ฐฉ. - **Sentiment Analysis:** ํ…์ŠคํŠธ์˜ ์–ด์กฐ์™€ ๋ฌธ๋งฅ์„ ํŒŒ์•…ํ•˜์—ฌ ๊ธ์ •/๋ถ€์ • ๋ฐ ๊ฐ์ • ๋†๋„ ๋ถ„์„. - **Prosody Analysis:** ๋ง์†Œ๋ฆฌ์˜ ์†๋„, ๋†’๋‚ฎ์ด, ๋–จ๋ฆผ ๋“ฑ์„ ํ†ตํ•ด ์‹ฌ๋ฆฌ ์ƒํƒœ ์ถ”๋ก . - **Affective Interaction:** ์‚ฌ์šฉ์ž์˜ ๊ฐ์ •์— ๋งž์ถฐ ๋Œ€ํ™” ํ†ค์ด๋‚˜ ์„œ๋น„์Šค ๋‚ด์šฉ์„ ์กฐ์ •. - **์‘์šฉ ๋ถ„์•ผ:** ์ •์‹  ๊ฑด๊ฐ• ์ƒ๋‹ด ์ฑ—๋ด‡, ๊ต์œก์šฉ ์—๋“€ํ…Œํฌ, ๊ณ ๊ฐ ์„œ๋น„์Šค ์ตœ์ ํ™”, ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒ ์•„ํŠธ. ## โš ๏ธ ๋ชจ์ˆœ ๋ฐ ์—…๋ฐ์ดํŠธ (Contradictions & RL Update) - **๊ณผ๊ฑฐ ๋ฐ์ดํ„ฐ์™€์˜ ์ถฉ๋Œ:** ๋…ผ๋ฆฌ์™€ ์—ฐ์‚ฐ ์ค‘์‹ฌ์˜ ์ฐจ๊ฐ€์šด ์ง€๋Šฅ์—์„œ, ๊ฐ์ •๊ณผ ๊ณต๊ฐ์„ ํฌํ•จํ•˜๋Š” ์ „์ธ์  ์ง€๋Šฅ์œผ๋กœ AI์˜ ์ •์˜๊ฐ€ ํ™•์žฅ๋จ. - **์ •์ฑ… ๋ณ€ํ™”:** Antigravity ํ”„๋กœ์ ํŠธ์˜ ํผ์Šค๋„ ๋น„์„œ ์—์ด์ „ํŠธ๋Š” ์‚ฌ์šฉ์ž์˜ ์งˆ๋ฌธ ์˜๋„๋ฟ๋งŒ ์•„๋‹ˆ๋ผ ๋ฌธ์žฅ์— ๋‹ด๊ธด '๋‹ค๊ธ‰ํ•จ'์ด๋‚˜ '์ขŒ์ ˆ๊ฐ'์„ ๊ฐ์ง€ํ•˜์—ฌ ๋‹ต๋ณ€์˜ ์šฐ์„ ์ˆœ์œ„์™€ ํ†ค์„ ์ž๋™์œผ๋กœ ์กฐ์ ˆํ•จ. ## ๐Ÿ”— ์ง€์‹ ์—ฐ๊ฒฐ (Graph) - [[Human-Computer-Interaction-HCI|Human-Computer-Interaction-HCI]], [[Multimodal-Learning|Multimodal-Learning]], NLP, Theory-of-Mind-ToM-in-AI - **Raw Source:** 10_Wiki/Topics/AI/Emotional-AI (Affective Computing).md