lfl: Linguistic Fuzzy Logic

.frbemodel <- structure(list(model = structure(list(arima = structure(list(
    rules = list(c("ml.bi.weight", "qr.bi.seasonStrength", "ml.me.frequency"
    ), c("bi.weight", "qr.bi.seasonStrength", "ml.me.frequency"
    ), c("qr.bi.weight", "qr.bi.trendStrength", "qr.sm.varcoef"),
        c("ro.bi.weight", "qr.bi.seasonStrength", "qr.sm.skewness"
        ), c("ro.bi.weight", "qr.bi.trendStrength", "qr.sm.skewness"
        ), c("qr.bi.weight", "qr.me.seasonStrength", "qr.sm.varcoef"
        ), c("ml.bi.weight", "qr.bi.seasonStrength", "qr.sm.skewness"
        ), c("ro.bi.weight", "ro.sm.length", "qr.me.stationarity"
        ), c("qr.bi.weight", "qr.sm.skewness"), c("ro.sm.weight",
        "qr.me.length", "qr.sm.seasonStrength", "ml.me.kurtosis"
        ), c("ro.bi.weight", "qr.me.length", "si.bi.seasonStrength",
        "qr.me.skewness"), c("qr.bi.weight", "qr.me.trendStrength",
        "ml.me.frequency"), c("qr.bi.weight", "ex.sm.seasonStrength",
        "qr.me.stationarity"), c("ro.bi.weight", "qr.me.trendStrength",
        "qr.me.kurtosis", "ml.me.frequency"), c("ml.bi.weight",
        "qr.bi.trendStrength", "qr.sm.skewness", "qr.me.varcoef"
        ), c("qr.bi.weight", "si.bi.seasonStrength"), c("qr.bi.weight",
        "qr.bi.trendStrength", "qr.me.kurtosis", "ro.me.stationarity"
        ), c("ro.bi.weight", "qr.bi.trendStrength", "qr.me.kurtosis",
        "qr.sm.varcoef"), c("qr.bi.weight", "qr.sm.length", "qr.me.kurtosis"
        ), c("ml.bi.weight", "qr.sm.skewness", "qr.me.kurtosis",
        "qr.bi.stationarity"), c("bi.weight", "ro.bi.seasonStrength",
        "qr.sm.skewness"), c("ml.bi.weight", "ex.bi.trendStrength",
        "ex.bi.seasonStrength", "ro.me.varcoef"), c("qr.sm.weight",
        "qr.sm.seasonStrength", "me.skewness", "me.kurtosis",
        "me.varcoef"), c("qr.bi.weight", "qr.bi.seasonStrength",
        "ex.bi.stationarity"), c("ro.bi.weight", "ve.bi.length",
        "qr.me.varcoef", "ml.bi.stationarity"), c("qr.sm.weight",
        "me.length", "ro.sm.seasonStrength"), c("ro.bi.weight",
        "ro.sm.length", "ro.me.kurtosis"), c("ro.bi.weight", "ex.bi.seasonStrength",
        "ex.bi.stationarity"), c("ro.sm.weight", "qr.me.length",
        "qr.sm.seasonStrength", "qr.me.skewness", "ro.me.kurtosis"
        ), c("ro.bi.weight", "ve.bi.trendStrength", "ex.bi.seasonStrength"
        ), c("qr.bi.weight", "ro.bi.trendStrength", "qr.me.seasonStrength",
        "ml.me.kurtosis"), c("qr.sm.weight", "ml.sm.seasonStrength",
        "ro.me.skewness", "me.kurtosis"), c("qr.sm.weight", "qr.me.length",
        "qr.sm.seasonStrength", "qr.me.kurtosis"), c("bi.weight",
        "ve.bi.length", "ml.bi.seasonStrength", "ro.bi.stationarity"
        ), c("ml.bi.weight", "qr.bi.trendStrength", "ml.sm.skewness"
        ), c("ro.bi.weight", "ml.me.trendStrength", "ex.bi.seasonStrength"
        ), c("ro.bi.weight", "ml.bi.trendStrength", "qr.me.seasonStrength",
        "ve.sm.frequency"), c("ml.bi.weight", "ve.bi.length", "ro.bi.seasonStrength",
        "qr.bi.stationarity"), c("ml.bi.weight", "me.trendStrength",
        "ve.bi.seasonStrength", "ml.bi.stationarity")), statistics = structure(c(0.0553324297070503,
    0.0535291358828545, 0.0683433637022972, 0.0674656629562378,
    0.0881131663918495, 0.0504934377968311, 0.0660794749855995,
    0.0531193651258945, 0.155274227261543, 0.0525155030190945,
    0.0500311888754368, 0.0540792420506477, 0.0596559159457684,
    0.0511576645076275, 0.0744946822524071, 0.165995970368385,
    0.0799539834260941, 0.0547490678727627, 0.110782355070114,
    0.0539162494242191, 0.0623716525733471, 0.0505596026778221,
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    0.0501280128955841, 0.0832463875412941, 0.0794434621930122,
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    0.0556458756327629, 0.0505959875881672, 0.101096130907536,
    0.101096130907536, 0.129691913723946, 0.12867546081543, 0.170518070459366,
    0.0982556343078613, 0.12867546081543, 0.103511586785316,
    0.303272306919098, 0.103271067142487, 0.0984836667776108,
    0.106564275920391, 0.118037797510624, 0.101412616670132,
    0.147680655121803, 0.329247862100601, 0.158755585551262,
    0.108839794993401, 0.220417127013206, 0.107299707829952,
    0.124156303703785, 0.100754670798779, 0.117019392549992,
    0.195308491587639, 0.104902468621731, 0.0999998971819878,
    0.166111022233963, 0.158527165651321, 0.100701823830605,
    0.12855638563633, 0.106153674423695, 0.161976352334023, 0.129332035779953,
    0.104504562914371, 0.122440300881863, 0.14130774140358, 0.112691588699818,
    0.111219681799412, 0.101161912083626, 0.420343458652496,
    0.408192425966263, 0.449764728546143, 0.43272602558136, 0.43272602558136,
    0.449764728546143, 0.420343458652496, 0.43272602558136, 0.449764728546143,
    0.350143998861313, 0.43272602558136, 0.449764728546143, 0.449764728546143,
    0.43272602558136, 0.420343458652496, 0.449764728546143, 0.449764728546143,
    0.43272602558136, 0.449764728546143, 0.420343458652496, 0.408192425966263,
    0.420343458652496, 0.376548111438751, 0.449764728546143,
    0.43272602558136, 0.376548111438751, 0.43272602558136, 0.43272602558136,
    0.350143998861313, 0.43272602558136, 0.449764728546143, 0.376548111438751,
    0.376548111438751, 0.408192425966263, 0.420343458652496,
    0.43272602558136, 0.43272602558136, 0.420343458652496, 0.420343458652496,
    0.547324899680468, 0.529487482877196, 0.526967038575503,
    0.524308695136593, 0.516737998233722, 0.513898649706149,
    0.513535949798408, 0.513173131391217, 0.511996063336455,
    0.508520967897398, 0.508015090344005, 0.507480031028857,
    0.505396722099962, 0.504450690529264, 0.504430876142618,
    0.504167192793086, 0.503629419704903, 0.50302435681804, 0.502603207705708,
    0.502482723528616, 0.502363961496106, 0.501809020633861,
    0.501548286055136, 0.501528275383459, 0.501343807367322,
    0.501280644362635, 0.501149089456832, 0.501134691121313,
    0.500980247810553, 0.500861222312079, 0.500744716429769,
    0.500653952893865, 0.500652585235305, 0.500495424153015,
    0.500493286370369, 0.500443372257013, 0.500361548723062,
    0.500323996009286, 0.500148588990112, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1), .Dim = c(39L,
    7L), .Dimnames = list(NULL, c("support", "lhsSupport", "rhsSupport",
    "confidence", "lift", "loLift", "hiLift")))), .Names = c("rules",
"statistics"), class = c("farules", "list")), expSmooth = structure(list(
    rules = list(c("qr.sm.weight", "qr.me.length", "qr.sm.seasonStrength"
    ), c("ml.bi.weight", "qr.sm.skewness", "qr.bi.stationarity"),
        c("ro.sm.weight", "qr.me.length", "qr.sm.seasonStrength"
        ), c("qr.bi.weight", "qr.bi.seasonStrength"), c("ro.bi.weight",
        "ro.sm.skewness", "qr.me.kurtosis", "qr.me.varcoef"), c("qr.bi.weight",
        "qr.me.length", "qr.sm.frequency"), c("ml.bi.weight", "qr.sm.skewness",
        "qr.me.varcoef", "si.sm.frequency"), c("sm.weight", "qr.me.length",
        "qr.bi.trendStrength", "qr.sm.seasonStrength"), c("ro.bi.weight",
        "si.bi.stationarity"), c("ml.bi.weight", "ex.bi.stationarity"
        ), c("qr.bi.weight", "qr.sm.skewness", "qr.me.kurtosis"),
        c("ml.sm.weight", "qr.me.length", "qr.sm.seasonStrength"
        ), c("ml.bi.weight", "qr.bi.seasonStrength", "ml.me.frequency"
        ), c("sm.weight", "qr.me.length", "qr.sm.seasonStrength",
        "me.varcoef"), c("bi.weight", "qr.sm.skewness", "qr.bi.stationarity"
        ), c("sm.weight", "ro.me.length", "ro.sm.seasonStrength",
        "qr.me.varcoef"), c("qr.bi.weight", "ml.me.length", "ml.me.kurtosis",
        "qr.me.varcoef", "ml.me.frequency"), c("bi.weight", "qr.bi.seasonStrength",
        "ro.sm.skewness"), c("bi.weight", "bi.seasonStrength",
        "si.bi.stationarity"), c("ro.bi.weight", "qr.sm.skewness",
        "ml.sm.frequency"), c("ve.bi.weight", "qr.bi.length", "ex.bi.seasonStrength",
        "me.kurtosis", "si.bi.stationarity"), c("bi.weight", "qr.bi.length",
        "ro.me.kurtosis", "si.bi.stationarity"), c("ve.bi.weight",
        "qr.bi.length", "ve.bi.seasonStrength", "me.kurtosis",
        "ex.bi.stationarity"), c("ml.bi.weight", "qr.bi.trendStrength",
        "qr.sm.skewness", "qr.me.kurtosis"), c("ve.bi.weight", "qr.bi.length",
        "si.bi.seasonStrength", "ro.me.kurtosis", "ex.bi.stationarity"
        ), c("ro.bi.weight", "qr.bi.seasonStrength", "qr.me.kurtosis"
        ), c("bi.weight", "qr.bi.trendStrength", "ve.bi.seasonStrength",
        "ml.me.kurtosis"), c("bi.weight", "qr.bi.trendStrength",
        "qr.sm.skewness", "qr.me.kurtosis", "qr.me.varcoef"), c("qr.bi.weight",
        "qr.me.kurtosis", "ro.bi.stationarity"), c("qr.bi.weight",
        "ro.sm.length", "qr.me.stationarity"), c("qr.sm.weight",
        "bi.trendStrength", "ro.sm.seasonStrength", "ml.me.skewness"
        ), c("bi.weight", "qr.bi.length", "bi.seasonStrength",
        "me.kurtosis", "qr.bi.stationarity"), c("ml.bi.weight",
        "ve.bi.trendStrength", "ro.bi.seasonStrength", "ml.me.kurtosis"
        ), c("ml.bi.weight", "ve.bi.seasonStrength", "ro.me.kurtosis"
        ), c("ro.bi.weight", "si.bi.trendStrength", "ro.sm.skewness",
        "qr.me.varcoef"), c("qr.bi.weight", "ro.bi.trendStrength",
        "qr.sm.skewness", "qr.me.varcoef"), c("bi.weight", "qr.bi.length",
        "ex.bi.seasonStrength", "me.kurtosis", "ro.me.varcoef")),
    statistics = structure(c(0.0815981701016426, 0.0614597760140896,
    0.0782240703701973, 0.224344417452812, 0.0862632393836975,
    0.0729342624545097, 0.0639304295182228, 0.0502423271536827,
    0.128447845578194, 0.116287410259247, 0.123051941394806,
    0.0758908912539482, 0.0510317049920559, 0.0501841567456722,
    0.0593299306929111, 0.0548232048749924, 0.0550771504640579,
    0.0551150441169739, 0.0995828360319138, 0.0728134214878082,
    0.0517548844218254, 0.0688572898507118, 0.0529531016945839,
    0.0597639642655849, 0.0543591566383839, 0.212206467986107,
    0.0661505907773972, 0.0515229105949402, 0.16906464099884,
    0.0518100708723068, 0.0507209636271, 0.0725702121853828,
    0.0746634677052498, 0.167581930756569, 0.060338344424963,
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    0.117683216929436, 0.149828627705574, 0.432726860046387,
    0.168784901499748, 0.142777293920517, 0.125204190611839,
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    0.108447961509228, 0.423450648784637, 0.132061049342155,
    0.102864116430283, 0.337683796882629, 0.103511586785316,
    0.101351194083691, 0.145039677619934, 0.149245545268059,
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    0.124030612409115, 0.365115106105804, 0.409470558166504,
    0.339983552694321, 0.439135015010834, 0.422608703374863,
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    0.422608703374863, 0.409470558166504, 0.439135015010834,
    0.322471439838409, 0.409470558166504, 0.303977817296982,
    0.394504189491272, 0.303977817296982, 0.439135015010834,
    0.394504189491272, 0.394504189491272, 0.422608703374863,
    0.366584867238998, 0.394504189491272, 0.366584867238998,
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    0.500524361391166, 0.500447617669085, 0.500347307552267,
    0.500272671932333, 0.500203261741612, 0.500170769446363,
    0.500086733121578, 0.50000804944667, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
    1, 1, 1, 1, 1, 1, 1, 1, 1), .Dim = c(37L, 7L), .Dimnames = list(
        NULL, c("support", "lhsSupport", "rhsSupport", "confidence",
        "lift", "loLift", "hiLift")))), .Names = c("rules", "statistics"
), class = c("farules", "list")), randomWalk = structure(list(
    rules = list(c("qr.bi.weight", "qr.me.length", "qr.sm.seasonStrength"
    ), c("ro.bi.weight", "qr.me.length", "qr.sm.seasonStrength"),
        c("ro.sm.weight", "qr.bi.seasonStrength"), c("qr.sm.weight",
        "qr.bi.trendStrength"), c("ml.sm.weight", "qr.bi.seasonStrength"
        ), c("ro.sm.weight", "qr.bi.trendStrength"), c("ml.sm.weight",
        "qr.bi.trendStrength"), c("sm.weight", "qr.bi.seasonStrength"
        ), c("sm.weight", "qr.bi.trendStrength"), c("ml.bi.weight",
        "qr.me.length", "qr.sm.seasonStrength"), c("ve.sm.weight",
        "qr.bi.trendStrength"), c("si.sm.weight", "qr.bi.trendStrength"
        ), c("ex.sm.weight", "qr.bi.trendStrength"), c("ve.sm.weight",
        "qr.bi.seasonStrength"), c("si.sm.weight", "qr.bi.seasonStrength"
        ), c("qr.sm.weight", "ro.me.kurtosis", "ml.me.frequency"
        ), c("ro.sm.weight", "ro.me.kurtosis", "ro.me.frequency"
        ), c("ex.sm.weight", "qr.bi.seasonStrength"), c("qr.sm.weight",
        "qr.sm.length"), c("ro.sm.weight", "qr.sm.length"), c("ve.sm.weight",
        "qr.me.kurtosis", "qr.sm.varcoef"), c("ml.sm.weight", "ro.me.kurtosis",
        "me.frequency"), c("ro.bi.weight", "qr.me.trendStrength",
        "qr.sm.seasonStrength"), c("ml.sm.weight", "qr.sm.length"
        ), c("si.sm.weight", "qr.me.kurtosis", "qr.sm.varcoef"),
        c("sm.weight", "qr.sm.length"), c("ex.sm.weight", "qr.me.kurtosis",
        "qr.sm.varcoef"), c("ml.sm.weight", "qr.me.seasonStrength",
        "qr.me.stationarity", "sm.frequency"), c("qr.bi.weight",
        "qr.sm.length", "ro.me.trendStrength", "ml.me.varcoef"),
        c("sm.weight", "ro.me.kurtosis", "me.frequency"), c("ve.sm.weight",
        "qr.sm.length"), c("qr.bi.weight", "qr.sm.seasonStrength",
        "qr.me.skewness"), c("si.sm.weight", "qr.sm.length"), c("ex.sm.weight",
        "qr.sm.length"), c("qr.bi.weight", "me.length", "qr.me.skewness",
        "ro.me.varcoef", "me.frequency"), c("ve.sm.weight", "ro.me.kurtosis",
        "me.frequency"), c("qr.bi.weight", "ml.me.length", "qr.me.varcoef",
        "qr.me.stationarity"), c("sm.weight", "qr.me.seasonStrength",
        "qr.me.stationarity", "sm.frequency"), c("si.sm.weight",
        "ro.me.kurtosis", "me.frequency"), c("ro.bi.weight", "ml.me.length",
        "me.skewness", "qr.me.varcoef", "qr.me.stationarity"),
        c("ro.sm.weight", "qr.me.varcoef", "sm.frequency"), c("ml.sm.weight",
        "qr.sm.varcoef"), c("qr.bi.weight", "me.skewness", "me.varcoef",
        "ml.me.stationarity"), c("qr.bi.weight", "ro.me.length",
        "qr.bi.trendStrength", "ro.me.skewness", "qr.me.varcoef"
        ), c("qr.bi.weight", "ro.sm.length", "ml.me.trendStrength",
        "ml.me.skewness"), c("qr.bi.weight", "ro.me.length", "ro.me.stationarity",
        "ml.me.frequency"), c("ro.bi.weight", "ro.sm.seasonStrength",
        "me.kurtosis"), c("ml.bi.weight", "qr.sm.seasonStrength",
        "me.kurtosis", "me.varcoef"), c("ex.sm.weight", "ro.me.kurtosis",
        "me.frequency"), c("ro.bi.weight", "qr.sm.seasonStrength",
        "qr.me.skewness", "ml.me.varcoef"), c("qr.bi.weight", "qr.me.trendStrength",
        "qr.me.kurtosis", "me.stationarity"), c("sm.weight", "qr.sm.varcoef"
        ), c("bi.weight", "qr.me.length", "qr.sm.seasonStrength"
        ), c("qr.bi.weight", "qr.sm.seasonStrength", "qr.me.kurtosis",
        "ml.me.varcoef"), c("ro.bi.weight", "qr.sm.seasonStrength",
        "ml.me.skewness", "qr.me.varcoef"), c("ml.bi.weight", "qr.me.trendStrength",
        "qr.sm.seasonStrength", "qr.me.skewness"), c("ro.bi.weight",
        "me.length", "qr.bi.trendStrength", "ro.me.skewness", "qr.me.varcoef"
        ), c("ml.bi.weight", "ml.sm.seasonStrength", "qr.me.skewness",
        "me.kurtosis"), c("qr.sm.weight", "si.sm.frequency")),
    statistics = structure(c(0.0867330580949783, 0.083218052983284,
    0.233140662312508, 0.263708263635635, 0.231206223368645,
    0.26219317317009, 0.261023730039597, 0.228912457823753, 0.25976425409317,
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