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hmmsim - ืžืงื•ื•ืŸ ื‘ืขื ืŸ

ื”ืคืขืœ ืืช hmmsim ื‘ืกืคืง ืื™ืจื•ื— ื—ื™ื ืžื™ ืฉืœ OnWorks ืขืœ ืื•ื‘ื•ื ื˜ื• ืื•ื ืœื™ื™ืŸ, ืคื“ื•ืจื” ืื•ื ืœื™ื™ืŸ, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ื–ื•ื”ื™ ื”ืคืงื•ื“ื” hmmsim ืฉื ื™ืชืŸ ืœื”ืคืขื™ืœ ื‘ืกืคืง ื”ืื™ืจื•ื— ื”ื—ื™ื ืžื™ ืฉืœ OnWorks ื‘ืืžืฆืขื•ืช ืื—ืช ืžืชื—ื ื•ืช ื”ืขื‘ื•ื“ื” ื”ืžืงื•ื•ื ื•ืช ื”ืžืจื•ื‘ื•ืช ืฉืœื ื•, ื›ื’ื•ืŸ Ubuntu Online, Fedora Online, ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ Windows ืื• ืืžื•ืœื˜ื•ืจ ืžืงื•ื•ืŸ ืฉืœ MAC OS

ืชึธื›ึฐื ึดื™ืช:

ืฉืึตื


hmmsim - ืื™ืกื•ืฃ ื”ืชืคืœื’ื•ืช ื ื™ืงื•ื“ ืขืœ ืจืฆืคื™ื ืืงืจืื™ื™ื

ืชึทืงืฆึดื™ืจ


ื”ืžืžืกื™ื [ืืคืฉืจื•ื™ื•ืช]

ืชื™ืื•ืจ


ืืœ ื”ืื ื™ ื”ืžืžืกื™ื ื”ืชื•ื›ื ื™ืช ืžื™ื™ืฆืจืช ืจืฆืคื™ื ืืงืจืื™ื™ื, ืžื“ืจื’ืช ืื•ืชื ืขื ื”ืžื•ื“ืœ/ื™ื ,
ื•ืžื•ืฆื™ื ืกื•ื’ื™ื ืฉื•ื ื™ื ืฉืœ ื”ื™ืกื˜ื•ื’ืจืžื•ืช, ืขืœื™ืœื•ืช ื•ื”ืชืคืœื’ื•ืช ืžื•ืชืืžื•ืช ืขื‘ื•ืจ ื”ืžืชืงื‘ืœ
ืฆื™ื•ื ื™ื.

ื”ืžืžืกื™ื ืื™ื ื• ื—ืœืง ืžื™ื™ื ืกื˜ืจื™ื ื‘ื—ื‘ื™ืœืช HMMER. ืœืจื•ื‘ ื”ืžืฉืชืžืฉื™ื ืœื ืชื”ื™ื” ืกื™ื‘ื” ืœื›ืš
ืชืฉืชืžืฉ ื‘ื–ื”. ื”ื•ื ืžืฉืžืฉ ืœืคื™ืชื•ื— ื•ื‘ื“ื™ืงืช ื”ืฉื™ื˜ื•ืช ื”ืกื˜ื˜ื™ืกื˜ื™ื•ืช ื”ืžืฉืžืฉื•ืช ืœืงื‘ื™ืขืช ืขืจื›ื™ P
ื•ืขืจื›ื™ E ื‘-HMMER3. ืœื“ื•ื’ืžื”, ื”ื•ื ืฉื™ืžืฉ ืœื™ืฆื™ืจืช ืจื•ื‘ ื”ืชื•ืฆืื•ืช ื‘-2008
ืžืืžืจ ืขืœ ืกื˜ื˜ื™ืกื˜ื™ืงืช ื”ื™ื™ืฉื•ืจ ื”ืžืงื•ืžื™ืช ืฉืœ H3 (PLoS Comp Bio 4:e1000069, 2008;
http://www.ploscompbiol.org/doi/pcbi.1000069).

ืžื›ื™ื•ื•ืŸ ืฉืžื“ื•ื‘ืจ ื‘ืžื‘ื—ืŸ ืžื—ืงืจ, ืืœ ืชืฆืคื• ืฉื”ื•ื ื™ื”ื™ื” ื—ื–ืง ื›ืžื• ืื—ืจื™ื
ืชื•ื›ื ื™ื•ืช ื‘ื—ื‘ื™ืœื”. ืœื“ื•ื’ืžื”, ืืคืฉืจื•ื™ื•ืช ืขืฉื•ื™ื•ืช ืœืงื™ื™ื ืื™ื ื˜ืจืืงืฆื™ื” ื‘ื“ืจื›ื™ื ืžื•ื–ืจื•ืช; ืื ื—ื ื• ืœื
ื ื‘ื“ืง ื•ืœื ื ื™ืกื” ืœืฆืคื•ืช ืืช ื›ืœ ื”ืฉื™ืœื•ื‘ื™ื ื”ืืคืฉืจื™ื™ื ื”ืฉื•ื ื™ื.

ื”ืžืฉื™ืžื” ื”ืขื™ืงืจื™ืช ื”ื™ื ืœื”ืชืื™ื ื”ืชืคืœื’ื•ืช ืกื‘ื™ืจื•ืช ืžืงืกื™ืžืœื™ืช ืฉืœ Gumbel ืœืฆื™ื•ื ื™ Viterbi ืื•
ืกื‘ื™ืจื•ืช ืžืงืกื™ืžืœื™ืช ื–ื ื‘ ืืงืกืคื•ื ื ืฆื™ืืœื™ ืœืฆื™ื•ื ื™ Forward ื‘ืขืœื™ ื ื™ืงื•ื“ ื’ื‘ื•ื”, ื•ืœื‘ื“ื•ืง ืฉืืœื•
ื”ืชืคืœื’ื•ืช ืžื•ืชืืžื•ืช ืžืฆื™ื™ืชื•ืช ืœื”ืฉืขืจื” ืฉืœืžื‘ื“ื” ~ log_2 ืขื‘ื•ืจ ืฉื ื™ ื”-Viterbi Gumbel
ื•ื”ื–ื ื‘ ื”ืืงืกืคื•ื ื ืฆื™ืืœื™ ืงื“ื™ืžื”.

ื”ืคืœื˜ ื”ื•ื ื˜ื‘ืœืช ืžืกืคืจื™ื, ืฉื•ืจื” ืื—ืช ืœื›ืœ ื“ื’ื. ืืจื‘ืข ื”ืชืืžื•ืช ืคืจืžื˜ืจื™ื•ืช ืฉื•ื ื•ืช
ืœื ืชื•ื ื™ ื”ืฆื™ื•ืŸ ื ื‘ื“ืงื™ื: (1) ื”ืกื‘ื™ืจื•ืช ื”ืžืงืกื™ืžืœื™ืช ืžืชืื™ืžื” ื”ืŸ ืœืžื™ืงื•ื (mu/tau) ื•ื”ืŸ
ืคืจืžื˜ืจื™ื ืฉืœ ืฉื™ืคื•ืข (ืœืžื‘ื“ื”); (2) ื‘ื”ื ื—ื” ืฉืœ lambda=log_2, ื”ืชืืžื” ืžืงืกื™ืžืœื™ืช ืœ-
ืคืจืžื˜ืจ ืžื™ืงื•ื ื‘ืœื‘ื“; (3) ื–ื”ื” ืื‘ืœ ื‘ื”ื ื—ื” ืฉืœ ืœืžื‘ื“ื” ืžืชื•ืงื ืช ืงืฆื”, ื‘ืืžืฆืขื•ืช ื–ืจื
ื ื”ืœื™ื ื‘-H3 [Edy, 2008]; ื•ื›ืŸ (4) ืฉื™ืžื•ืฉ ื‘ืฉื ื™ ื”ืคืจืžื˜ืจื™ื ืฉื ืงื‘ืขื• ืขืœ ื™ื“ื™ ื”ื–ืจื ืฉืœ H3
ื ื”ืœื™ื. ื”ืกื˜ื˜ื™ืกื˜ื™ืงื” ื”ืคืฉื•ื˜ื”, ื”ืžื”ื™ืจื” ื•ื”ืžืœื•ื›ืœื›ืช ื”ืกื˜ื ื“ืจื˜ื™ืช ืœื”ืชืืžื” ื˜ื•ื‘ื” ื”ื™ื 'E@10',
ื”ืขืจืš ื”-E ื”ืžื—ื•ืฉื‘ ืฉืœ ื”ืœื”ื™ื˜ ื”ืžื“ื•ืจื’ ื‘ืžืงื•ื ื”-10, ืฉืื ื• ืžืฆืคื™ื ืฉื™ื”ื™ื” ื‘ืขืจืš 10.

ื‘ืคื™ืจื•ื˜, ื”ืขืžื•ื“ื•ืช ืฉืœ ื”ืคืœื˜ ื”ืŸ:

ืฉื ืฉื ื”ื“ื’ื.

ื–ื ื‘ ื—ืœืง ืžื”ืฆื™ื•ื ื™ื ื”ื’ื‘ื•ื”ื™ื ื‘ื™ื•ืชืจ ืฉืฉื™ืžืฉื• ืœื”ืชืื™ื ืœื”ืชืคืœื’ื•ืช. ืขื‘ื•ืจ Viterbi, MSV ื•
ืฆื™ื•ื ื™ื ื”ื™ื‘ืจื™ื“ื™ื™ื, ื–ื” ื›ื‘ืจื™ืจืช ืžื—ื“ืœ ืœ-1.0 (ื”ืชืคืœื’ื•ืช Gumbel ืžื•ืชืืžืช ืœื›ืœ
ื ืชื•ื ื™ื). ืขื‘ื•ืจ ืฆื™ื•ื ื™ ืงื“ื™ืžื”, ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.02 (ื–ื ื‘ ืืงืกืคื•ื ื ืฆื™ืืœื™ ืžืชืื™ื
ื”ืฆื™ื•ื ื™ื ื”ื’ื‘ื•ื”ื™ื ื‘ื™ื•ืชืจ ืฉืœ 2%).

mu/tau ืคืจืžื˜ืจ ืžื™ืงื•ื ืœื”ืชืืžื” ื”ืžืจื‘ื™ืช ืฉืœ ื”ืกื‘ื™ืจื•ืช ืœื ืชื•ื ื™ื.

ืœืžื‘ื“ื” ืคืจืžื˜ืจ ืฉื™ืคื•ืข ืœื”ืชืืžื” ื”ืžืจื‘ื™ืช ืฉืœ ื”ืกื‘ื™ืจื•ืช ืœื ืชื•ื ื™ื.

E@10 ื”-E-value ืžื—ื•ืฉื‘ ืขื‘ื•ืจ ื”ืฆื™ื•ืŸ ื”ื’ื‘ื•ื” ื‘ื“ื™ืจื•ื’ ื”-10 ('E@10') ื‘ืืžืฆืขื•ืช ML mu/tau
ื•ืœืžื‘ื“ื”. ื‘ื”ื’ื“ืจื”, ื–ื” ืฆืคื•ื™ ืœื”ื™ื•ืช ื‘ืขืจืš 10, ืื ื”ืขืจื›ืช E-value ื”ื™ื™ืชื”
ืžื“ื•ื™ืง.

mufix ืคืจืžื˜ืจ ืžื™ืงื•ื, ืœื”ืชืืžื” ืžืงืกื™ืžืœื™ืช ืฉืœ ืกื‘ื™ืจื•ืช ืขื ืฉื™ืคื•ืข ื™ื“ื•ืข (ืงื‘ื•ืข).
ืคืจืžื˜ืจ ืœืžื‘ื“ื” ืฉืœ log_2 (0.693).

E@10fix
ื”-E-value ืžื—ื•ืฉื‘ ืขื‘ื•ืจ ื”ืฆื™ื•ืŸ ื”ืžื“ื•ืจื’ 10 ื‘ืืžืฆืขื•ืช mufix ื•ื”ืฆืคื•ื™
lambda = log_2 = 0.693.

mufix2 ืคืจืžื˜ืจ ืžื™ืงื•ื, ืœื”ืชืืžื” ืžืงืกื™ืžืœื™ืช ืฉืœ ืกื‘ื™ืจื•ืช ืขื ืืคืงื˜-ืงืฆื” ืžืชื•ืงืŸ
ืœืžื‘ื“ื”.

E@10fix2
ื”-E-value ืžื—ื•ืฉื‘ ืขื‘ื•ืจ ื”ืฆื™ื•ืŸ ื”ืžื“ื•ืจื’ 10 ื‘ืืžืฆืขื•ืช mufix2 ื•- edge-effect-
ืœืžื‘ื“ื” ืžืชื•ืงื ืช.

pmu ืคืจืžื˜ืจ ืžื™ืงื•ื ื›ืคื™ ืฉื ืงื‘ืข ืขืœ ื™ื“ื™ ื ื”ืœื™ ื”ืื•ืžื“ืŸ ืฉืœ H3.

ืคืœืžื‘ื“ื”
ืคืจืžื˜ืจ ืฉื™ืคื•ืข ื›ืคื™ ืฉื ืงื‘ืข ืขืœ ื™ื“ื™ ื ื”ืœื™ ื”ืื•ืžื“ืŸ ืฉืœ H3.

pE@10 ื”-E-value ืžื—ื•ืฉื‘ ืขื‘ื•ืจ ื”ืฆื™ื•ืŸ ื”ืžื“ื•ืจื’ 10 ื‘ืืžืฆืขื•ืช pmu, plambda.

ื‘ืกื•ืฃ ื˜ื‘ืœื” ื–ื• ืžื•ื“ืคืกืช ืฉื•ืจื” ื ื•ืกืคืช, ื”ืžืชื—ื™ืœื” ื‘-# ื•ืžืกื›ืžืช ืืช ื”-
ื–ืžืŸ CPU ื”ื›ื•ืœืœ ื‘ืฉื™ืžื•ืฉ ืขืœ ื™ื“ื™ ื”ืกื™ืžื•ืœืฆื™ื•ืช.

ื—ืœืง ืžืงื‘ืฆื™ ื”ืคืœื˜ ื”ืื•ืคืฆื™ื•ื ืœื™ื™ื ื”ื ื‘ืคื•ืจืžื˜ xmgrace xy. xmgrace ื”ื•ื ืจื‘ ืขื•ืฆืžื” ื•ื‘ื—ื•ืคืฉื™ื•ืช
ืชื•ื›ื ื” ื–ืžื™ื ื” ืœืฉืจื˜ื•ื˜ ื’ืจืคื™ื.

ืฉื•ื ื•ืช ืืคืฉืจื•ื™ื•ืช


-h ืขึถื–ืจึธื”; ื”ื“ืคืก ืชื–ื›ื•ืจืช ืงืฆืจื” ืœื’ื‘ื™ ื”ืฉื™ืžื•ืฉ ื‘ืฉื•ืจืช ื”ืคืงื•ื“ื” ื•ื›ืœ ื”ืืคืฉืจื•ื™ื•ืช ื”ื–ืžื™ื ื•ืช.

-a ืืกื•ืฃ ื ืชื•ื ื™ื ืกื˜ื˜ื™ืกื˜ื™ื™ื ืฆืคื•ื™ื™ื ืฉืœ ืื•ืจืš ื™ื™ืฉื•ืจ Viterbi ืžื›ืœ ืจืฆืฃ ืžื“ื•ืžื”.
ื–ื” ืขื•ื‘ื“ ืจืง ืขื ืฆื™ื•ื ื™ Viterbi (ื‘ืจื™ืจืช ื”ืžื—ื“ืœ; ืจืื” --vit). ืฉื ื™ื™ื ื ื•ืกืคื™ื
ืฉื“ื•ืช ืžื•ื“ืคืกื™ื ื‘ื˜ื‘ืœืช ื”ืคืœื˜ ืขื‘ื•ืจ ื›ืœ ื“ื’ื: ื”ืื•ืจืš ื”ืžืžื•ืฆืข ืฉืœ Viterbi
ื™ื™ืฉื•ืจื™ื, ื•ืกื˜ื™ื™ืช ื”ืชืงืŸ.

-v (ืžึดืœื•ึผืœึดื™). ื”ื“ืคืก ื’ื ืืช ื”ืฆื™ื•ื ื™ื, ื ื™ืงื•ื“ ืื—ื“ ื‘ื›ืœ ืฉื•ืจื”.

-L ื”ื’ื“ืจ ืืช ืื•ืจืš ื”ืจืฆืคื™ื ืฉื ื“ื’ืžื• ื‘ืืงืจืื™ (ืœื ื”ื•ืžื•ืœื•ื’ื™ื™ื) ืœ . ื”
ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 100.

-N ื”ื’ื“ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ืฉื ื“ื’ืžื• ื‘ืื•ืคืŸ ืืงืจืื™ ืœ . ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 1000.

--ืžืคื™ ื”ืคืขืœ ื‘ืžืฆื‘ MPI ืžืงื‘ื™ืœ, ืชื—ืช ืžืคื™ืจื•ืŸ. ื–ื” ืžืงื‘ื™ืœ ื‘ืจืžืช ื”ืฉืœื™ื—ื”
ืคืจื•ืคื™ืœ ืื—ื“ ื‘ื›ืœ ืคืขื ืœืชื”ืœื™ืš ืขื•ื‘ื“ ืฉืœ MPI, ื›ืš ืฉื”ืงื‘ืœื” ืขื•ื–ืจืช ืจืง ืื
ื™ืฉ ืœืš ื™ื•ืชืจ ืžืคืจื•ืคื™ืœ ืื—ื“ ื‘- , ื•ืืชื” ืจื•ืฆื” ืฉื™ื”ื™ื” ืœืš ืœืคื—ื•ืช ื›ืžื•
ืคืจื•ืคื™ืœื™ื ืจื‘ื™ื ื›ืชื”ืœื™ื›ื™ ืขื•ื‘ื“ MPI. (ื–ืžื™ืŸ ืจืง ืื ื”ื™ื™ืชื” ืชืžื™ื›ืช MPI ืื•ืคืฆื™ื•ื ืœื™ืช
ืžื•ืคืขืœ ื‘ื–ืžืŸ ื”ื”ื™ื“ื•ืจ.)

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืชืคื•ืงื”


-o ืฉืžื•ืจ ืืช ื˜ื‘ืœืช ื”ืคืœื˜ ื”ืจืืฉื™ืช ืœืงื•ื‘ืฅ ื‘ืžืงื•ื ืœืฉืœื•ื— ืื•ืชื• ืœ-stdout.

--ืงื•ื‘ืฅ
ื‘ืขืช ืื™ืกื•ืฃ ืกื˜ื˜ื™ืกื˜ื™ืงื•ืช ื™ื™ืฉื•ืจ Viterbi (ื” -a ืืคืฉืจื•ืช), ืขื‘ื•ืจ ื›ืœ ื“ื’ื™ืžื”
ืจืฆืฃ, ืคืœื˜ ืฉื ื™ ืฉื“ื•ืช ื‘ื›ืœ ืฉื•ืจื” ืœืงื•ื‘ืฅ : ืื•ืจืš ื”ืื•ืคื˜ื™ืžืœื™
ื™ื™ืฉื•ืจ, ื•ืฆื™ื•ืŸ ื”ืกื™ื‘ื™ื•ืช ืฉืœ Viterbi. ื“ื•ืจืฉ ื›ื™ ื” -a ื ืขืฉื” ืฉื™ืžื•ืฉ ื’ื ื‘ืื•ืคืฆื™ื”.

--efile
ืคืœื˜ ืขืœื™ืœื” ืฉืœ ื“ื™ืจื•ื’ ืœืขื•ืžืช E-value ื‘ืคื•ืจืžื˜ XMGRACE xy ืœืงื•ื‘ืฅ . ืฆื™ืจ ื”-x ื”ื•ื ื”
ื“ืจื’ื” ืฉืœ ืจืฆืฃ ื–ื”, ืžื”ืฆื™ื•ืŸ ื”ื’ื‘ื•ื” ื‘ื™ื•ืชืจ ืœื ืžื•ืš ื‘ื™ื•ืชืจ; ืฆื™ืจ ื”-y ื”ื•ื ืขืจืš ื”-E
ืžื—ื•ืฉื‘ ืขื‘ื•ืจ ืจืฆืฃ ื–ื”. ืขืจื›ื™ E ืžื—ื•ืฉื‘ื™ื ื‘ืืžืฆืขื•ืช ื ื•ื”ืœื™ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืฉืœ H3
(ื›ืœื•ืžืจ ื”ืคืจืžื˜ืจื™ื ืฉืœ pmu, ืคืœืžื‘ื“ื” ื‘ื˜ื‘ืœืช ื”ืคืœื˜). ืืชื” ืžืฆืคื” ืœื”ืชืืžื” ื’ืกื”
ื‘ื™ืŸ ื“ืจื’ื” ืœ-E-value ืื ืขืจื›ื™ E ื ืืžื“ื™ื ื‘ืžื“ื•ื™ืง.

--file
ืคืœื˜ ืงื•ื‘ืฅ "ื›ื•ื— ืžืกื ืŸ" ืœ : ืขื‘ื•ืจ ื›ืœ ื“ื’ื, ืฉื•ืจื” ืขื ืฉืœื•ืฉื” ืฉื“ื•ืช:
ืฉื ื”ื“ื’ื, ืžืกืคืจ ื”ืจืฆืคื™ื ื”ืขื•ื‘ืจื™ื ืืช ืกืฃ ืขืจืš ื”-P ื•ืฉื‘ืจื™ืจ ืฉืœ
ืจืฆืคื™ื ื”ืขื•ื‘ืจื™ื ืืช ืกืฃ ืขืจืš P. ืœึดืจึฐืื•ึนืช --ืคื˜ืจืฉ ืœื”ื’ื“ืจืช ืขืจืš P
ืกืฃ, ืฉื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื•ื 0.02 (ืกืฃ ืžืกื ืŸ MSV ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื‘-H3). ื”-P-
ื”ืขืจื›ื™ื ื”ื ื›ืคื™ ืฉื ืงื‘ืขื• ืขืœ ื™ื“ื™ ื ื•ื”ืœื™ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืฉืœ H3 (ื”ืคืจืžื˜ืจื™ื pmu,plambda ื‘
ื˜ื‘ืœืช ื”ืคืœื˜). ืื ื”ื›ืœ ื‘ืกื“ืจ, ืืชื” ืžืฆืคื” ืœืจืื•ืช ื›ื•ื— ืคื™ืœื˜ืจ ืฉื•ื•ื” ืœ-
ื”ื’ื“ืจืช ืขืจืš P ื—ื–ื•ื™ ืฉืœ ื”ืกืฃ.

--pfile
ืคืœื˜ ื—ืœืงื•ืช ื”ื™ืฉืจื“ื•ืช ืžืฆื˜ื‘ืจื•ืช (P(S>x)) ืœืงื•ื‘ืฅ ื‘ืคื•ืจืžื˜ XMGRACE xy. ืฉื
ื”ืŸ ืฉืœื•ืฉ ื—ืœืงื•ืช: (1) ื”ืชืคืœื’ื•ืช ื”ื ื™ืงื•ื“ ื”ื ืฆืคื”; (2) ื”ืกื‘ื™ืจื•ืช ื”ืžืงืกื™ืžืœื™ืช
ื—ืœื•ืงื” ืžืฆื•ื™ื“ืช; (3) ื”ืชืืžื” ืฉืœ ืกื‘ื™ืจื•ืช ืžืงืกื™ืžืœื™ืช ืœืคืจืžื˜ืจ ื”ืžื™ืงื•ื
(ืžื•/ื˜ืื•) ืชื•ืš ื›ื“ื™
ื‘ื”ื ื—ื” ืฉืœ lambda=log_2.

--xfile
ืคืœื˜ ืืช ืฆื™ื•ื ื™ ื”ืกื™ื‘ื™ื•ืช ื›ืžืขืจืš ื‘ื™ื ืืจื™ ืฉืœ ืฆืคื™ื ื‘ืขืœื™ ื“ื™ื•ืง ื›ืคื•ืœ (8 ื‘ืชื™ื ืœื›ืœ
ืฆื™ื•ืŸ) ืœืงื•ื‘ืฅ . ืชื•ื›ื ื™ื•ืช ื›ืžื• Easel's esl-histplot ื™ื›ื•ืœ ืœืงืจื•ื ืงื‘ืฆื™ื ื‘ื™ื ืืจื™ื™ื ื›ืืœื”.
ื–ื” ืฉื™ืžื•ืฉื™ ื‘ืขืช ื™ืฆื™ืจืช ื’ื“ืœื™ ืžื“ื’ื ื’ื“ื•ืœื™ื ื‘ืžื™ื•ื—ื“.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ื“ื’ื ืชึฐืฆื•ึผืจึธื” (ืžืฆื‘)


H3 ืžืฉืชืžืฉ ืจืง ื‘ื™ื™ืฉื•ืจ ืžืงื•ืžื™ multihit ( --fs ืžืฆื‘), ื•ื›ืืŸ ืื ื• ืžืืžื™ื ื™ื ืฉื”
ื”ืชืืžื•ืช ืกื˜ื˜ื™ืกื˜ื™ื•ืช. ืฆื™ื•ื ื™ ื”ื™ื™ืฉื•ืจ ื”ืžืงื•ืžื™ ืฉืœ Unihit (Smith/Waterman; -- sw ืžืฆื‘) ื’ื ืœืฆื™ื™ืช ืฉืœื ื•
ื”ืฉืขืจื•ืช ืกื˜ื˜ื™ืกื˜ื™ื•ืช. ื ืชื•ื ื™ื ืกื˜ื˜ื™ืกื˜ื™ื™ื ืฉืœ ื™ื™ืฉื•ืจ ื’ืœื•ื‘ืœื™ (ืื• multihit ืื• unihit).
ืขื“ื™ื™ืŸ ืœื ืžื•ื‘ืŸ ืžืกืคื™ืง ื•ืœื ืžื•ืชืื ื›ืจืื•ื™.

--fs ืืกื•ืฃ ืฆื™ื•ื ื™ ื™ื™ืฉื•ืจ ืžืงื•ืžื™ื™ื ืžืจื•ื‘ื™-ื”ื™ื˜ื™ื. ื–ื•ื”ื™ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ. ื™ื™ืฉื•ืจ ื›ืžื•
'ืžืฆื‘ ื—ื™ืคื•ืฉ ืงื˜ืข'.

-- sw ืืกื•ืฃ ืฆื™ื•ื ื™ ื™ื™ืฉื•ืจ ืžืงื•ืžื™ื™ื ืฉืœ unihit. ืžืฆื‘ H3 J ืžื•ืฉื‘ืช. ื™ื™ืฉื•ืจ ื›ืžื•
'ืžืฆื‘ ื—ื™ืคื•ืฉ ืกืžื™ืช'/ื•ื•ื˜ืจืžืŸ'.

--ls ืืกื•ืฃ ืฆื™ื•ื ื™ ื™ื™ืฉื•ืจ ื’ืœื•ืงืœื™ ืžืจื•ื‘ื™-ื”ื™ื˜ื™ื. ื‘ื™ื™ืฉื•ืจ ื’ืœื•ื‘ืœื™ (ื’ืœื•ื‘ืœื™/ืžืงื•ืžื™), ื”
ื”ืžื•ื“ืœ ื›ื•ืœื• ื—ื™ื™ื‘ ืœื”ืชื™ื™ืฉืจ, ืœืจืฆืฃ ืฉืœ ื”ื™ืขื“. ื”ื›ื ื™ืกื”/ื™ืฆื™ืื” ื”ืžืงื•ืžื™ืช ืฉืœ H3
ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืžืขื‘ืจ ืžื•ืฉื‘ืชื•ืช. 'ls' ืžื’ื™ืข ืžื”ื”ื™ืกื˜ื•ืจื™ื” ืฉืœ HMMER2
ื˜ืจืžื™ื ื•ืœื•ื’ื™ื” ืœื™ื™ืฉื•ืจ ืžืงื•ืžื™ ืจื‘-ืžื’ื™ืข ื›'ืžืฆื‘ ื—ื™ืคื•ืฉ ืžืงื•ืžื™'.

--ืฉ ืืกื•ืฃ ืฆื™ื•ื ื™ ื™ื™ืฉื•ืจ ื’ืœื•ืงืœื™ unihit. ื’ื ืžื“ื™ื ืช H3 J ื•ื’ื ื›ื ื™ืกื”/ื™ืฆื™ืื” ืžืงื•ืžื™ืช
ื”ืกืชื‘ืจื•ื™ื•ืช ื”ืžืขื‘ืจ ืžื•ืฉื‘ืชื•ืช. 's' ืžื’ื™ืข ืžื”ื”ื™ืกื˜ื•ืจื™ื” ืฉืœ HMMER2
ื˜ืจืžื™ื ื•ืœื•ื’ื™ื” ืœื™ื™ืฉื•ืจ ื’ืœื•ืงืœื™ unihit.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืžึฐื ึดื™ึธื” ืึทืœื’ื•ึนืจึดื™ืชึฐื


--vit ืืกื•ืฃ ืฆื™ื•ื ื™ ื™ื™ืฉื•ืจ ืกื‘ื™ืจื•ืช ืžืงืกื™ืžืœื™ืช ืฉืœ Viterbi. ื–ื•ื”ื™ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ.

--fwd ืืกื•ืฃ ืฆื™ื•ื ื™ ื”ืกื‘ื™ืจื•ืช ืฉืœ ื™ื•ืžืŸ ื”ืกื™ื›ื•ื™ื™ื ืงื“ื™ืžื”, ื”ืžืกื•ื›ืžื™ื ืขืœ ืคื ื™ ืื ืกืžื‘ืœ ื™ื™ืฉื•ืจ.

--ื”ื™ื‘ ืืกื•ืฃ ืฆื™ื•ื ื™ื 'ื”ื™ื‘ืจื™ื“ื™ื™ื', ื›ืคื™ ืฉืžืชื•ืืจ ื‘ืžืืžืจื™ื ืฉืœ ื™ื• ื•ื”ื•ื•ื (ืœืžืฉืœ,
ื‘ื™ื•ืื™ื ืคื•ืจืžื˜ื™ืงื” 18:864, 2002). ืืœื” ื›ื•ืœืœื™ื ื—ื™ืฉื•ื‘ ืžื˜ืจื™ืฆืช ืงื“ื™ืžื” ื•ืœืงื—ืช
ืขืจืš ื”ืชื ื”ืžืงืกื™ืžืœื™. ื”ืžืกืคืจ ืขืฆืžื• ื—ืกืจ ืžื•ื˜ื™ื‘ืฆื™ื” ืกื˜ื˜ื™ืกื˜ื™ืช,
ืื‘ืœ ื”ื”ืชืคืœื’ื•ืช ืฆืคื•ื™ื” ืœื”ื™ื•ืช ื”ืชืคืœื’ื•ืช ืขืจื›ื™ืช ืžื ื•ื”ืœืช ื”ื™ื˜ื‘
(ื’ืžื‘ืœ).

--msv ืืกื•ืฃ ืฆื™ื•ื ื™ MSV (ืžืจื•ื‘ื™ื ืžืงื˜ืข Viterbi ืœื ืžืื•ื’ื“), ืชื•ืš ืฉื™ืžื•ืฉ ื‘-main ืฉืœ H3
ื”ื™ื•ืจื™ืกื˜ื™ืช ืชืื•ืฆื”.

--ืžึธื”ึดื™ืจ ืขื‘ื•ืจ ื›ืœ ืื—ืช ืžื”ืืคืฉืจื•ื™ื•ืช ืœืขื™ืœ, ื”ืฉืชืžืฉ ื‘ื™ื™ืฉื•ื ื”ื™ื™ืฆื•ืจ ื”ืื•ืคื˜ื™ืžืœื™ ืฉืœ H3 (ื‘ืืžืฆืขื•ืช
ื•ืงื˜ื•ืจื™ื–ืฆื™ื” ืฉืœ SIMD). ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืœื”ืฉืชืžืฉ ื‘ื™ื™ืฉื•ืžื™ื ืœื”ืงืจื™ื‘ ืžืขื˜
ื›ืžื•ืช ืฉืœ ื“ื™ื•ืง ืžืกืคืจื™. ื–ื” ื™ื›ื•ืœ ืœื”ื›ื ื™ืก ืจืขืฉ ืžื‘ืœื‘ืœ
ืกื™ืžื•ืœืฆื™ื•ืช ืกื˜ื˜ื™ืกื˜ื™ื•ืช ื•ื”ืชืืžื•ืช, ืื– ื›ืฉืื“ื ืžื•ื“ืื’ ื‘ืžื™ื•ื—ื“ ืœื’ื‘ื™ ื”ืžื“ื•ื™ืง
ืคืจื˜ื™ื, ืขื“ื™ืฃ ืœื”ื™ื•ืช ืžืกื•ื’ืœ ืœื”ื‘ื™ื ืืช ืžืงื•ืจ ื”ืจืขืฉ ื”ื–ื” ื”ื—ื•ืฆื”.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” ืžึฐืฆื•ึผื™ึธื“ ื–ึธื ึธื‘ ื”ืžื•ื ื™ื ืขื‘ื•ืจ ืงึธื“ึดื™ืžึธื”


ื‘ื ื™ืกื•ื™ื™ื ืžืกื•ื™ืžื™ื, ื”ื™ื” ืฉื™ืžื•ืฉื™ ืœื”ืชืื™ื ืฆื™ื•ื ื™ Forward ืœืžื’ื•ื•ืŸ ืฉืœ ื–ื ื‘ื•ืช ืฉื•ื ื™ื
ื”ืžื•ื ื™ื, ื•ืœื ืจืง ืื—ื“. ืืคืฉืจื•ื™ื•ืช ืืœื” ืžืกืคืงื•ืช ืžื ื’ื ื•ืŸ ืœื”ืชืืžื” ืฉื•ื•ื” ืฉืœ
ื˜ื•ื•ื— ืžืจื•ื•ื— ืฉืœ ืžืกื•ืช ื–ื ื‘ ืฉื•ื ื•ืช. ืขื‘ื•ืจ ื›ืœ ืžืกืช ื–ื ื‘ ืฉื•ื ื” ื ื•ืฆืจ ืงื•
ื‘ืคืœื˜.

--tmin
ื”ื’ื“ืจ ืืช ื”ื’ื‘ื•ืœ ื”ืชื—ืชื•ืŸ ืขืœ ื—ืœื•ืงืช ืžืกืช ื”ื–ื ื‘. (ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.02 ืขื‘ื•ืจ ื”
ืžืกืช ื–ื ื‘ ื‘ื•ื“ื“ ื”ืžื•ื’ื“ืจ ื›ื‘ืจื™ืจืช ืžื—ื“ืœ.)

--tmax
ื”ื’ื“ืจ ืืช ื”ื’ื‘ื•ืœ ื”ืขืœื™ื•ืŸ ืขืœ ื—ืœื•ืงืช ืžืกืช ื”ื–ื ื‘. (ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.02 ืขื‘ื•ืจ ื”
ืžืกืช ื–ื ื‘ ื‘ื•ื“ื“ ื”ืžื•ื’ื“ืจ ื›ื‘ืจื™ืจืช ืžื—ื“ืœ.)

--tpoints
ื”ื’ื“ืจ ืืช ืžืกืคืจ ืžืกื•ืช ื”ื–ื ื‘ ืœื“ื’ื™ืžื”, ื”ื—ืœ ืž --tmin ื•ืžืกืชื™ื™ื ื‘ --tmax.
(ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 1, ืขื‘ื•ืจ ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืฉืœ ืžืกืช ื–ื ื‘ ื‘ื•ื“ื“ ืฉืœ 0.02).

--ืœื™ื ื™ืืจื™
ื“ื’ื•ื ืžื’ื•ื•ืŸ ืฉืœ ืžืกื•ืช ื–ื ื‘ ืขื ืžืจื•ื•ื— ืœื™ื ื™ืืจื™ ืื—ื™ื“. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืœื”ืฉืชืžืฉ
ืžืจื•ื•ื— ืœื•ื’ืจื™ืชืžื™ ืื—ื™ื“.

ืืคืฉืจื•ื™ื•ืช ืฉืœื™ื˜ื” H3 ืคืจืžื˜ืจ ืื•ึผืžื“ึธืŸ ืฉื™ื˜ื•ืช


H3 ืžืฉืชืžืฉ ื‘ืฉืœื•ืฉ ืกื™ืžื•ืœืฆื™ื•ืช ืงืฆืจื•ืช ืฉืœ ืจืฆืฃ ืืงืจืื™ื•ืช ื›ื“ื™ ืœื”ืขืจื™ืš ืืช ืคืจืžื˜ืจื™ ื”ืžื™ืงื•ื ืขื‘ื•ืจื
ื”ืชืคืœื’ื•ืช ื”ืฆื™ื•ื ื™ื ื”ืฆืคื•ื™ื” ืขื‘ื•ืจ ืฆื™ื•ื ื™ MSV, ืฆื™ื•ื ื™ Viterbi ื•ืฆื™ื•ื ื™ Forward. ืืœื”
ืืคืฉืจื•ื™ื•ืช ืžืืคืฉืจื•ืช ืœืฉื ื•ืช ืกื™ืžื•ืœืฆื™ื•ืช ืืœื•.

--EmL
ืžื’ื“ื™ืจ ืืช ืื•ืจืš ื”ืจืฆืฃ ื‘ืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ืคืจืžื˜ืจ ื”ืžื™ืงื•ื mu ืขื‘ื•ืจ
ืขืจื›ื™ MSV E. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 200.

--EmN
ืžื’ื“ื™ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ื‘ืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ืคืจืžื˜ืจ ื”ืžื™ืงื•ื mu
ืขื‘ื•ืจ ืขืจื›ื™ MSV E. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 200.

--EvL
ืžื’ื“ื™ืจ ืืช ืื•ืจืš ื”ืจืฆืฃ ื‘ืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ืคืจืžื˜ืจ ื”ืžื™ืงื•ื mu ืขื‘ื•ืจ
Viterbi E-values. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 200.

--EvN
ืžื’ื“ื™ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ื‘ืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ืคืจืžื˜ืจ ื”ืžื™ืงื•ื mu
ืขื‘ื•ืจ ืขืจื›ื™ Viterbi E. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 200.

--EfL
ืžื’ื“ื™ืจ ืืช ืื•ืจืš ื”ืจืฆืฃ ื‘ืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ืคืจืžื˜ืจ ื”ืžื™ืงื•ื tau
ืขื‘ื•ืจ Forward E-values. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 100.

--EfN
ืžื’ื“ื™ืจ ืืช ืžืกืคืจ ื”ืจืฆืคื™ื ื‘ืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ืคืจืžื˜ืจ ื”ืžื™ืงื•ื
tau ืขื‘ื•ืจ Forward E-values. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 200.

--Eft
ืžื’ื“ื™ืจ ืืช ื—ืœืง ืžืกืช ื”ื–ื ื‘ ื›ืš ืฉื™ืชืื™ื ืœืกื™ืžื•ืœืฆื™ื” ืฉืžืขืจื™ื›ื” ืืช ื”ืžื™ืงื•ื
ืคืจืžื˜ืจ tau ืขื‘ื•ืจ ื”ืขืจื›ื•ืช ืงื“ื™ืžื”. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.04.

ืคื™ืชืจื•ืŸ ืืคืฉืจื•ื™ื•ืช


--ื“ื•ึผื›ึธืŸ
ืœืื™ืชื•ืจ ื‘ืื’ื™ื ื‘ื’ืจืกืช ื”ืžืืกื˜ืจ/ืขื•ื‘ื“ ืฉืœ MPI: ื”ืฉื”ื” ืœืื—ืจ ื”ืชื—ืœื”, ื›ื“ื™ ืœื”ืคืขื™ืœ ืืช
ืžืคืชื— ื›ื“ื™ ืœืฆืจืฃ ื‘ืื’ื™ื ืœืชื”ืœื™ื›ื™ ื”ืžืืกื˜ืจ ื•ื”ืขื•ื‘ื“ื™ื ื”ืคื•ืขืœื™ื. ืœึดืฉืึฐืœื•ึนื—ึท
ืื•ืช SIGCONT ืœืฉื—ืจื•ืจ ื”ื”ืฉื”ื™ื”. (ืชื—ืช gdb: (gdb) ืื•ึนืช NEXTCONT) (ืจืง
ื–ืžื™ืŸ ืื ืชืžื™ื›ืช MPI ืื•ืคืฆื™ื•ื ืœื™ืช ื”ื•ืคืขืœื” ื‘ื–ืžืŸ ื”ื”ื™ื“ื•ืจ.)

--ื–ึถืจึทืข
ื”ื’ื“ืจ ืืช ื”-Seed ืฉืœ ื”ืžืกืคืจ ื”ืืงืจืื™ ืœ . ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0, ืžื” ืฉื”ื•ืคืš ืืช ื”ืžืกืคืจ ื”ืืงืจืื™
ืžื—ื•ืœืœ ืœื”ืฉืชืžืฉ ื–ืจืข ืฉืจื™ืจื•ืชื™, ื›ืš ืจื™ืฆื•ืช ืฉื•ื ื•ืช ืฉืœ ื”ืžืžืกื™ื ื™ื”ื™ื” ื›ืžืขื˜
ื‘ื”ื—ืœื˜ ืœื™ืฆื•ืจ ืžื“ื’ื ืกื˜ื˜ื™ืกื˜ื™ ืื—ืจ. ืขื‘ื•ืจ ืื™ืชื•ืจ ื‘ืื’ื™ื, ื–ื” ืฉื™ืžื•ืฉื™
ืœื›ืคื•ืช ืชื•ืฆืื•ืช ืฉื ื™ืชื ื•ืช ืœืฉื—ื–ื•ืจ, ืขืœ ื™ื“ื™ ืชื™ืงื•ืŸ ื–ืจืข ืฉืœ ืžืกืคืจ ืืงืจืื™.

ื ื™ืกื™ื•ื ื™ ืืคืฉืจื•ื™ื•ืช


ืืคืฉืจื•ื™ื•ืช ืืœื” ืฉื™ืžืฉื• ื‘ืžื’ื•ื•ืŸ ืงื˜ืŸ ืฉืœ ื ื™ืกื•ื™ื™ื ื’ื™ืฉื•ืฉื™ื ืฉื•ื ื™ื.

--bgflat
ื”ื’ื“ืจ ืืช ื”ืชืคืœื’ื•ืช ืฉืืจื™ื•ืช ื”ืจืงืข ืœืคื™ื–ื•ืจ ืื—ื™ื“, ื”ืŸ ืขื‘ื•ืจ
ืžื˜ืจื•ืช ืžื•ื“ืœ ื”ืืคืก ื”ืžืฉืžืฉ ืœื—ื™ืฉื•ื‘ ืฆื™ื•ื ื™ื, ื•ืœื”ืคืงืช ื”
ืจืฆืคื™ื ืืงืจืื™ื™ื. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื ืฉื™ืžื•ืฉ ื‘ืชื“ืจ ืจืงืข ื—ื•ืžืฆื•ืช ืืžื™ื ื• ืกื˜ื ื“ืจื˜ื™ื•ืช
ื”ืคืฆื”.

--bgcomp
ื”ื’ื“ืจ ืืช ื”ืชืคืœื’ื•ืช ืฉืืจื™ื•ืช ื”ืจืงืข ืœื”ืจื›ื‘ ื”ืžืžื•ืฆืข ืฉืœ ื”ืคืจื•ืคื™ืœ.
ื–ื” ืฉื™ืžืฉ ื‘ื—ืงื™ืจืช ื—ืœืง ืžื”ื”ืฉืคืขื•ืช ืฉืœ ื”ืจื›ื‘ ืžื•ื˜ื”.

--x-no-lengthmodel
ื›ื‘ื” ืืช ื“ื’ื ืื•ืจืš ืจืฆืฃ ื”ื™ืขื“ H3. ื”ื’ื“ืจ ืืช ื”ืžืขื‘ืจื™ื ื”ืขืฆืžื™ื™ื ืขื‘ื•ืจ N,C,J
ื•ื“ื’ื ื”ืืคืก ืœ-350/351 ื‘ืžืงื•ื ื–ืืช; ื–ื” ืžื—ืงื” ืืช HMMER2. ืœื ืจืขื™ื•ืŸ ื˜ื•ื‘ ื‘
ื›ืœืœื™. ื–ื” ืฉื™ืžืฉ ื›ื“ื™ ืœื”ื“ื’ื™ื ืืช ืื—ื“ ื”ื”ื‘ื“ืœื™ื ื”ืขื™ืงืจื™ื™ื H2 ืœืขื•ืžืช H3.

--ื ื•
ื”ื’ื“ืจ ืืช ื”ืคืจืžื˜ืจ nu ืขื‘ื•ืจ ืืœื’ื•ืจื™ืชื MSV -- ื”ืžืกืคืจ ื”ืฆืคื•ื™ ืฉืœ ืžืงื•ืžื™ื™ื ืœื ืžืื•ืฉืจื™ื
ื™ื™ืฉื•ืจ ืœื›ืœ ืจืฆืฃ ืžื˜ืจื”. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 2.0, ื”ืžืงื‘ื™ืœื” ืœ-E->J
ื”ืกืชื‘ืจื•ืช ืžืขื‘ืจ ืฉืœ 0.5. ื–ื” ืฉื™ืžืฉ ื›ื“ื™ ืœื‘ื“ื•ืง ืื ืžืฉืชื ื” nu has
ื”ืฉืคืขื” ืžืฉืžืขื•ืชื™ืช ืขืœ ื”ืชื•ืฆืื” (ื ืจืื” ืฉืœื, ื‘ืกื‘ื™ืจื•ืช ื’ื‘ื•ื”ื”). ืืคืฉืจื•ืช ื–ื• ื‘ืœื‘ื“
ืขื•ื‘ื“ ืื --msv ื ื‘ื—ืจ (ื–ื” ืžืฉืคื™ืข ืจืง ืขืœ MSV), ื•ื–ื” ืœื ื™ืขื‘ื•ื“ ืขื --ืžึธื”ึดื™ืจ
(ืžื›ื™ื•ื•ืŸ ืฉื”ืžื™ืžื•ืฉื™ื ื”ืื•ืคื˜ื™ืžืœื™ื™ื ืžืงื•ืฉืจื™ื ืœื”ื ื—ื” ืฉ-nu=2.0).

--ืคื˜ืจืฉ
ื”ื’ื“ืจ ืืช ืกืฃ ืขืจืš ื”-P ืฉืœ ื”ืžืกื ืŸ ืœืฉื™ืžื•ืฉ ื‘ื™ืฆื™ืจืช ืงื‘ืฆื™ ื›ื•ื— ืžืกื ืŸ
--file. ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ื™ื 0.02 (ืžื” ืฉื™ืชืื™ื ืœื‘ื“ื™ืงืช ืฆื™ื•ื ื™ MSV,
ืžื›ื™ื•ื•ืŸ ืฉื–ื”ื• ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ืฉืœ ืกืฃ ืžืกื ืŸ MSV ื‘ืฆื™ื ื•ืจ ื”ื”ืืฆื” ืฉืœ H3.)
ืืคืฉืจื•ื™ื•ืช ืžืชืื™ืžื•ืช ืื—ืจื•ืช (ื”ืชืืžืช ื‘ืจื™ืจื•ืช ืžื—ื“ืœ ื‘ืฆื ืจืช ื”ืืฆื”) ื™ื”ื™ื•
0.001 ืขื‘ื•ืจ Viterbi, ื•-1e-5 ืขื‘ื•ืจ Forward.

ื”ืฉืชืžืฉ ื‘-hmmsim ื‘ืื™ื ื˜ืจื ื˜ ื‘ืืžืฆืขื•ืช ืฉื™ืจื•ืชื™ onworks.net


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