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From Classical to Topological Neural Networks Under Uncertainty

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์ €์ž

Sarah Harkins Dayton, Layal Bou Hamdan, Ioannis D. Schizas, David L. Boothe, Vasileios Maroulas

๐Ÿ’ก ๊ฐœ์š”

์ด ๋…ผ๋ฌธ์€ ๊ตฐ์‚ฌ ๋ถ„์•ผ์˜ ์ธ๊ณต์ง€๋Šฅ ์ž ์žฌ๋ ฅ์„ ๊ทน๋Œ€ํ™”ํ•˜๊ธฐ ์œ„ํ•ด ์ด๋ฏธ์ง€, ์‹œ๊ณ„์—ด, ๊ทธ๋ž˜ํ”„ ๋ฐ์ดํ„ฐ ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•œ ์‹ ๊ฒฝ๋ง, ์œ„์ƒ ๋ฐ์ดํ„ฐ ๋ถ„์„, ์œ„์ƒ ๋”ฅ๋Ÿฌ๋‹ ๊ธฐ๋ฒ• ๋ฐ ํ†ต๊ณ„์  ๋ฒ ์ด์ฆˆ ๋ฐฉ๋ฒ•๋ก ์„ ํƒ๊ตฌํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฏธ์ง€, ๋น„๋””์˜ค, ์˜ค๋””์˜ค, ์‹œ๊ณ„์—ด ์ธ์‹, ์‚ฌ๊ธฐ ํƒ์ง€, ๊ทธ๋ž˜ํ”„ ๋ฐ์ดํ„ฐ ๋งํฌ ์˜ˆ์ธก ๋“ฑ ์‹ค์งˆ์ ์ธ ์‘์šฉ ์‚ฌ๋ก€๋ฅผ ํ†ตํ•ด ์œ„์ƒ ๋ฐ ๋ถˆํ™•์‹ค์„ฑ ์ธ์‹ ๋ชจ๋ธ์ด ๋ชจ๋ธ์˜ ๊ฒฌ๊ณ ์„ฑ, ํ•ด์„ ๊ฐ€๋Šฅ์„ฑ ๋ฐ ์ผ๋ฐ˜ํ™” ์„ฑ๋Šฅ์„ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
์œ„์ƒ ๋ฐ์ดํ„ฐ ๋ถ„์„ ๋ฐ ๋ถˆํ™•์‹ค์„ฑ ์ธ์‹ ๊ธฐ๋ฒ•์„ ์‹ ๊ฒฝ๋ง์— ํ†ตํ•ฉํ•จ์œผ๋กœ์จ ๋ณต์žกํ•œ ๋ฐ์ดํ„ฐ์…‹์—์„œ์˜ ๋ชจ๋ธ ์„ฑ๋Šฅ ํ–ฅ์ƒ ๊ฐ€๋Šฅ์„ฑ์„ ์ œ์‹œํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋‹ค์–‘ํ•œ ๊ตฐ์‚ฌ ์‘์šฉ ๋ถ„์•ผ์—์„œ ์œ„์ƒ ๊ธฐ๋ฐ˜ ๋ชจ๋ธ์˜ ์‹ค์งˆ์ ์ธ ํšจ์šฉ์„ฑ์„ ์ž…์ฆํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๊ตฐ์‚ฌ ๋ถ„์•ผ์˜ ํŠน์„ฑ์ƒ ๋ฐ์ดํ„ฐ์˜ ๋ฏผ๊ฐ์„ฑ ๋ฐ ์ ‘๊ทผ์„ฑ ์ œ์•ฝ์œผ๋กœ ์ธํ•œ ๋ชจ๋ธ ํ›ˆ๋ จ ๋ฐ ๊ฒ€์ฆ์˜ ์–ด๋ ค์›€์ด ์กด์žฌํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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