Algorithm-AM
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variation in human behavior. As such, though in practice it is often used
like any other machine learning classifier, there are fine theoretical points
in which it differs. As a theory of human behavior, much of the value in its
predictions lies in matching observed human behavior, including non-determinism
and degradations in accuracy caused by paucity of data.
The AM algorithm could be called a
L<probabilistic|http://en.wikipedia.org/wiki/Probabilistic_classification>,
L<instance-based|http://en.wikipedia.org/wiki/Instance-based_learning>
classifier. However, the probabilities given for each classification
are not degrees of certainty, but actual probabilities of occurring
in real usage. AM models "sticky" phenomena as being intrinsically
sticky, not as deterministic phenomena that just require more data to be
predicted perfectly.
Though it is possible to choose an outcome probabilistically, in practice
users are generally interested in either the full predicted probability
distribution
or the outcome with the highest probability. The entire outcome probability
distribution can be retrieved via
L<Algorithm::AM::Result/scores_normalized>. The highest probability outcome
does_utf8_overflow|5.025006||Vniu
doeval_compile|5.023008||Viu
do_exec3|5.006000||Viu
do_exec|5.009003||Viu
dofile|5.005003||Viu
dofindlabel|5.003007||Viu
doform|5.005000||Viu
do_gv_dump|5.006000||cVu
do_gvgv_dump|5.006000||cVu
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DOINIT|5.003007||Viu
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magic_methcall1|5.013001||Viu
magic_methcall|||vi
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magic_setvec|5.003007||Viu
magic_sizepack|5.005000||Viu
magic_wipepack|5.003007||Viu
make_exactf_invlist|5.031007||Viu
make_matcher|5.027008||Viu
make_trie|5.009002||Viu
malloc|5.007002|5.007002|n
MALLOC_CHECK_TAINT2|5.008001||Viu
PERL_MAGIC_regdatum|5.007002|5.003007|p
PERL_MAGIC_regex_global|5.007002|5.003007|p
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PERL_MAGIC_TYPE_READONLY_ACCEPTABLE|5.015000||Viu
PERL_MAGIC_utf8|5.008001|5.003007|p
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PERL_MAGIC_uvar|5.007002|5.003007|p
PERL_MAGIC_uvar_elem|5.007003|5.003007|p
PERL_MAGIC_VALUE_MAGIC|5.015000||Viu
PL_sv_consts|5.019002||Viu
PL_sv_count|5.005000||Viu
PL_sv_immortals|5.027003||Viu
PL_sv_no|5.004005|5.003007|p
PL_sv_root|5.005000||Viu
PL_sv_serial|5.010001||Viu
PL_sv_undef|5.004005|5.003007|p
PL_sv_yes|5.004005|5.003007|p
PL_sv_zero|5.027003|5.027003|
PL_sys_intern|5.005000||Viu
PL_tainted|5.005000|5.003007|poVnu
PL_tainting|5.005000|5.003007|poVnu
PL_taint_warn|5.007003||Viu
PL_threadhook|5.008000||Viu
PL_tmps_floor|5.005000||Viu
PL_tmps_ix|5.005000||Viu
PL_tmps_max|5.005000||Viu
PL_tmps_stack|5.005000||Viu
PL_tokenbuf||5.003007|ponu
PL_top_env|5.005000||Viu
PL_toptarget|5.005000||Viu
PL_TR_SPECIAL_HANDLING_UTF8|5.031007||Viu
PL_underlying_numeric_obj|5.027009||Viu
PL_vtbl_ovrld|5.015000||Viu
PL_vtbl_pack|5.015000||Viu
PL_vtbl_packelem|5.015000||Viu
PL_vtbl_pos|5.015000||Viu
PL_vtbl_regdata|5.015000||Viu
PL_vtbl_regdatum|5.015000||Viu
PL_vtbl_regexp|5.015000||Viu
PL_vtbl_sigelem|5.015000||Viu
PL_vtbl_substr|5.015000||Viu
PL_vtbl_sv|5.015000||Viu
PL_vtbl_taint|5.015000||Viu
PL_vtbl_utf8|5.015000||Viu
PL_vtbl_uvar|5.015000||Viu
PL_vtbl_vec|5.015000||Viu
PL_warnhook|5.005000||Viu
PL_warn_locale|5.021008||Viu
PL_watchaddr|5.006000||Viu
PL_watchok|5.006000||Viu
PL_WB_invlist|5.021009||Viu
PL_wcrtomb_ps|5.031009||Viu
PL_XPosix_ptrs|5.017008||Viu
SBOX32_STATE_WORDS|5.027001||Viu
SBOX32_STATIC_INLINE|5.027001||Viu
SBOX32_WARN2|5.027001||Viu
SBOX32_WARN3|5.027001||Viu
SBOX32_WARN4|5.027001||Viu
SBOX32_WARN5|5.027001||Viu
SBOX32_WARN6|5.027001||Viu
sb_rflags|5.006000||Viu
sb_rx|5.003007||Viu
sb_rxres|5.004000||Viu
sb_rxtainted|5.004000||Viu
sb_s|5.003007||Viu
sb_strend|5.003007||Viu
sb_targ|5.003007||Viu
scalar|5.003007||Viu
scalarboolean|5.005000||Viu
scalarkids|5.003007||Viu
scalar_mod_type|5.006000||Vniu
scalarseq|5.003007||Viu
scalarvoid|5.003007||Viu
scan_bin|5.006000|5.006000|
SvNVX|5.006000|5.003007|
SvNVx|5.006000|5.003007|
SvNVXx|5.003007||Viu
SvOBJECT|5.003007||Viu
SvOBJECT_off|5.003007||Viu
SvOBJECT_on|5.003007||Viu
SvOK|5.003007|5.003007|
SvOK_off|5.003007||Viu
SvOK_off_exc_UV|5.006000||Viu
SvOKp|5.003007||Viu
sv_only_taint_gmagic|5.021010||Vniu
SvOOK|5.003007|5.003007|
SvOOK_off|5.003007|5.003007|
SvOOK_offset|5.011000|5.011000|
SvOOK_on|5.003007||Viu
sv_or_pv_len_utf8|5.017005||Viu
sv_or_pv_pos_u2b|5.019004||Viu
SvOURSTASH|5.009005||Viu
SvOURSTASH_set|5.009005||Viu
SvPADMY|5.003007||Viu
SvPADMY_on|5.003007||Viu
SVs_PADSTALE|5.009000|5.009000|
SVs_PADTMP|5.003007||Viu
SVs_RMG|5.003007||Viu
SVs_SMG|5.003007||Viu
SvSTASH|5.003007|5.003007|
SvSTASH_set|5.009003|5.003007|p
SVs_TEMP|5.003007|5.003007|
sv_string_from_errnum|5.027003|5.027003|
SvTAIL|5.003007||Viu
SvTAINT|5.003007|5.003007|
sv_taint|5.009003||cV
SvTAINTED|5.004000|5.004000|
sv_tainted|5.004000||cV
SvTAINTED_off|5.004000|5.004000|
SvTAINTED_on|5.004000|5.004000|
SvTEMP|5.003007||Viu
SvTEMP_off|5.003007||Viu
SvTEMP_on|5.003007||Viu
SVt_FIRST|5.021005||Viu
SvTHINKFIRST|5.003007||Vi
SvTIED_mg|5.005003||Viu
SvTIED_obj|5.005003||Viu
SVt_INVLIST|||c
SVTYPEMASK|5.003007||Viu
SvUID|5.019001||Viu
SV_UNDEF_RETURNS_NULL|5.011000||Viu
sv_unglob|5.005000||Viu
sv_uni_display|5.007003|5.007003|
SvUNLOCK|5.007003|5.007003|
sv_unmagic|5.003007|5.003007|
sv_unmagicext|5.013008|5.003007|p
sv_unref|5.003007|5.003007|
sv_unref_flags|5.007001|5.007001|
sv_untaint|5.004000||cV
SvUOK|5.007001|5.006000|p
SvUOK_nog|5.017002||Viu
SvUOK_nogthink|5.017002||Viu
sv_upgrade|5.003007|5.003007|
SvUPGRADE|5.003007|5.003007|
sv_usepvn|5.003007|5.003007|
sv_usepvn_flags|5.009004|5.009004|
sv_usepvn_mg|5.004005|5.003007|p
SvUTF8|5.006000|5.003007|p
sv_utf8_decode|5.006000|5.006000|
sys_intern_clear|5.006001||Vu
sys_intern_dup|5.006000||Vu
sys_intern_init|5.006001||Vu
SYSTEM_GMTIME_MAX|5.011000||Viu
SYSTEM_GMTIME_MIN|5.011000||Viu
SYSTEM_LOCALTIME_MAX|5.011000||Viu
SYSTEM_LOCALTIME_MIN|5.011000||Viu
sys_term|||cnu
TAIL|5.005000||Viu
TAINT|5.004000||Viu
taint_env|5.003007||cVu
TAINT_ENV|5.003007||Viu
TAINT_get|5.017006||Viu
TAINT_IF|5.003007||Viu
TAINTING_get|5.017006||Viu
TAINTING_set|5.017006||Viu
TAINT_NOT|5.003007||Viu
taint_proper|5.003007||cVu
TAINT_PROPER|5.003007||Viu
TAINT_set|5.017006||Viu
TAINT_WARN_get|5.017006||Viu
TAINT_WARN_set|5.017006||Viu
TARG|5.003007|5.003007|
TARGi|5.023005||Viu
TARGn|5.023005||Viu
TARGu|5.023005||Viu
telldir|5.005000||Viu
T_FMT|5.027010||Viu
VTBL_nkeys|5.005003||Viu
VTBL_pack|5.005003||Viu
VTBL_packelem|5.005003||Viu
VTBL_pos|5.005003||Viu
VTBL_regdata|5.006000||Viu
VTBL_regdatum|5.006000||Viu
VTBL_regexp|5.005003||Viu
VTBL_sigelem|5.005003||Viu
VTBL_substr|5.005003||Viu
VTBL_sv|5.005003||Viu
VTBL_taint|5.005003||Viu
VTBL_uvar|5.005003||Viu
VTBL_vec|5.005003||Viu
vTHX|5.006000||Viu
VT_NATIVE|5.021004||Viu
vtohl|5.003007||Viu
vtohs|5.003007||Viu
VUTIL_REPLACE_CORE|5.019008||Viu
vverify|5.009003|5.009003|
VVERIFY|5.019008||Viu
vwarn|5.006000|5.006000|
# define PL_rsfp_filters rsfp_filters
# define PL_rsfp rsfp
# define PL_stack_base stack_base
# define PL_stack_sp stack_sp
# define PL_statcache statcache
# define PL_stdingv stdingv
# define PL_sv_arenaroot sv_arenaroot
# define PL_sv_no sv_no
# define PL_sv_undef sv_undef
# define PL_sv_yes sv_yes
# define PL_tainted tainted
# define PL_tainting tainting
# define PL_tokenbuf tokenbuf
# define PL_mess_sv mess_sv
/* Replace: 0 */
#endif
/* Warning: PL_parser
* For perl versions earlier than 5.9.5, this is an always
* non-NULL dummy. Also, it cannot be dereferenced. Don't
* use it if you can avoid it, and unless you absolutely know
* what you're doing.
#endif
#ifndef PERL_MAGIC_sig
# define PERL_MAGIC_sig 'S'
#endif
#ifndef PERL_MAGIC_sigelem
# define PERL_MAGIC_sigelem 's'
#endif
#ifndef PERL_MAGIC_taint
# define PERL_MAGIC_taint 't'
#endif
#ifndef PERL_MAGIC_uvar
# define PERL_MAGIC_uvar 'U'
#endif
#ifndef PERL_MAGIC_uvar_elem
# define PERL_MAGIC_uvar_elem 'u'
#endif
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