ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ ืžื™ืจ ื•ื•ืขืœืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืื™ืŸ ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื– - ื•ื•ืึธืก ื–ื™ื™ ื–ืขื ืขืŸ, ื•ื•ื• ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜ ืื•ืŸ ื•ื•ืึธืก ืึทืœื’ืขืจื™ื“ืึทืžื– ืขืงืกื™ืกื˜ื™ืจืŸ ืฆื• ื’ืขืคึฟื™ื ืขืŸ ื–ื™ื™.

ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืื™ืŸ ื“ืขื ืงืึธื ื˜ืขืงืกื˜ ืคื•ืŸ ืจื™ืœื™ื™ืฉืึทื ืึทืœ ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื–. ืฆื• ืœื™ื™ื’ืŸ ืขืก ื–ื™ื™ืขืจ ื‘ืขืขืจืขืš, ืื™ืŸ ืึทื–ืึท ื“ืึทื˜ืึทื‘ื™ื™ืกื™ื– ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ืื™ื– ืกื˜ืึธืจื“ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ื˜ื™ืฉืŸ. ื•ื•ื™ื™ึทื˜ืขืจ, ืžื™ืจ ื ื•ืฆืŸ ื“ืขืจื ืขื ื˜ืขืจื  ืงืึทื ืกืขืคึผืก ื•ื•ืึธืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ื™ื ื˜ืขืจื˜ืฉื™ื™ื ื“ื–ืฉืึทื‘ืึทืœ ืื™ืŸ ืฉื˜ืจืขื ื’ ืจื™ืœื™ื™ืฉืึทื ืึทืœ ื˜ืขืึธืจื™ืข: ืžื™ืจ ื•ื•ืขืœืŸ ืจื•ืคืŸ ื“ื™ ื˜ื™ืฉ ื–ื™ืš ืึท ื‘ืึทืฆื™ื•ื ื’, ื“ื™ ืฉืคืืœื˜ืŸ - ืึทื˜ืจื™ื‘ื™ื•ืฅ (ื–ื™ื™ืขืจ ื’ืึทื ื’ - ืึท ื‘ืึทืฆื™ื•ื ื’ ืกื˜ืฉืขืžืึท), ืื•ืŸ ื“ื™ ื’ืึทื ื’ ืคื•ืŸ ืจื•ื“ืขืจืŸ ื•ื•ืึทืœื•ืขืก ืื•ื™ืฃ ืึท ืกืึทื‘ืกืขื˜ ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ โ€” ื ื˜ืืคืขืœืข.

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืื™ืŸ ื“ื™ ื˜ื™ืฉ ืื•ื™ื‘ืŸ, (ื‘ืขื ืกืึธืŸ, ืž, ืž ืึธืจื’ืึทืŸ) ืื™ื– ืึท ืคึผืœืึทืฅ ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ (ืคึผืึทืฆื™ืขื ื˜, ืคืื•ืœื•ืก, ื“ืึธืงื˜ืขืจ).
ืžืขืจ ืคืึธืจืžืึทืœ, ื“ืึธืก ืื™ื– ื’ืขืฉืจื™ื‘ืŸ ื•ื•ื™ ื’ื™ื™ื˜: ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[ืคึผืึทืฆื™ืขื ื˜, ื“ื–ืฉืขื ื“ืขืจ, ื“ืึธืงื˜ืขืจ] = (ื‘ืขื ืกืึธืŸ, ืž, ืž ืึธืจื’ืึทืŸ).
ืื™ืฆื˜ ืžื™ืจ ืงืขื ืขืŸ ื‘ืึทืงืขื ืขืŸ ื“ืขื ื‘ืึทื’ืจื™ืฃ ืคื•ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ (FD):

ื“ืขืคึฟื™ื ื™ืฆื™ืข 1. ื“ื™ ื‘ืึทืฆื™ื•ื ื’ R ื‘ืึทืคืจื™ื“ื™ืงื˜ ื“ื™ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฅ X โ†’ Y (ื•ื•ืื• X, Y โŠ† R) ืื•ื™ื‘ ืื•ืŸ ื‘ืœื•ื™ื– ืื•ื™ื‘ ืคึฟืึทืจ ืงื™ื™ืŸ ื˜ื•ืคึผืœืขืก ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–, ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื– โˆˆ ืจ ื”ืืœื˜: ืื•ื™ื‘ ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[X] = ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[X], ื“ืขืจื™ื‘ืขืจ ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[ื™] = ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[ื™]. ืื™ืŸ ื“ืขื ืคืึทืœ, ืžื™ืจ ื–ืึธื’ืŸ ืึทื– X (ื“ื™ ื“ื™ื˜ืขืจืžืึทื ืึทื ื˜, ืึธื“ืขืจ ื“ื™ืคื™ื™ื ื™ื ื’ ื’ืึทื ื’ ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ) ืคืึทื ื’ืงืฉืึทื ืึทืœื™ ื“ื™ื˜ืขืจืžืึทื ื– ื™ (ื“ื™ ืึธืคืขื ื’ื™ืง ืฉื˜ืขืœืŸ).

ืื™ืŸ ืื ื“ืขืจืข ื•ื•ืขืจื˜ืขืจ, ื“ื™ ื‘ื™ื™ึทื–ื™ื™ึทืŸ ืคื•ืŸ ืึท ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฅ X โ†’ ื™ ืžื™ื˜ืœ ืึทื– ืื•ื™ื‘ ืžื™ืจ ื”ืึธื‘ืŸ ืฆื•ื•ื™ื™ ื˜ื•ืคึผืœืขืก ืื™ืŸ R ืื•ืŸ ื–ื™ื™ ื’ืœื™ื™ึทื›ืŸ ืื™ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ X, ื“ืขืžืึธืœื˜ ื–ื™ื™ ื•ื•ืขืœืŸ ืฆื•ื ื•ื™ืคืคืึทืœืŸ ืื™ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ Y.
ืื•ืŸ ืื™ืฆื˜, ืื™ืŸ ืกื“ืจ. ื–ืืœ ืก ืงื•ืง ื‘ื™ื™ึท ื“ื™ ืึทื˜ืจื™ื‘ื™ื•ืฅ ืคืืฆื™ืขื ื˜ ะธ ืคืื•ืœื•ืก ืคึฟืึทืจ ื•ื•ืึธืก ืžื™ืจ ื•ื•ื™ืœืŸ ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืื•ื™ืก ืฆื™ ืขืก ื–ืขื ืขืŸ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืฆื•ื•ื™ืฉืŸ ื–ื™ื™ ืึธื“ืขืจ ื ื™ืฉื˜. ืคึฟืึทืจ ืึทื–ืึท ืึท ื’ืึทื ื’ ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ, ื“ื™ ืคืืœื’ืขื ื“ืข ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืงืขืŸ ืขืงืกื™ืกื˜ื™ืจืŸ:

  1. ืคึผืึทืฆื™ืขื ื˜ โ†’ ื“ื–ืฉืขื ื“ืขืจ
  2. ื“ื–ืฉืขื ื“ืขืจ โ†’ ืคึผืึทืฆื™ืขื ื˜

ื•ื•ื™ ื“ื™ืคื™ื™ื ื“ ืื•ื™ื‘ืŸ, ืื™ืŸ ืกื“ืจ ืคึฟืึทืจ ื“ืขืจ ืขืจืฉื˜ืขืจ ื“ืขืคึผืขื ื“ืขื ืกื™ ืฆื• ื”ืึทืœื˜ืŸ, ื™ืขื“ืขืจ ื™ื™ื ืฆื™ืง ื–ื™ื™ึทืœ ื•ื•ืขืจื˜ ืคืืฆื™ืขื ื˜ ื‘ืœื•ื™ื– ืื™ื™ืŸ ื–ื™ื™ึทืœ ื•ื•ืขืจื˜ ืžื•ื–ืŸ ื’ืœื™ื™ึทื›ืŸ ืคืื•ืœื•ืก. ืื•ืŸ ืคึฟืึทืจ ื“ื™ ื‘ื™ื™ึทืฉืคึผื™ืœ ื˜ื™ืฉ ื“ืึธืก ืื™ื– ื˜ืึทืงืข ื“ืขืจ ืคืึทืœ. ืึธื‘ืขืจ, ื“ืึธืก ื˜ื•ื˜ ื ื™ืฉื˜ ืึทืจื‘ืขื˜ืŸ ืื™ืŸ ื“ื™ ืคืึทืจืงืขืจื˜ ืจื™ื›ื˜ื•ื ื’, ื“ืึธืก ืื™ื–, ื“ื™ ืฆื•ื•ื™ื™ื˜ืข ื“ืขืคึผืขื ื“ืขื ืกื™ ืื™ื– ื ื™ืฉื˜ ืฆื•ืคึฟืจื™ื“ืŸ, ืื•ืŸ ื“ื™ ืึทื˜ืจื™ื‘ื™ื•ื˜ ืคืื•ืœื•ืก ืื™ื– ื ื™ืฉื˜ ืึท ื“ื™ื˜ืขืจืžืึทื ืึทื ื˜ ืคึฟืึทืจ ืคืืฆื™ืขื ื˜. ืกื™ืžื™ืœืึทืจืœื™, ืื•ื™ื‘ ืžื™ืจ ื ืขืžืขืŸ ื“ื™ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ื“ืึธืงื˜ืขืจ โ†’ ืคึผืึทืฆื™ืขื ื˜, ืื™ืจ ืงืขื ืขืŸ ื–ืขืŸ ืึทื– ืขืก ืื™ื– ื•ื•ื™ื™ืึทืœื™ื™ื˜ื™ื“, ื–ื™ื ื˜ ื“ื™ ื•ื•ืขืจื˜ ืจื•ื™ื˜ื”ืขืœื“ื–ืœ ื“ืขื ืึทื˜ืจื™ื‘ื™ื•ื˜ ื”ืื˜ ืขื˜ืœืขื›ืข ืคืึทืจืฉื™ื“ืขื ืข ืžื™ื ื™ื ื’ื– - ืขืœื™ืก ืื•ืŸ ื’ืจืึทื.

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื–ื•ื™, ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืžืึทื›ืŸ ืขืก ืžืขื’ืœืขืš ืฆื• ื‘ืึทืฉื˜ื™ืžืขืŸ ื“ื™ ื™ื’ื–ื™ืกื˜ื™ื ื’ ื‘ืืฆื™ื•ื ื’ืขืŸ ืฆื•ื•ื™ืฉืŸ ืฉื˜ืขืœื˜ ืคื•ืŸ ื˜ื™ืฉ ืึทื˜ืจืึทื‘ื™ื•ืฅ. ืคื•ืŸ ื“ืื ืขืŸ ืื•ืŸ ื•ื•ื™ื™ื˜ืขืจ ื•ื•ืขืœืŸ ืžื™ืจ ื‘ืื˜ืจืื›ื˜ืŸ ื“ื™ ืื™ื ื˜ืขืจืขืกืื ื˜ืกื˜ืข ืคืืจื‘ื™ื ื“ื•ื ื’ืขืŸ, ืื“ืขืจ ื’ืืจ ืื–ืขืœื›ืข X โ†’ ื™ื•ื•ืึธืก ื–ื™ื™ ื–ืขื ืขืŸ:

  • ื ื™ื˜-ื˜ืจื™ื•ื•ื™ืึทืœ, ื“ืึธืก ืื™ื–, ื“ื™ ืจืขื›ื˜ ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ืื™ื– ื ื™ืฉื˜ ืึท ืกืึทื‘ืกืขื˜ ืคื•ืŸ ื“ื™ ืœื™ื ืงืก (ื™ ฬธโŠ† X);
  • ืžื™ื ื™ืžืึทืœ, ื“ืึธืก ืื™ื–, ืขืก ืื™ื– ื ื™ื˜ ืึทื–ืึท ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ื– โ†’ ื™ืึทื– ื– โŠ‚ X.

ื“ื™ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ื•ื•ืึธืก ื–ืขื ืขืŸ ืงืึทื ืกื™ื“ืขืจื“ ื‘ื™ื– ื“ืขื ืคื•ื ื˜ ื–ืขื ืขืŸ ืฉื˜ืจืขื ื’, ื“ืึธืก ืื™ื–, ื–ื™ื™ ื”ืึธื‘ืŸ ื ื™ืฉื˜ ืฆื•ื’ืขืฉื˜ืขืœื˜ ืงื™ื™ืŸ ื•ื•ื™ื™ืึทืœื™ื™ืฉืึทื ื– ืื•ื™ืฃ ื“ื™ ื˜ื™ืฉ, ืึธื‘ืขืจ ืื™ืŸ ืึทื“ื™ืฉืึทืŸ ืฆื• ื–ื™ื™, ืขืก ื–ืขื ืขืŸ ืื•ื™ืš ื“ื™ ื•ื•ืึธืก ืœืึธื–ืŸ ืขื˜ืœืขื›ืข ื™ื ืงืึทื ืกื™ืกื˜ืึทื ืก ืฆื•ื•ื™ืฉืŸ ื“ื™ ื•ื•ืึทืœื•ืขืก ืคื•ืŸ ื“ื™ ื˜ื•ืคึผืœืขืก. ืื–ืขืœื›ืข ืืคื”ืขื ื’ื™ืงื™ื™ื˜ืŸ ื•ื•ืขืจืŸ ื’ืขืฉื˜ืขืœื˜ ืื™ืŸ ื ื‘ืื–ื•ื ื“ืขืจืข ืงืœืืก, ื•ื•ืขืœื›ืข ื•ื•ืขืจื˜ ืื ื’ืขืจื•ืคืŸ ื“ืขืจื ืขื ื˜ืขืจื , ืื•ืŸ ืžืขืŸ ืœืื–ื˜ ืคืืจืœืขืฆืŸ ืคืืจ ื ื’ืขื•ื•ื™ืกืข ืฆืืœ ื˜ื•ืคืœ. ื“ื™ ืกื•ืžืข ืื™ื– ืจืขื’ื™ืึทืœื™ื™ื˜ืึทื“ ื“ื•ืจืš ื“ื™ ืžืึทืงืกื™ืžื•ื ื˜ืขื•ืช ื’ืจืื“ืŸ ืขืžืึทืงืก. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื“ื™ ื˜ืขื•ืช ืงื•ืจืก ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื– = 0.01 ืงืขืŸ ืžื™ื™ื ืขืŸ ืึทื– ื“ื™ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื•ื•ื™ื™ืึทืœื™ื™ื˜ื™ื“ ื“ื•ืจืš 1% ืคื•ืŸ ื“ื™ ื‘ื ื™ืžืฆื ื˜ื•ืคึผืœืขืก ืื•ื™ืฃ ื“ื™ ืงืึทื ืกื™ื“ืขืจื“ ื’ืึทื ื’ ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ. ืึทื– ืื™ื–, ืคึฟืึทืจ 1000 ืจืขืงืึธืจื“ืก, ืึท ืžืึทืงืกื™ืžื•ื ืคื•ืŸ 10 ื˜ื•ืคึผืœืขืก ืงืขื ืขืŸ ืึธื ืจื™ืจืŸ ื“ื™ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฅ. ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ืึท ื‘ื™ืกืœ ืึทื ื“ืขืจืฉ ืžืขื˜ืจื™ืง, ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืคึผืขืจื•ื•ื™ื™ื– ืคืึทืจืฉื™ื“ืขื ืข ื•ื•ืึทืœื•ืขืก ืคื•ืŸ ื“ื™ ื˜ื•ืคึผืœืขืก ื•ื•ืึธืก ื–ืขื ืขืŸ ืงืึทืžืคึผืขืจื“. ืคึฟืึทืจ ืึทื“ื™ืงืฉืึทืŸ X โ†’ ื™ ืื•ื™ืฃ ืฉื˜ืขืœื•ื ื’ r ืขืก ืื™ื– ื‘ืื˜ืจืื›ื˜ ื•ื•ื™ ื“ืึธืก:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื–ืืœ ืก ืจืขื›ืขื ืขืŸ ื“ื™ ื˜ืขื•ืช ืคึฟืึทืจ ื“ืึธืงื˜ืขืจ โ†’ ืคึผืึทืฆื™ืขื ื˜ ืคื•ืŸ ื“ื™ ื‘ื™ื™ืฉืคึผื™ืœ ืื•ื™ื‘ืŸ. ืžื™ืจ ื”ืึธื‘ืŸ ืฆื•ื•ื™ื™ ื˜ื•ืคึผืœืขืก ื•ื•ืขืžืขื ืก ื•ื•ืึทืœื•ืขืก ื–ืขื ืขืŸ ืึทื ื“ืขืจืฉ ืื•ื™ืฃ ื“ื™ ืึทื˜ืจื™ื‘ื™ื•ื˜ ืคืืฆื™ืขื ื˜, ืึธื‘ืขืจ ืฆื•ื ื•ื™ืคืคืึทืœืŸ ืื•ื™ืฃ ื“ืึธืงื˜ืขืจ: ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[ื“ืึธืงื˜ืขืจ, ืคึผืึทืฆื™ืขื ื˜] = (ืจืึธื‘ื™ืŸ, ืขืœื™ืก) ืื•ืŸ ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–[ื“ืึธืงื˜ืขืจ, ืคึผืึทืฆื™ืขื ื˜] = (ืจืึธื‘ื™ืŸ, ื’ืจืึทื). ื ืึธืš ื“ื™ ื“ืขืคึฟื™ื ื™ืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืึท ื˜ืขื•ืช, ืžื™ืจ ืžื•ื–ืŸ ื ืขืžืขืŸ ืื™ืŸ ื—ืฉื‘ื•ืŸ ืึทืœืข ืงืึทื ืคืœื™ืงื˜ื™ื ื’ ืคึผืขืจื–, ื•ื•ืึธืก ืžื™ื˜ืœ ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืฆื•ื•ื™ื™ ืคื•ืŸ ื–ื™ื™: (ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–, ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–) ืื•ืŸ ื–ื™ื™ืŸ ืคืึทืจืงืขืจื˜ (ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–, ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–). ื–ืืœ ืก ืคืึทืจื‘ื™ื™ึทื˜ืŸ ืขืก ืื™ืŸ ื“ื™ ืคืึธืจืžื•ืœืข ืื•ืŸ ื‘ืึทืงื•ืžืขืŸ:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืฆื˜ ืœืึธืžื™ืจ ืคึผืจื•ื‘ื™ืจืŸ ืฆื• ืขื ื˜ืคึฟืขืจืŸ ื“ื™ ืงืฉื™ื: "ืคืืจื•ื•ืืก ืื™ื– ืขืก ืึทืœืข ืคึฟืึทืจ?" ืื™ืŸ ืคืึทืงื˜, ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ ื–ืขื ืขืŸ ืึทื ื“ืขืจืฉ. ื“ืขืจ ืขืจืฉื˜ืขืจ ื˜ื™ืคึผ ืื™ื– ื“ื™ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ื•ื•ืึธืก ื–ืขื ืขืŸ ื‘ืืฉืœืืกืŸ ื“ื•ืจืš ื“ื™ ืึทื“ืžื™ื ื™ืกื˜ืจืึทื˜ืึธืจ ืื™ืŸ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก ืคึผืœืึทืŸ ื‘ื™ื ืข. ื–ื™ื™ ื–ืขื ืขืŸ ื™ื•ื–ืฉืึทื•ื•ืึทืœื™ ื•ื•ื™ื™ื ื™ืง ืื™ืŸ ื ื•ืžืขืจ, ืฉื˜ืจืขื ื’, ืื•ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื™ื– ื“ืึทื˜ืŸ ื ืึธืจืžืึทืœื™ื–ื™ื™ืฉืึทืŸ ืื•ืŸ ืจื™ืœื™ื™ืฉืึทื ืึทืœ ืกื˜ืฉืขืžืึท ืคึผืœืึทืŸ.

ื“ื™ ืจื’ืข ื˜ื™ืคึผ ืื™ื– ื“ื™ืคึผืขื ื“ืึทื ืกื™ื–, ื•ื•ืึธืก ืคืึธืจืฉื˜ืขืœืŸ "ืคืึทืจื‘ืึธืจื’ืŸ" ื“ืึทื˜ืŸ ืื•ืŸ ื‘ื™ื– ืึทื”ืขืจ ืื•ืžื‘ืึทืงืึทื ื˜ ื‘ืืฆื™ื•ื ื’ืขืŸ ืฆื•ื•ื™ืฉืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ. ืึทื– ืื™ื–, ืึทื–ืึท ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ื–ืขื ืขืŸ ื ื™ืฉื˜ ื’ืขื“ืึทื ืง ื•ื•ืขื’ืŸ ืื™ืŸ ื“ืขืจ ืฆื™ื™ื˜ ืคื•ืŸ ืคึผืœืึทืŸ ืื•ืŸ ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขืคึฟื•ื ืขืŸ ืคึฟืึทืจ ื“ื™ ื™ื’ื–ื™ืกื˜ื™ื ื’ ื“ืึทื˜ืŸ ืฉื˜ืขืœืŸ, ืึทื–ื•ื™ ืึทื– ืฉืคึผืขื˜ืขืจ, ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ื™ ืคื™ืœืข ื™ื™ื“ืขื ืึทืคื™ื™ื“ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ, ืงื™ื™ืŸ ืงืึทื ืงืœื•ื–ืฉืึทื ื– ืงืขื ืขืŸ ื–ื™ื™ืŸ ืฆื™ืขืŸ ื•ื•ืขื’ืŸ ื“ื™ ืกื˜ืึธืจื“ ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข. ืขืก ืื™ื– ืคึผื•ื ืงื˜ ื“ื™ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ื•ื•ืึธืก ืžื™ืจ ืึทืจื‘ืขื˜ืŸ ืžื™ื˜. ื–ื™ื™ ื–ืขื ืขืŸ ื“ืขืœื˜ ืžื™ื˜ ืึท ื’ืึทื ืฅ ืคืขืœื“ ืคื•ืŸ ื“ืึทื˜ืŸ ืžื™ื™ื ื™ื ื’ ืžื™ื˜ ืคืึทืจืฉื™ื“ืŸ ื–ื•ื›ืŸ ื˜ืขืงื ื™ืงืก ืื•ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ื’ืขื‘ื•ื™ื˜ ืื•ื™ืฃ ื–ื™ื™ืขืจ ื™ืงืขืจ. ื–ืืœ ืก ืคื™ื’ื•ืจ ืื•ื™ืก ื•ื•ื™ ื“ื™ ื’ืขืคึฟื•ื ืขืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– (ืคึผื™ื ื˜ืœืขืš ืึธื“ืขืจ ื“ืขืจื ืขื ื˜ืขืจื  ื–ื™ืš) ืื™ืŸ ืงื™ื™ืŸ ื“ืึทื˜ืŸ ืงืขื ืขืŸ ื–ื™ื™ืŸ ื ื•ืฆื™ืง.

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื”ื™ื™ึทื ื˜, ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ืึทืคึผืœืึทืงื™ื™ืฉืึทื ื– ืคื•ืŸ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืื™ื– ื“ืึทื˜ืŸ ืจื™ื™ื ื™ืงื•ื ื’. ืขืก ื™ื ื•ื•ืึทืœื•ื•ื– ื“ืขื•ื•ืขืœืึธืคึผื™ื ื’ ืคึผืจืึทืกืขืกืึทื– ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ "ื’ืจืึธื‘ ื“ืึทื˜ืŸ" ืื•ืŸ ื“ืขืจื ืึธืš ืงืขืจืขืงื˜ื™ื ื’ ืขืก. ื‘ืึทื•ื•ื•ืกื˜ ื‘ื™ื™ืฉืคื™ืœืŸ ืคื•ืŸ "ื’ืจืึธื‘ ื“ืึทื˜ืŸ" ื–ืขื ืขืŸ ื“ื•ืคึผืœื™ืงืึทื˜ืŸ, ื“ืึทื˜ืŸ ืขืจืจืึธืจืก ืึธื“ืขืจ ื˜ื™ืคึผืึธืก, ืคืขืœื ื“ื™ืง ื•ื•ืึทืœื•ืขืก, ืึทื•ื˜ื“ื™ื™ื˜ื™ื“ ื“ืึทื˜ืŸ, ืขืงืกื˜ืจืข ืกืคึผื™ื™ืกืึทื–, ืื•ืŸ ื“ื™ ื•ื•ื™.

ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ืึท ื“ืึทื˜ืŸ ื˜ืขื•ืช:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ื“ื•ืคึผืœื™ืงืึทื˜ืŸ ืื™ืŸ ื“ืึทื˜ืŸ:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืžื™ืจ ื”ืึธื‘ืŸ ืึท ื˜ื™ืฉ ืื•ืŸ ืึท ื’ืึทื ื’ ืคื•ืŸ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ ื•ื•ืึธืก ืžื•ื–ืŸ ื–ื™ื™ืŸ ืขืงืกืึทืงื™ื•ื˜ืึทื“. ื“ืึทื˜ืŸ ืจื™ื™ื ื™ืงื•ื ื’ ืื™ืŸ ื“ืขื ืคืึทืœ ื™ื ื•ื•ืึทืœื•ื•ื– ื˜ืฉืึทื ื’ื™ื ื’ ื“ื™ ื“ืึทื˜ืŸ ืึทื–ื•ื™ ืึทื– ื“ื™ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ ื•ื•ืขืจืŸ ืจื™ื›ื˜ื™ืง. ืื™ืŸ ื“ืขื ืคืึทืœ, ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืžืึธื“ื™ืคื™ืงืึทื˜ื™ืึธื ืก ื–ืึธืœ ื–ื™ื™ืŸ ืžื™ื ื™ืžืึทืœ (ื“ืขื ืคึผืจืึธืฆืขื“ื•ืจ ื”ืื˜ ื–ื™ื™ึทืŸ ืื™ื™ื’ืขื ืข ืึทืœื’ืขืจื™ื“ืึทืžื–, ื•ื•ืึธืก ืžื™ืจ ื•ื•ืขืœืŸ ื ื™ืฉื˜ ืคืึธืงื•ืก ืื•ื™ืฃ ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ). ื•ื ื˜ืขืจ ืื™ื– ืึท ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ืึทื–ืึท ืึท ื“ืึทื˜ืŸ ื˜ืจืึทื ืกืคืึธืจืžืึทืฆื™ืข. ืื•ื™ืฃ ื“ื™ ืœื™ื ืงืก ืื™ื– ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืฉื™ื™ื›ื•ืช, ืื™ืŸ ื•ื•ืึธืก, ื“ืึธืš, ื“ื™ ื ื™ื™ื˜ื™ืง ืคืœืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ื‘ืื’ืขื’ื ื˜ (ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ืึท ื”ื™ืœืขืœ ืคื•ืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืคืœืก ืื™ื– ื›ื™ื™ืœื™ื™ื˜ื™ื“ ืื™ืŸ ืจื•ื™ื˜). ืื•ื™ืฃ ื“ื™ ืจืขื›ื˜ ืื™ื– ื“ื™ ื“ืขืจื”ื™ื™ึทื ื˜ื™ืงื˜ ืฉื™ื™ื›ื•ืช, ืžื™ื˜ ื“ื™ ื’ืจื™ืŸ ืกืขืœื– ื•ื•ื™ื™ึทื–ืŸ ื“ื™ ื’ืขื‘ื™ื˜ืŸ ื•ื•ืึทืœื•ืขืก. ื ื ืš ื“ืข ืจ ื“ืื–ื™ืงืข ืจ ืคืจืืฆืขื“ื•ืจ , ื”ื ื˜ ืžืข ืŸ ืื ื’ืขื”ื•ื™ื‘ ืŸ ืื•ื ื˜ืขืจื”ืืœื˜ ืŸ ื“ ื™ ื ื•ื™ื˜ื™ืง ืข ืืคื”ืขื ื’ื™ืงื™ื™ื˜ืŸ .

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืืŸ ืื ื“ืขืจ ืคืึธืœืงืก ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื™ื– ื“ืึทื˜ืึทื‘ื™ื™ืก ืคึผืœืึทืŸ. ื“ืึธ ืขืก ืื™ื– ื•ื•ืขืจื˜ ืจื™ืงืึธืœื™ื ื’ ื ืึธืจืžืึทืœ ืคืืจืžืขืŸ ืื•ืŸ ื ืึธืจืžืึทืœื™ื–ื™ื™ืฉืึทืŸ. ื ืึธืจืžืึทืœื™ื–ื™ื™ืฉืึทืŸ ืื™ื– ื“ืขืจ ืคึผืจืึธืฆืขืก ืคื•ืŸ ื‘ืจืขื ื’ืขืŸ ืึท ื‘ืึทืฆื™ื•ื ื’ ืื™ืŸ ืงืึทื ืคืึธืจืžืึทื˜ื™ ืžื™ื˜ ืึท ื–ื™ื›ืขืจ ื’ืึทื ื’ ืคื•ืŸ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ, ื™ืขื“ืขืจ ืคื•ืŸ ื•ื•ืึธืก ืื™ื– ื“ื™ืคื™ื™ื ื“ ื“ื•ืจืš ื“ื™ ื ืึธืจืžืึทืœ ืคืึธืจืขื ืื™ืŸ ื–ื™ื™ึทืŸ ืื™ื™ื’ืŸ ื•ื•ืขื’. ืžื™ืจ ื•ื•ืขืœืŸ ื ื™ืฉื˜ ื‘ืึทืฉืจื™ื™ึทื‘ืŸ ื“ื™ ื‘ืื“ืขืจืคืขื ื™ืฉืŸ ืคื•ืŸ ืคืึทืจืฉื™ื“ืŸ ื ืึธืจืžืึทืœ ืคืืจืžืขืŸ (ื“ืึธืก ืื™ื– ื’ืขื˜ืืŸ ืื™ืŸ ืงื™ื™ืŸ ื‘ื•ืš ืื•ื™ืฃ ืึท ื“ืึทื˜ืึทื‘ืึทืกืข ืงื•ืจืก ืคึฟืึทืจ ื‘ื™ื’ื™ื ืขืจื–), ืึธื‘ืขืจ ืžื™ืจ ื•ื•ืขืœืŸ ื ืึธืจ ื˜ืึธืŸ ืึทื– ื™ืขื“ืขืจ ืคื•ืŸ ื–ื™ื™ ื ื™ืฆื˜ ื“ืขื ื‘ืึทื’ืจื™ืฃ ืคื•ืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืื™ืŸ ื–ื™ื™ึทืŸ ืื™ื™ื’ืŸ ื•ื•ืขื’. ื ืึธืš ืึทืœืข, FLs ื–ืขื ืขืŸ ื™ื ื›ืขืจืึทื ื˜ืœื™ ืึธืจื ื˜ืœืขื›ืงื™ื™ึทื˜ ืงืึทื ืกื˜ืจื™ื™ื ืฅ ื•ื•ืึธืก ื–ืขื ืขืŸ ื’ืขื ื•ืžืขืŸ ืื™ืŸ ื—ืฉื‘ื•ืŸ ื•ื•ืขืŸ ื“ื™ื–ื™ื™ื ื™ื ื’ ืึท ื“ืึทื˜ืึทื‘ื™ื™ืก (ืื™ืŸ ื“ืขื ืงืึธื ื˜ืขืงืกื˜ ืคื•ืŸ ื“ืขื ืึทืจื‘ืขื˜, FLs ื–ืขื ืขืŸ ืžืืœ ื’ืขืจื•ืคืŸ ืกื•ืคึผืขืจืงื™ื™ืก).

ื–ืืœ ืก ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื–ื™ื™ืขืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืคึฟืึทืจ ื“ื™ ืคื™ืจ ื ืึธืจืžืึทืœ ืคืืจืžืขืŸ ืื™ืŸ ื“ื™ ื‘ื™ืœื“ ืื•ื ื˜ืŸ. ืฆื•ืจื™ืงืจื•ืคืŸ ืึทื– Boyce-Codd ื ืึธืจืžืึทืœ ืคืึธืจืขื ืื™ื– ืžืขืจ ืฉื˜ืจืขื ื’ ื•ื•ื™ ื“ื™ ื“ืจื™ื˜ ืคืึธืจืขื, ืึธื‘ืขืจ ื•ื•ื™ื™ื ื™ืงืขืจ ืฉื˜ืจืขื ื’ ื•ื•ื™ ื“ืขืจ ืคืขืจื˜. ืžื™ืจ ื–ืขื ืขืŸ ื ื™ืฉื˜ ืงืึทื ืกื™ื“ืขืจื™ื ื’ ื“ื™ ื™ืขื ืขืจ ืคึฟืึทืจ ืื™ืฆื˜, ื•ื•ื™ื™ึทืœ ื–ื™ื™ึทืŸ ืคืึธืจืžืึทืœื™ื™ืฉืึทืŸ ืจื™ืงื•ื•ื™ื™ืขืจื– ืึท ืคืืจืฉื˜ืื ื“ ืคื•ืŸ ืžืึทืœื˜ื™-ื•ื•ืึทืœื™ื•ื“ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื–, ื•ื•ืึธืก ื–ืขื ืขืŸ ื ื™ืฉื˜ ื˜ืฉื™ืงืึทื•ื•ืข ืฆื• ืื•ื ื“ื– ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ.

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืืŸ ืื ื“ืขืจ ื’ืขื’ื ื˜ ืื™ืŸ ื•ื•ืึธืก ื“ื™ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ื”ืึธื‘ืŸ ื’ืขืคึฟื•ื ืขืŸ ื–ื™ื™ืขืจ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื™ื– ืจื™ื“ื•ืกื™ื ื’ ื“ื™ ื“ื™ืžืขื ืฉืึทื ืึทืœื™ื˜ื™ ืคื•ืŸ ื“ื™ ืฉื˜ืจื™ืš ืคึผืœืึทืฅ ืื™ืŸ ื˜ืึทืกืงืก ืึทื–ืึท ื•ื•ื™ ื‘ื•ื™ืขืŸ ืึท ื ืึทื™ื•ื• Bayes ืงืœืึทืกืกื™ืคื™ืขืจ, ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง ืคึฟืขื™ึดืงื™ื™ื˜ืŸ ืื•ืŸ ืจืขืคึผืึทืจืขืžืึทื˜ื™ื–ื™ืจืŸ ืึท ืจืึทื’ืจืขืฉืึทืŸ ืžืึธื“ืขืœ. ืื™ืŸ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืึทืจื˜ื™ืงืœืขืŸ, ื“ืขื ืึทืจื‘ืขื˜ ืื™ื– ื’ืขืจื•ืคืŸ ื“ื™ ืคืขืกื˜ืงื™ื™ึทื˜ ืคื•ืŸ ื™ื‘ืขืจื™ืง ืื•ืŸ ืฉื˜ืจื™ืš ืจื™ืœืึทื•ื•ืึทื ืก [5, 6], ืื•ืŸ ืขืก ืื™ื– ืกืึทืœื•ื•ื“ ืžื™ื˜ ื“ื™ ืึทืงื˜ื™ื•ื• ื ื•ืฆืŸ ืคื•ืŸ ื“ืึทื˜ืึทื‘ื™ื™ืก ืงืึทื ืกืขืคึผืก. ืžื™ื˜ ื“ื™ ืึทื“ื•ื•ืขื ื˜ ืคื•ืŸ ืึทื–ืึท ื•ื•ืขืจืง, ืžื™ืจ ืงืขื ืขืŸ ื–ืึธื’ืŸ ืึทื– ื”ื™ื™ึทื ื˜ ืขืก ืื™ื– ืึท ืคืึธื“ืขืจื•ื ื’ ืคึฟืึทืจ ืกืึทืœื•ืฉืึทื ื– ื•ื•ืึธืก ืœืึธื–ืŸ ืื•ื ื“ื– ืฆื• ืคืึทืจื‘ื™ื ื“ืŸ ื“ื™ ื“ืึทื˜ืึทื‘ื™ื™ืก, ืึทื ืึทืœื™ื˜ื™ืงืก ืื•ืŸ ื™ืžืคึผืœืึทืžืขื ื˜ื™ื™ืฉืึทืŸ ืคื•ืŸ ื“ื™ ืื•ื™ื‘ืŸ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ ืคึผืจืึธื‘ืœืขืžืก ืื™ืŸ ืื™ื™ืŸ ื’ืขืฆื™ื™ึทื’ [7, 8, 9].

ืขืก ื–ืขื ืขืŸ ืคืืจืืŸ ืืกืืš ืืœื’ืืจื™ื˜ืžืขืก (ืื™ื™ ืžืื“ืขืจื ืข ืื•ืŸ ืกื™ื™ ื ื™ืฉื˜ ืื–ื•ื™ ืžืื“ืขืจื ืข) ืฆื• ื–ื•ื›ืŸ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ ืื™ืŸ ื ื“ืื˜ื-ืกืขื˜, ืื–ืขืœื›ืข ืืœื’ืืจื™ื˜ืžืขืŸ ืงืขื ืขืŸ ื•ื•ืขืจืŸ ืฆืขื˜ื™ื™ืœื˜ ืื™ืŸ ื“ืจื™ื™ ื’ืจื•ืคืขืก:

  • ืึทืœื’ืขืจื™ื“ืึทืžื– ื ื™ืฆืŸ ื˜ืจืึทื•ื•ืขืจืกืึทืœ ืคื•ืŸ ืึทืœื’ืขื‘ืจืึทื™ืง ืœืึทื˜ืึทืกืึทื– (ืœืึทื˜ืึทืก ื˜ืจืึทื•ื•ืขืจืกืึทืœ ืึทืœื’ืขืจื™ื“ืึทืžื–)
  • ืึทืœื’ืขืจื™ื“ืึทืžื– ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ื“ืขืจ ื–ื•ื›ืŸ ืคึฟืึทืจ ืžืกื›ื™ื ื•ื•ืึทืœื•ืขืก (ื“ื™ืคืคืขืจืขื ืกืข ืื•ืŸ ืฉื˜ื™ืžืขืŸ-ืฉื˜ืขืœืŸ ืึทืœื’ืขืจื™ื“ืึทืžื–)
  • ืึทืœื’ืขืจื™ื“ืึทืžื– ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืคึผืึธืจื•ื•ื™ื™ื– ืงืึทืžืคึผืขืจืึทืกืึทื ื– (ื“ืขืคึผืขื ื“ืขื ืกื™ ื™ื ื“ืึทืงืฉืึทืŸ ืึทืœื’ืขืจื™ื“ืึทืžื–)

ื ืงื•ืจืฅ ื‘ืึทืฉืจื™ื™ึทื‘ื•ื ื’ ืคื•ืŸ ื™ืขื“ืขืจ ื˜ื™ืคึผ ืคื•ืŸ ืึทืœื’ืขืจื™ื“ืึทื ืื™ื– ื“ืขืจืœืื ื’ื˜ ืื™ืŸ ื“ื™ ื˜ื™ืฉ ืื•ื ื˜ืŸ:
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืจ ืงืขื ื˜ ืœื™ื™ืขื ืขืŸ ืžืขืจ ื•ื•ืขื’ืŸ ื“ืขื ืงืœืึทืกืึทืคืึทืงื™ื™ืฉืึทืŸ [4]. ื•ื ื˜ืขืจ ื–ืขื ืขืŸ ื‘ื™ื™ืฉืคื™ืœืŸ ืคื•ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ื™ืขื“ืขืจ ื˜ื™ืคึผ:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื“ืขืจื•ื•ื™ื™ึทืœ, ื ื™ื™ึท ืึทืœื’ืขืจื™ื“ืึทืžื– ื–ืขื ืขืŸ ืึทืคึผื™ืจื™ื ื’ ื•ื•ืึธืก ืคืึทืจื‘ื™ื ื“ืŸ ืขื˜ืœืขื›ืข ืึทืคึผืจืึธื•ื˜ืฉื™ื– ืฆื• ื’ืขืคึฟื™ื ืขืŸ ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื–. ื‘ื™ื™ืฉืคื™ืœืŸ ืคื•ืŸ ืึทื–ืึท ืึทืœื’ืขืจื™ื“ืึทืžื– ื–ืขื ืขืŸ Pyro [2] ืื•ืŸ HyFD [3]. ืึทืŸ ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ ื–ื™ื™ืขืจ ืึทืจื‘ืขื˜ ืื™ื– ื“ืขืจื•ื•ืึทืจื˜ ืื™ืŸ ื“ื™ ืคืืœื’ืขื ื“ืข ืึทืจื˜ื™ืงืœืขืŸ ืคื•ืŸ ื“ืขื ืกืขืจื™ืข. ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ, ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืœื•ื™ื– ื•ื ื˜ืขืจื–ื•ื›ืŸ ื“ื™ ื™ืงืขืจื“ื™ืง ืงืึทื ืกืขืคึผืก ืื•ืŸ ืœืขืžืžืึท ื•ื•ืึธืก ื–ืขื ืขืŸ ื ื™ื™ื˜ื™ืง ืฆื• ืคึฟืึทืจืฉื˜ื™ื™ืŸ ื“ืขืคึผืขื ื“ืขื ืกื™ ื“ื™ื˜ืขืงืฉืึทืŸ ื˜ืขืงื ื™ืงืก.

ื–ืืœ ืก ืึธื ื”ื™ื™ื‘ืŸ ืžื™ื˜ ืึท ืคึผืฉื•ื˜ ืื™ื™ื ืขืจ - ื—ื™ืœื•ืง- ืื•ืŸ ืฉื˜ื™ืžืขืŸ-ืฉื˜ืขืœืŸ, ื’ืขื ื™ืฆื˜ ืื™ืŸ ื“ื™ ืจื’ืข ื˜ื™ืคึผ ืคื•ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื–. ื“ื™ืคืคืขืจืขื ืกืข-ืกืขื˜ ืื™ื– ืึท ื’ืึทื ื’ ืคื•ืŸ ื˜ื•ืคึผืœืขืก ื•ื•ืึธืก ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ื“ื™ ื–ืขืœื‘ืข ื•ื•ืึทืœื•ืขืก, ื‘ืฉืขืช ืžืกื›ื™ื-ืกืขื˜, ืื•ื™ืฃ ื“ื™ ืคืึทืจืงืขืจื˜, ืื™ื– ื˜ื•ืคึผืœืขืก ื•ื•ืึธืก ื”ืึธื‘ืŸ ื“ื™ ื–ืขืœื‘ืข ื•ื•ืึทืœื•ืขืก. ืขืก ืื™ื– ื›ื“ืื™ ืฆื• ื‘ืืžืขืจืงืŸ ืึทื– ืื™ืŸ ื“ืขื ืคืึทืœ ืžื™ืจ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื‘ืœื•ื™ื– ื“ื™ ืœื™ื ืงืก ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜.

ืืŸ ืื ื“ืขืจ ื•ื•ื™ื›ื˜ื™ืง ื‘ืึทื’ืจื™ืฃ ื•ื•ืึธืก ืื™ื– ื’ืขืคึผืœืึธื ื˜ืขืจื˜ ืื•ื™ื‘ืŸ ืื™ื– ื“ื™ ืึทืœื’ืขื‘ืจืึทื™ืง ืœืึทื˜ืึทืก. ื–ื™ื ื˜ ืคื™ืœืข ืžืึธื“ืขืจืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืึทืจื‘ืขื˜ืŸ ืื•ื™ืฃ ื“ืขื ื‘ืึทื’ืจื™ืฃ, ืžื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ื”ืึธื‘ืŸ ืึท ื’ืขื“ืึทื ืง ืคื•ืŸ ื•ื•ืึธืก ืขืก ืื™ื–.

ืื™ืŸ ืกื“ืจ ืฆื• ื‘ืึทืงืขื ืขืŸ ื“ืขื ื‘ืึทื’ืจื™ืฃ ืคื•ืŸ ืึท ืœืึทื˜ืึทืก, ืขืก ืื™ื– ื ื™ื™ื˜ื™ืง ืฆื• ื“ืขืคื™ื ื™ืจืŸ ืึท ื˜ื™ื™ืœ ืึธืจื“ืขืจื“ ื’ืึทื ื’ (ืึธื“ืขืจ ื˜ื™ื™ืœ ืึธืจื“ืขืจื“ ืฉื˜ืขืœืŸ, ืึทื‘ืจื™ื•ื•ื™ื™ื™ื˜ื™ื“ ื•ื•ื™ ืคึผืึธืกืขื˜).

ื“ืขืคึฟื™ื ื™ืฆื™ืข 2. ื ืกื›ื•ื S ืื™ื– ื’ืขื–ืื’ื˜ ืฆื• ื–ื™ื™ืŸ ื˜ื™ื™ืœ ืึธืจื“ืขืจื“ ื“ื•ืจืš ื“ื™ ื‘ื™ื™ื ืขืจื™ ื‘ืึทืฆื™ื•ื ื’ โฉฝ ืื•ื™ื‘ ืคึฟืึทืจ ืึทืœืข a, b, c โˆˆ S ื“ื™ ืคืืœื’ืขื ื“ืข ืคึผืจืึธืคึผืขืจื˜ื™ืขืก ื–ืขื ืขืŸ ืฆื•ืคึฟืจื™ื“ืŸ:

  1. ืจืขืคืœืขืงืกื™ื•ื•ื™ื˜ื™, ื“ืึธืก ื”ื™ื™ืกื˜, ืึท โฉฝ ืึท
  2. ืึทื ื˜ื™ืกื™ืžืžืขื˜ืจื™, ื“ืึธืก ื”ื™ื™ืกื˜, ืื•ื™ื‘ ืึท โฉฝ ื‘ ืื•ืŸ ื‘ โฉฝ ืึท, ื“ืขืžืึธืœื˜ ืึท = ื‘
  3. ื˜ืจืึทื ืกื™ื˜ื™ื•ื•ื™ื˜ื™, ื“ืึธืก ืื™ื–, ืคึฟืึทืจ ืึท โฉฝ b ืื•ืŸ b โฉฝ c ืขืก ื’ื™ื™ื˜ ืึทื– ืึท โฉฝ c


ืึทื–ืึท ื‘ืึทืฆื™ึดื•ื ื’ ื•ื•ืขืจื˜ ืึธื ื’ืขืจื•ืคึฟืŸ ืึท (ืœื•ื™ื–ืข) ื˜ื™ื™ืœึพืกื“ืจึพื‘ืึทืฆื™ึดื•ื ื’, ืื•ืŸ ื“ืขืจ ื’ืึทื ื’ ืึทืœื™ื™ืŸ ื•ื•ืขืจื˜ ืึธื ื’ืขืจื•ืคึฟืŸ ืึท ื˜ื™ื™ืœึพืึธืจื“ืขื ืขืจ ื’ืึทื ื’. ืคืึธืจืžืึทืœ ื ืึธื•ื˜ื™ื™ืฉืึทืŸ: โŸจS, โฉฝโŸฉ.

ื•ื•ื™ ื“ืขืจ ืกื™ืžืคึผืœืึทืกื˜ ื‘ื™ื™ึทืฉืคึผื™ืœ ืคื•ืŸ ืึท ื˜ื™ื™ืœ-ืึธืจื“ืขืจื“ ื’ืึทื ื’, ืžื™ืจ ืงืขื ืขืŸ ื ืขืžืขืŸ ื“ื™ ื’ืึทื ื’ ืคื•ืŸ ืึทืœืข ื ืึทื˜ื™ืจืœืขืš ื ื•ืžืขืจืŸ N ืžื™ื˜ ื“ื™ ื’ืขื•ื•ื™ื™ื ื˜ืœืขืš ืกื“ืจ ื‘ืึทืฆื™ื•ื ื’ โฉฝ. ืขืก ืื™ื– ื’ืจื™ื ื’ ืฆื• ื‘ืึทืฉื˜ืขื˜ื™ืงืŸ ืึทื– ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ืึทืงืกื™ืึทืžื– ื–ืขื ืขืŸ ืฆื•ืคึฟืจื™ื“ืŸ.

ื ืžืขืจ ืžื™ื ื™ื ื’ืคืึทืœ ื‘ื™ื™ึทืฉืคึผื™ืœ. ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ื™ ื’ืึทื ื’ ืคื•ืŸ ืึทืœืข ืกืึทื‘ืกืขืฅ {1, 2, 3}, ืึธืจื“ืขืจื“ ืœื•ื™ื˜ ื“ื™ ื™ื ืงืœื•ื–ืฉืึทืŸ ื‘ืึทืฆื™ื•ื ื’ โŠ†. ื˜ืืงืข, ื“ื™ ื‘ืึทืฆื™ื•ื ื’ ืกืึทื˜ื™ืกืคื™ื™ื– ืึทืœืข ื˜ื™ื™ืœ-ืึธืจื“ืขื ื•ื ื’ ื˜ื ืึธื™ื, ืึทื–ื•ื™ โŸจP ({1, 2, 3}), โŠ†โŸฉ ืื™ื– ืึท ื˜ื™ื™ืœ-ืึธืจื“ืขืจื“ ื’ืึทื ื’. ื“ื™ ืคื™ื’ื•ืจ ืื•ื ื˜ืŸ ื•ื•ื™ื™ื–ื˜ ื“ื™ ืกื˜ืจื•ืงื˜ื•ืจ ืคื•ืŸ ื“ืขื ื’ืึทื ื’: ืื•ื™ื‘ ืื™ื™ื ืขืจ ืขืœืขืžืขื ื˜ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืจื™ื˜ืฉื˜ ื“ื•ืจืš ืึทืจืึธื•ื– ืฆื• ืืŸ ืื ื“ืขืจ ืขืœืขืžืขื ื˜, ื–ื™ื™ ื–ืขื ืขืŸ ืื™ืŸ ืึท ืกื“ืจ ืฉื™ื™ื›ื•ืช.

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืžื™ืจ ื•ื•ืขืœืŸ ื“ืึทืจืคึฟืŸ ื ืึธืš ืฆื•ื•ื™ื™ ืคึผืฉื•ื˜ ื“ืขืคึฟื™ื ื™ืฆื™ืขืก ืคื•ืŸ ื“ื™ ืคืขืœื“ ืคื•ืŸ ืžืื˜ืขืžืื˜ื™ืง - ื”ืขื›ืกื˜ืข ืื•ืŸ ื™ื ืคื™ืžื•ื.

ื“ืขืคึฟื™ื ื™ืฆื™ืข 3. ื–ืืœ โŸจS, โฉฝโŸฉ ื–ื™ื™ืŸ ืึท ื˜ื™ื™ืœ ืึธืจื“ืขืจื“ ื’ืึทื ื’, A โŠ† S. ื“ืขืจ ืื•ื™ื‘ืขืจืฉื˜ืขืจ ื’ืจืขื ืขืฅ ืคื•ืŸ A ืื™ื– ืึทืŸ ืขืœืขืžืขื ื˜ u โˆˆ S ืึทื–ื•ื™ ืึทื– โˆ€x โˆˆ S: x โฉฝ u. ื–ืืœ U ื–ื™ื™ืŸ ื“ืขืจ ืกื›ื•ื ืคื•ืŸ ืืœืข ืื•ื™ื‘ืขืจืฉื˜ืข ื’ืจืขื ืขืฆืŸ ืคื•ืŸ S. ืื•ื™ื‘ ืขืก ืื™ื– ืคืืจื”ืืŸ ื ืงืœืขื ืกื˜ืขืจ ืขืœืขืžืขื ื˜ ืื™ืŸ U, ื”ื™ื™ืกื˜ ืขืก ื“ื™ ื”ืขื›ืกื˜ืข ืื•ืŸ ื•ื•ืขืจื˜ ืื ื’ืขืฆื™ื™ื›ื ื˜ sup A.

ื“ืขืจ ื‘ืึทื’ืจื™ืฃ ืคื•ืŸ ืึท ืคึผื™ื ื˜ืœืขืš ื ื™ื“ืขืจื™ืงืขืจ ื’ืขื‘ื•ื ื“ืŸ ืื™ื– ื™ื ื˜ืจืึธื•ื“ื•ืกื˜ ืขื ืœืขืš.

ื“ืขืคึฟื™ื ื™ืฆื™ืข 4. ื–ืืœ โŸจS, โฉฝโŸฉ ื–ื™ื™ืŸ ืึท ื˜ื™ื™ืœ ืึธืจื“ืขืจื“ ื’ืึทื ื’, A โŠ† S. ื“ื™ ื™ื ืคื™ื•ืžื– ืคื•ืŸ A ืื™ื– ืึทืŸ ืขืœืขืžืขื ื˜ l โˆˆ S ืึทื–ื•ื™ ืึทื– โˆ€x โˆˆ S: l โฉฝ x. ื–ืืœ L ื–ื™ื™ืŸ ื“ืขืจ ืกื›ื•ื ืคื•ืŸ ืืœืข ืื•ื ื˜ืขืจืฉื˜ืข ื’ืจืขื ืขืฆืŸ ืคื•ืŸ S. ืื•ื™ื‘ ืขืก ืื™ื– ืคืืจื”ืืŸ ื ื’ืจืขืกื˜ืขืจ ืขืœืขืžืขื ื˜ ืื™ืŸ ืœ, ื”ื™ื™ืกื˜ ืขืก ืืŸ ืื™ื ืคื™ืžื•ื ืื•ืŸ ื•ื•ืขืจื˜ ืื ื’ืขืฆื™ื™ื›ื ื˜ ืืœืก ืื™ื ืค ื.

ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื•ื•ื™ ืึท ื‘ื™ื™ืฉืคึผื™ืœ ื“ื™ ืื•ื™ื‘ืŸ ื˜ื™ื™ืœ ืึธืจื“ืขืจื“ ื’ืึทื ื’ โŸจP ({1, 2, 3}), โŠ†โŸฉ ืื•ืŸ ื’ืขืคึฟื™ื ืขืŸ ื“ื™ ื”ืขื›ืกื˜ืข ืื•ืŸ ื™ื ืคื™ืžื•ื ืื™ืŸ ืขืก:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืฆื˜ ืžื™ืจ ืงืขื ืขืŸ ืคืึธืจืžื•ืœื™ืจืŸ ื“ื™ ื“ืขืคึฟื™ื ื™ืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืึท ืึทืœื’ืขื‘ืจืึทื™ืง ืœืึทื˜ืึทืก.

ื“ืขืคึฟื™ื ื™ืฆื™ืข 5. ื–ืืœ โŸจP,โฉฝโŸฉ ื–ื™ื™ืŸ ืึท ื˜ื™ื™ืœ-ืึธืจื“ืขืจื“ ื’ืึทื ื’ ืึทื–ื•ื™ ืึทื– ื™ืขื“ืขืจ ืฆื•ื•ื™ื™-ืขืœืขืžืขื ื˜ ืกืึทื‘ืกืขื˜ ื”ืื˜ ืึทืŸ ืื•ื™ื‘ืขืจืฉื˜ืขืจ ืื•ืŸ ื ื™ื“ืขืจื™ืงืขืจ ื’ืขื‘ื•ื ื“ืŸ. ื“ืขืžืึธืœื˜ P ืื™ื– ื’ืขืจื•ืคืŸ ืึทืŸ ืึทืœื’ืขื‘ืจืึทื™ืง ืœืึทื˜ืึทืก. ืื™ืŸ ื“ืขื ืคืึทืœ, sup {x, y} ืื™ื– ื’ืขืฉืจื™ื‘ืŸ ื•ื•ื™ x โˆจ y, ืื•ืŸ inf {x, y} ื•ื•ื™ x โˆง y.

ืœืึธืžื™ืจ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ืึทื– ืื•ื ื“ื–ืขืจ ืึทืจื‘ืขื˜ ื‘ื™ื™ืฉืคึผื™ืœ โŸจP ({1, 2, 3}), โŠ†โŸฉ ืื™ื– ืึท ืœืึทื˜ืึทืก. ื˜ืึทืงืข, ืคึฟืึทืจ ืงื™ื™ืŸ a, b โˆˆ P ({1, 2, 3}), aโˆจb = aโˆชb, ืื•ืŸ aโˆงb = aโˆฉb. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ื™ ืฉื˜ืขืœื˜ {1, 2} ืื•ืŸ {1, 3} ืื•ืŸ ื’ืขืคึฟื™ื ืขืŸ ื–ื™ื™ืขืจ ื™ื ืคื ืื•ืŸ ื”ืขื›ืกื˜ืŸ. ืื•ื™ื‘ ืžื™ืจ ื™ื ื˜ืขืจืกืขืงื˜ ื–ื™ื™, ืžื™ืจ ื•ื•ืขืœืŸ ื‘ืึทืงื•ืžืขืŸ ื“ื™ ื’ืึทื ื’ {1}, ื•ื•ืึธืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื™ ื™ื ืคื™ื•ื. ืžื™ืจ ื‘ืึทืงื•ืžืขืŸ ื“ื™ ื”ืขื›ืกื˜ืŸ ื“ื•ืจืš ืงืึทืžื‘ื™ื™ื ื™ื ื’ ื–ื™ื™ - {1, 2, 3}.

ืื™ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ ื’ืฉืžื™ื•ืช ืคึผืจืึธื‘ืœืขืžืก, ื“ื™ ื–ื•ื›ืŸ ืคึผืœืึทืฅ ืื™ื– ืึธืคื˜ ืจืขืคึผืจื™ื–ืขื ื˜ื™ื“ ืื™ืŸ ื“ื™ ืคืึธืจืขื ืคื•ืŸ ืึท ืœืึทื˜ืึทืก, ื•ื•ื• ืฉื˜ืขืœื˜ ืคื•ืŸ ืื™ื™ืŸ ืขืœืขืžืขื ื˜ (ืœื™ื™ืขื ืขืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืžื“ืจื’ื” ืคื•ืŸ ื“ื™ ื–ื•ื›ืŸ ืœืึทื˜ืึทืก, ื•ื•ื• ื“ื™ ืœื™ื ืงืก ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ื‘ืืฉื˜ื™ื™ื˜ ืคื•ืŸ ืื™ื™ืŸ ืึทื˜ืจื™ื‘ื™ื•ื˜) ืจืขืคึผืจืึทื–ืขื ืฅ ื™ืขื“ืขืจ ืึทื˜ืจื™ื‘ื™ื•ื˜. ืคื•ืŸ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ื‘ืึทืฆื™ื•ื ื’.
ืขืจืฉื˜ืขืจ, ืžื™ืจ ื‘ืึทื˜ืจืึทื›ื˜ืŸ ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– ืคื•ืŸ ื“ื™ ืคืึธืจืขื โˆ… โ†’ ืื™ื™ืŸ ืึทื˜ืจื™ื‘ื™ื•ื˜. ื“ืขืจ ืฉืจื™ื˜ ืึทืœืึทื•ื– ืื™ืจ ืฆื• ื‘ืึทืฉืœื™ืกืŸ ื•ื•ืึธืก ืึทื˜ืจื™ื‘ื™ื•ืฅ ื–ืขื ืขืŸ ืขืจืฉื˜ื™ืง ืฉืœื™ืกืœืขืŸ (ืคึฟืึทืจ ืึทื–ืึท ืึทื˜ืจื™ื‘ื™ื•ืฅ ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ื“ื™ื˜ืขืจืžืึทื ืึทื ืฅ, ืื•ืŸ ื“ืขืจื™ื‘ืขืจ ื“ื™ ืœื™ื ืงืก ื–ื™ื™ึทื˜ ืื™ื– ืœื™ื™ื“ื™ืง). ื•ื•ื™ื™ึทื˜ืขืจ, ืึทื–ืึท ืึทืœื’ืขืจื™ื“ืึทืžื– ืžืึทืš ืึทืจื•ืฃ ืฆื•ื–ืืžืขืŸ ื“ื™ ืœืึทื˜ืึทืก. ืขืก ืื™ื– ื›ื“ืื™ ืฆื• ื‘ืืžืขืจืงืŸ ืึทื– ื ื™ื˜ ื“ื™ ื’ืื ืฆืข ืœืึทื˜ืึทืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื˜ืจืึทื•ื•ืขืจืกื˜, ื“ืึธืก ืื™ื–, ืื•ื™ื‘ ื“ื™ ื’ืขื•ื•ืืœื˜ ืžืึทืงืกื™ืžื•ื ื’ืจื™ื™ืก ืคื•ืŸ ื“ื™ ืœื™ื ืงืก ื–ื™ื™ึทื˜ ืื™ื– ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ืฆื• ื“ื™ ืึทืจื™ื™ึทื ืฉืจื™ื™ึทื‘, ื“ื™ ืึทืœื’ืขืจื™ื“ืึทื ื•ื•ืขื˜ ื ื™ืฉื˜ ื’ื™ื™ืŸ ื•ื•ื™ื™ึทื˜ืขืจ ื•ื•ื™ ืึท ืžื“ืจื’ื” ืžื™ื˜ ื“ื™ ื’ืจื™ื™ืก.

ื“ื™ ืคื™ื’ื•ืจ ืื•ื ื˜ืŸ ื•ื•ื™ื™ื–ื˜ ื•ื•ื™ ืึทืŸ ืึทืœื’ืขื‘ืจืึทื™ืง ืœืึทื˜ืึทืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื•ื•ื™ื™ื ื˜ ืื™ืŸ ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ ื’ืขืคึฟื™ื ืขืŸ ืึท FZ. ื“ืึธ ื™ืขื“ืขืจ ื‘ืจืขื’ (X, XY) ืจืขืคึผืจืึทื–ืขื ืฅ ืึท ื“ืขืคึผืขื ื“ืขื ืกื™ X โ†’ ื™. ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, ืžื™ืจ ื”ืึธื‘ืŸ ื“ื•ืจื›ื’ืขื’ืื ื’ืขืŸ ื“ื™ ืขืจืฉื˜ืขืจ ืžื“ืจื’ื” ืื•ืŸ ื•ื•ื™ืกืŸ ืึทื– ื“ื™ ืึทื“ื™ืงืฉืึทืŸ ืื™ื– ืžื™ื™ื ื˜ื™ื™ื ื“ ื โ†’ ื‘ (ืžื™ืจ ื•ื•ืขืœืŸ ื•ื•ื™ื™ึทื–ืŸ ื“ืขื ื•ื•ื™ ืึท ื’ืจื™ืŸ ืคึฟืึทืจื‘ื™ื ื“ื•ื ื’ ืฆื•ื•ื™ืฉืŸ ื“ื™ ื•ื•ืขืจื˜ื™ืงืึทืœื– A ะธ B). ื“ืขื ืžื™ื˜ืœ ืึทื– ื•ื•ื™ื™ึทื˜ืขืจ, ื•ื•ืขืŸ ืžื™ืจ ืžืึทืš ืึทืจื•ื™ืฃ ืฆื•ื–ืืžืขืŸ ื“ื™ ืœืึทื˜ืึทืก, ืžื™ืจ ืงืขืŸ ื ื™ืฉื˜ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื“ื™ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ื, C โ†’ ื‘, ื•ื•ื™ื™ึทืœ ืขืก ื•ื•ืขื˜ ื ื™ื˜ ืžืขืจ ื–ื™ื™ืŸ ืžื™ื ื™ืžืึทืœ. ืกื™ืžื™ืœืึทืจืœื™, ืžื™ืจ ื•ื•ืึธืœื˜ ื ื™ืฉื˜ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ืขืก ืื•ื™ื‘ ื“ื™ ื“ืขืคึผืขื ื“ืขื ืกื™ ืื™ื– ื’ืขื”ืืœื˜ืŸ C โ†’ ื‘.

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืŸ ื“ืขืจืฆื•, ื•ื•ื™ ืึท ื”ืขืจืฉืŸ, ืึทืœืข ืžืึธื“ืขืจืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ื–ื•ื›ืŸ ืคึฟืึทืจ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ ื ื•ืฆืŸ ืึท ื“ืึทื˜ืŸ ืกื˜ืจื•ืงื˜ื•ืจ ืึทื–ืึท ื•ื•ื™ ืึท ืฆืขื˜ื™ื™ืœื•ื ื’ (ืื™ืŸ ื“ืขืจ ืึธืจื™ื’ื™ื ืขืœ ืžืงื•ืจ - ืกื˜ืจื™ืคึผื˜ ืฆืขื˜ื™ื™ืœื•ื ื’ [1]). ื“ื™ ืคืึธืจืžืึทืœ ื“ืขืคึฟื™ื ื™ืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืึท ืฆืขื˜ื™ื™ืœื•ื ื’ ืื™ื– ื•ื•ื™ ื’ื™ื™ื˜:

ื“ืขืคึฟื™ื ื™ืฆื™ืข 6. ื–ืืœ X โŠ† R ื–ื™ื™ืŸ ืึท ืกื›ื•ื ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ ืคึฟืึทืจ ื‘ืึทืฆื™ื•ื ื’ ืจ. ื ืงื ื•ื™ืœ ืื™ื– ืึท ืกื›ื•ื ืคื•ืŸ ื™ื ื“ื™ืกื™ื– ืคื•ืŸ ื˜ื•ืคึผืœืขืก ืื™ืŸ r ื•ื•ืึธืก ื”ืึธื‘ืŸ ื“ื™ ื–ืขืœื‘ืข ื•ื•ืขืจื˜ ืคึฟืึทืจ X, ื“ืึธืก ืื™ื–, c(t) = {i|ti[X] = t[X]}. ื ืฆืขื˜ื™ื™ืœื•ื ื’ ืื™ื– ืึท ืกื›ื•ื ืคื•ืŸ ืงืœืึทืกื˜ืขืจื–, ืขืงืกืงืœื•ื“ื™ื ื’ ืงืœืึทืกื˜ืขืจื– ืคื•ืŸ ืึทืคึผืึทืจืึทื˜ ืœืขื ื’:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืŸ ืคึผืฉื•ื˜ ื•ื•ืขืจื˜ืขืจ, ืึท ืฆืขื˜ื™ื™ืœื•ื ื’ ืคึฟืึทืจ ืึท ืึทื˜ืจื™ื‘ื™ื•ื˜ X ืื™ื– ืึท ืกื›ื•ื ืคื•ืŸ ืจืฉื™ืžื•ืช, ื•ื•ื• ื™ืขื“ืขืจ ืจืฉื™ืžื” ื›ึผื•ืœืœ ืฉื•ืจื” ื ื•ืžืขืจืŸ ืžื™ื˜ ื“ื™ ื–ืขืœื‘ืข ื•ื•ืึทืœื•ืขืก ืคึฟืึทืจ X. ืื™ืŸ ืžืึธื“ืขืจืŸ ืœื™ื˜ืขืจืึทื˜ื•ืจ, ื“ื™ ืกื˜ืจื•ืงื˜ื•ืจ ืจืขืคึผืจื™ื–ืขื ื˜ื™ื ื’ ืคึผืึทืจื˜ื™ืฉืึทื ื– ืื™ื– ื’ืขืจื•ืคึฟืŸ ืฉื˜ืขืœืข ืจืฉื™ืžื” ืื™ื ื“ืขืงืก (PLI). ืึทืคึผืึทืจืึทื˜-ืœืขื ื’ ืงืœืึทืกื˜ืขืจื– ื–ืขื ืขืŸ ื™ืงืกืงืœื•ื“ื™ื“ ืคึฟืึทืจ PLI ืงืึทืžืคึผืจืขืฉืึทืŸ ืฆื•ื•ืขืงืŸ ื•ื•ื™ื™ึทืœ ื–ื™ื™ ื–ืขื ืขืŸ ืงืœืึทืกื˜ืขืจื– ื•ื•ืึธืก ืึทื ื˜ื”ืึทืœื˜ืŸ ื‘ืœื•ื™ื– ืึท ืจืขืงืึธืจื“ ื ื•ืžืขืจ ืžื™ื˜ ืึท ื™ื™ื ืฆื™ืง ื•ื•ืขืจื˜ ื•ื•ืึธืก ื•ื•ืขื˜ ืฉื˜ืขื ื“ื™ืง ื–ื™ื™ืŸ ื’ืจื™ื ื’ ืฆื• ื™ื“ืขื ื˜ื™ืคื™ืฆื™ืจืŸ.

ื–ืืœ ืก ืงื•ืง ื‘ื™ื™ึท ืึท ื‘ื™ื™ึทืฉืคึผื™ืœ. ืœืึธืžื™ืจ ื–ื™ืš ืื•ืžืงืขืจืŸ ืฆื• ื“ืขื ื–ืขืœื‘ืŸ ื˜ื™ืฉ ืžื™ื˜ ืคึผืึทื˜ื™ืขื ืฅ ืื•ืŸ ื‘ื•ื™ืขืŸ ืคึผืึทืจื˜ื™ืฉืึทื ื– ืคึฟืึทืจ ื“ื™ ืฉืคืืœื˜ืŸ ืคืืฆื™ืขื ื˜ ะธ ืคืื•ืœื•ืก (ืึท ื ื™ื™ึทืข ื–ื™ื™ึทืœ ืื™ื– ืืจื•ื™ืก ืื•ื™ืฃ ื“ื™ ืœื™ื ืงืก, ืื™ืŸ ื•ื•ืึธืก ื“ื™ ื˜ื™ืฉ ืจื•ื“ืขืจืŸ ื ื•ืžืขืจืŸ ื–ืขื ืขืŸ ืื ื’ืขืฆื™ื™ื›ื ื˜):

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื“ืขืจืฆื•, ืœื•ื™ื˜ ื“ื™ ื“ืขืคึฟื™ื ื™ืฆื™ืข, ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ ืคึฟืึทืจ ื“ื™ ื–ื™ื™ึทืœ ืคืืฆื™ืขื ื˜ ื•ื•ืขื˜ ืคืืงื˜ื™ืฉ ื–ื™ื™ืŸ ืœื™ื™ื“ื™ืง, ื•ื•ื™ื™ึทืœ ืื™ื™ืŸ ืงืœืึทืกื˜ืขืจื– ื–ืขื ืขืŸ ื™ืงืกืงืœื•ื“ื™ื“ ืคื•ืŸ ื“ืขืจ ืฆืขื˜ื™ื™ืœื•ื ื’.

ืคึผืึทืจื˜ื™ืฉืึทื ื– ืงืขื ืขืŸ ื–ื™ื™ืŸ ื‘ืืงื•ืžืขืŸ ื“ื•ืจืš ืขื˜ืœืขื›ืข ืึทื˜ืจื™ื‘ื™ื•ืฅ. ืื•ืŸ ืขืก ื–ืขื ืขืŸ ืฆื•ื•ื™ื™ ื•ื•ืขื’ืŸ ืฆื• ื˜ืึธืŸ ื“ืึธืก: ื“ื•ืจืš ื’ื™ื™ืŸ ื“ื•ืจืš ื“ื™ ื˜ื™ืฉ, ื‘ื•ื™ืขืŸ ืึท ืฆืขื˜ื™ื™ืœื•ื ื’ ืžื™ื˜ ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ืึทื˜ืจื™ื‘ื™ื•ืฅ ืื™ืŸ ืึทืžืึธืœ, ืึธื“ืขืจ ื‘ื•ื™ืขืŸ ืขืก ืžื™ื˜ ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืคื•ืŸ ืคึผืึทืจื˜ื™ืฉืึทื ื– ืžื™ื˜ ืึท ืกืึทื‘ืกืขื˜ ืคื•ืŸ ืึทื˜ืจื™ื‘ื™ื•ืฅ. ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฅ ื–ื•ื›ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ื ื•ืฆืŸ ื“ื™ ืจื’ืข ืึธืคึผืฆื™ืข.

ืื™ืŸ ืคึผืฉื•ื˜ ื•ื•ืขืจื˜ืขืจ, ืฆื•, ืœืžืฉืœ, ื‘ืึทืงื•ืžืขืŸ ืึท ืฆืขื˜ื™ื™ืœื•ื ื’ ื“ื•ืจืš ืฉืคืืœื˜ืŸ ืึทื‘ืง, ืื™ืจ ืงืขื ืขืŸ ื ืขืžืขืŸ ืคึผืึทืจื˜ื™ืฉืึทื ื– ืคึฟืึทืจ AC ะธ B (ืึธื“ืขืจ ืงื™ื™ืŸ ืื ื“ืขืจืข ื’ืึทื ื’ ืคื•ืŸ ื“ื™ืกื“ื–ืฉื•ื™ื ื˜ ืกืึทื‘ืกืขืฅ) ืื•ืŸ ื™ื ื˜ืขืจืกืขืงื˜ ื–ื™ื™ ืžื™ื˜ ื™ืขื“ืขืจ ืื ื“ืขืจืขืจ. ื“ื™ ืึธืคึผืขืจืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืคื•ืŸ ืฆื•ื•ื™ื™ ืคึผืึทืจื˜ื™ืฉืึทื ื– ืกืึทืœืขืงืฅ ืงืœืึทืกื˜ืขืจื– ืคื•ืŸ ื“ื™ ื’ืจืขืกื˜ืข ืœืขื ื’ ื•ื•ืึธืก ื–ืขื ืขืŸ ืคึผืจืึธืกื˜ ืฆื• ื‘ื™ื™ื“ืข ืคึผืึทืจื˜ื™ืฉืึทื ื–.

ื–ืืœ ืก ืงื•ืง ื‘ื™ื™ึท ืึท ื‘ื™ื™ึทืฉืคึผื™ืœ:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ ืŸ ืขืจืฉื˜ ืŸ ืคืืœ , ื”ืื‘ ืŸ ืžื™ ืจ ื‘ืืงื•ืžืข ืŸ ื ืœืฒื“ื™ืง ืข ืžื—ื™ืฆื” . ืื•ื™ื‘ ืื™ืจ ืงื•ืง ืขื ื’ ืื™ืŸ ื“ื™ ื˜ื™ืฉ, ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ื™ื™ื“ืขื ื™ืงืึทืœ ื•ื•ืึทืœื•ืขืก ืคึฟืึทืจ ื“ื™ ืฆื•ื•ื™ื™ ืึทื˜ืจืึทื‘ื™ื•ืฅ. ืื•ื™ื‘ ืžื™ืจ ืึท ื‘ื™ืกืœ ืžืึธื“ื™ืคื™ืฆื™ืจืŸ ื“ื™ ื˜ื™ืฉ (ื“ื™ ืคืึทืœ ืื•ื™ืฃ ื“ื™ ืจืขื›ื˜), ืžื™ืจ ื•ื•ืขืœืŸ ืฉื•ื™ืŸ ื‘ืึทืงื•ืžืขืŸ ืึท ื ื™ื˜-ืœื™ื™ื“ื™ืง ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ. ื“ืขืจืฆื•, ืฉื•ืจื•ืช 1 ืื•ืŸ 2 ืึทืงืฉืœื™ ืึทื ื˜ื”ืึทืœื˜ืŸ ื“ื™ ื–ืขืœื‘ืข ื•ื•ืึทืœื•ืขืก ืคึฟืึทืจ ื“ื™ ืึทื˜ืจื™ื‘ื™ื•ืฅ ืคืื•ืœื•ืก ะธ ื“ืึธืงื˜ืขืจ.

ื•ื•ื™ื™ึทื˜ืขืจ, ืžื™ืจ ื•ื•ืขืœืŸ ื“ืึทืจืคึฟืŸ ืึทื–ืึท ืึท ื‘ืึทื’ืจื™ืฃ ื•ื•ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ ื’ืจื™ื™ืก. ืคืึธืจืžืึทืœ:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืกื™ืžืคึผืœื™ ืฉื˜ืขืœืŸ, ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ ื’ืจื™ื™ืก ืื™ื– ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืงืœืึทืกื˜ืขืจื– ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืื™ืŸ ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ (ื’ืขื“ืขื ืงืขืŸ ืึทื– ืื™ื™ืŸ ืงืœืึทืกื˜ืขืจื– ื–ืขื ืขืŸ ื ื™ืฉื˜ ืึทืจื™ื™ึทื ื’ืขืจืขื›ื ื˜ ืื™ืŸ ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’!):

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืฆื˜ ืžื™ืจ ืงืขื ืขืŸ ื“ืขืคื™ื ื™ืจืŸ ืื™ื™ื ืขืจ ืคื•ืŸ ื“ื™ ืฉืœื™ืกืœ ืœืขืžืึทืก, ื•ื•ืึธืก ืคึฟืึทืจ ื’ืขื’ืขื‘ืŸ ืคึผืึทืจื˜ื™ืฉืึทื ื– ืึทืœืึทื•ื– ืื•ื ื“ื– ืฆื• ื‘ืึทืฉืœื™ืกืŸ ืฆื™ ืึท ื“ืขืคึผืขื ื“ืขื ืกื™ ืื™ื– ื’ืขื”ืืœื˜ืŸ ืึธื“ืขืจ ื ื™ืฉื˜:

ืœืขืžืึท 1. ื“ื™ ื“ืขืคึผืขื ื“ืขื ืกื™ ื, ื‘ โ†’ C ื”ืืœื˜ ืื•ื™ื‘ ืื•ืŸ ื‘ืœื•ื™ื– ืื•ื™ื‘

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืœื•ื™ื˜ ื“ื™ ืœืขืžืึท, ืฆื• ื‘ืึทืฉืœื™ืกืŸ ืฆื™ ืึท ื“ืขืคึผืขื ื“ืขื ืกื™ ื”ืืœื˜, ืคื™ืจ ืกื˜ืขืคึผืก ืžื•ื–ืŸ ื–ื™ื™ืŸ ื“ื•ืจื›ื’ืขืงืึธื›ื˜:

  1. ืจืขื›ืขื ืขืŸ ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ ืคึฟืึทืจ ื“ื™ ืœื™ื ืงืก ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ื“ืขืคึผืขื ื“ืขื ืกื™
  2. ืจืขื›ืขื ืขืŸ ื“ื™ ืฆืขื˜ื™ื™ืœื•ื ื’ ืคึฟืึทืจ ื“ื™ ืจืขื›ื˜ ื–ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ื“ืขืคึผืขื ื“ืขื ืกื™
  3. ืจืขื›ืขื ืขืŸ ื“ื™ ืคึผืจืึธื“ื•ืงื˜ ืคื•ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืื•ืŸ ืจื’ืข ืฉืจื™ื˜
  4. ืคืึทืจื’ืœื™ื™ึทื›ืŸ ื“ื™ ืกื™ื–ืขืก ืคื•ืŸ ื“ื™ ืคึผืึทืจื˜ื™ืฉืึทื ื– ื‘ืืงื•ืžืขืŸ ืื™ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืื•ืŸ ื“ืจื™ื˜ ืกื˜ืขืคึผืก

ื•ื ื˜ืขืจ ืื™ื– ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืคื•ืŸ ืงืึธื ื˜ืจืึธืœื™ืจืŸ ืฆื™ ื“ื™ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ื”ืืœื˜ ืœื•ื™ื˜ ื“ืขื ืœืขืžืึท:

ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–
ื”ืงื“ืžื” ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ื“ืขืคึผืขื ื“ืึทื ืกื™ื–

ืื™ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ, ืžื™ืจ ื™ื’ื–ืึทืžืึทื ื“ ืงืึทื ืกืขืคึผืก ืึทื–ืึท ื•ื•ื™ ืคืึทื ื’ืงืฉืึทื ืึทืœ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜, ื“ืขืจื ืขื ื˜ืขืจื  ืคืึทื ื’ืงืฉืึทื ืึทืœ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜, ื’ืขืงื•ืงื˜ ืื™ืŸ ื•ื•ื• ื–ื™ื™ ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜, ื•ื•ื™ ื’ืขื–ื•ื ื˜ ื•ื•ื™ ื•ื•ืึธืก ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ื–ื•ื›ืŸ ืคึฟืึทืจ ื’ืฉืžื™ื•ืช ืคืึทื ื’ืงืฉืึทื ื– ืขืงืกื™ืกื˜ื™ืจืŸ. ืžื™ืจ ืื•ื™ืš ื™ื’ื–ืึทืžืึทื ื“ ืื™ืŸ ื“ืขื˜ืึทืœ ื“ื™ ื™ืงืขืจื“ื™ืง ืึธื‘ืขืจ ื•ื•ื™ื›ื˜ื™ืง ืงืึทื ืกืขืคึผืก ื•ื•ืึธืก ื–ืขื ืขืŸ ืึทืงื˜ื™ื•ื•ืœื™ ื’ืขื ื™ืฆื˜ ืื™ืŸ ืžืึธื“ืขืจืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– ืคึฟืึทืจ ื–ื•ื›ืŸ ืคึฟืึทืจ ืคืขื“ืขืจืืœืข ื’ืขื–ืขืฆืŸ.

ืจืขืคืขืจืขื ืฆืŸ:

  1. ื”ื•ื”ื˜ืึทืœืึท ื™ ืขื˜ ืขืœ. TANE: ืึทืŸ ืขืคืขืงื˜ื™ื•ื• ืึทืœื’ืขืจื™ื“ืึทื ืคึฟืึทืจ ื“ื™ืกืงืึทื•ื•ืขืจื“ ืคืึทื ื’ืงืฉืึทื ืึทืœ ืื•ืŸ ื“ืขืจื ืขื ื˜ืขืจื  ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– // ื“ื™ ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืฉื•ืจื ืึทืœ. โ€“ 1999. โ€“ ื˜. 42. โ€“ ื ื•ืž. 2. โ€“ ื–ื– 100-111.
  2. Kruse S., Naumann F. ืขืคืขืงื˜ื™ื•ื• ื•ืคื“ืขืงื•ื ื’ ืคื•ืŸ ื“ืขืจื ืขื ื˜ืขืจื  ื“ื™ืคึผืขื ื“ืึทื ืกื™ื– // ืคึผืจืึทืกื™ื“ื™ื ื’ ืคื•ืŸ ื“ื™ ื•ื•ืœื“ื‘ ืขื ื“ืึธื•ื•ืžืขื ื˜. โ€“ 2018. โ€“ ื˜ 11. โ€“ ื ื™ื™ืŸ. 7. โ€“ ื–ื–ืณ 759-772.
  3. Papenbrock T., Naumann F. ื ื›ื™ื™ื‘ืจื™ื“ ืฆื•ื’ืึทื ื’ ืฆื• ืคืึทื ื’ืงืฉืึทื ืึทืœ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ื•ืคื“ืขืงื•ื ื’ // ืคึผืจืึทืกื™ื“ื™ื ื’ ืคื•ืŸ ื“ื™ 2016 ืื™ื ื˜ืขืจื ืึทืฆื™ืึธื ืึทืœืขืจ ืงืึธื ืคืขืจืขื ืกืข ืื•ื™ืฃ ืžืึทื ืึทื’ืขืžืขื ื˜ ืคื•ืŸ ื“ืึทื˜ืึท. โ€“ ืึทืงื, 2016. โ€“ ื–ื– 821-833.
  4. Papenbrock ื˜ื™ ืขื˜ ืขืœ. ืคืึทื ื’ืงืฉืึทื ืึทืœ ืึธืคืขื ื’ื™ืงื™ื™ึทื˜ ื•ืคื“ืขืงื•ื ื’: ืึทืŸ ื™ืงืกืคึผืขืจืžืขื ืึทืœ ืืคืฉืืฆื•ื ื’ ืคื•ืŸ ื–ื™ื‘ืŸ ืึทืœื’ืขืจื™ื“ืึทืžื– // ืคึผืจืึธืกืขืขื“ื™ื ื’ืก ืคื•ืŸ ื“ื™ VLDB ืขื ื“ืึธื•ื•ืžืขื ื˜. โ€“ 2015. โ€“ ื˜. 8. โ€“ ื ื™ื™ืŸ. 10. โ€“ ื–ื– 1082-1093.
  5. ืงื•ืžืืจ ื ืขื˜ ืขืœ. ืฆื• ืคืึทืจื‘ื™ื ื“ืŸ ืึธื“ืขืจ ื ื™ืฉื˜ ืฆื• ืคืึทืจื‘ื™ื ื“ืŸ?: ื˜ื™ื ื’ืงื™ื ื’ ืฆื•ื•ื™ื™ ืžืึธืœ ื•ื•ืขื’ืŸ ื“ื–ืฉื•ื™ื ืฅ ืื™ื™ื“ืขืจ ื“ื™ ืกืขืœืขืงืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืคึฟืขื™ึดืงื™ื™ื˜ืŸ // ืคึผืจืึทืกื™ื“ื™ื ื’ ืคื•ืŸ ื“ื™ 2016 ืื™ื ื˜ืขืจื ืึทืฆื™ืึธื ืึทืœืขืจ ืงืึธื ืคืขืจืขื ืกืข ืื•ื™ืฃ ืžืึทื ืึทื’ืขืžืขื ื˜ ืคื•ืŸ ื“ืึทื˜ืŸ. โ€“ ืึทืงื, 2016. โ€“ ื–ื– 19-34.
  6. ืื‘ื• ื—ืžื™ืก ืž ืขื˜ ืขืœ. ืื™ืŸ-ื“ืึทื˜ืึทื‘ื™ื™ืก ืœืขืจื ืขืŸ ืžื™ื˜ ืฉื™ื˜ืขืจ ื˜ืขื ืกืขืจ // ืคึผืจืึทืกื™ื“ื™ื ื’ ืคื•ืŸ ื“ื™ 37th ACM SIGMOD-SIGACT-SIGAI ืกื™ืžืคึผืึธืกื™ื•ื ืื•ื™ืฃ ืคึผืจื™ื ืกืึทืคึผืึทืœื– ืคื•ืŸ ื“ืึทื˜ืึทื‘ืึทืกืข ืกื™ืกื˜ืขืžืขืŸ. โ€“ ืึทืงื, 2018. โ€“ ื–ื– 325-340.
  7. ื”ืขืœืœืขืจืฉื˜ื™ื™ืŸ ื™.ืž. ืื•ืŸ ืขืœ. ื“ื™ MADlib ืึทื ืึทืœื™ื˜ื™ืงืก ื‘ื™ื‘ืœื™ืึธื˜ืขืง: ืึธื“ืขืจ MAD ืกืงื™ืœื–, ื“ื™ SQL // ืคึผืจืึทืกื™ื“ื™ื ื’ ืคื•ืŸ ื“ื™ VLDB ืขื ื“ืึธื•ื•ืžืขื ื˜. โ€“ 2012. โ€“ ื˜. 5. โ€“ ื ื™ื™ืŸ. 12. - ื–ื– 1700-1711.
  8. Qin C., Rusu F. ืกืคึผืขืงื•ืœืึทื˜ื™ื•ื•ืข ืึทืคึผืจืึทืงืกืึทืžื™ื™ืฉืึทื ื– ืคึฟืึทืจ ื˜ืขืจืึทืกืงืึทืœ ืคื•ื ืื ื“ืขืจื’ืขื˜ื™ื™ืœื˜ ื’ืจืึทื“ื™ืขื ื˜ ืึทืจืึธืคึผื’ืึทื ื’ ืึทืคึผื˜ืึทืžืึทื–ื™ื™ืฉืึทืŸ // ืคึผืจืึทืกื™ื“ื™ื ื’ ืคื•ืŸ ื“ืขืจ ืคืขืจื˜ ื•ื•ืึธืจืงืฉืึธืคึผ ืื•ื™ืฃ ื“ืึทื˜ืึท ืึทื ืึทืœื™ื˜ื™ืงืก ืื™ืŸ ื“ื™ ืงืœืึธื•ื“. โ€“ ืึทืงื, 2015. โ€“ ืคึผ. 1.
  9. ืžืขื ื’ ืงืก ืขื˜ ืขืœ. Mllib: ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืื™ืŸ ืึทืคึผืึทื˜ืฉื™ ืึธื ืฆื™ื ื“ืŸ // ื“ืขืจ ื–ืฉื•ืจื ืึทืœ ืคื•ืŸ ืžืึทืฉื™ืŸ ืœืขืจื ืขืŸ ืคืึธืจืฉื•ื ื’. โ€“ 2016. โ€“ ื˜. 17. โ€“ ื ื™ื™ืŸ. 1. โ€“ ื–ื– 1235-1241.

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