[R] Fw: problem with nlsLM.....
akshay kulkarni
@k@h@y_e4 @end|ng |rom hotm@||@com
Wed Mar 20 09:20:05 CET 2019
dear members,
I think Duncan's solution is not working...I've checked the function again:
> formulaDH5 <- as.formula(HM1 ~ (a + (b * ((HM2 + 0.3)^(1/2)))) + (A*sin(w*HM3 + c) + C))
> nonlin_modDH5 <- nls(formulaDH5, start = list(a = 0.43143, b = 0.68173,A = 0.09,w = 0.8,c = 0.01,C = 0.94))
Error in nlsModel(formula, mf, start, wts) :
singular gradient matrix at initial parameter estimates
> nonlin_modDH5 <- nlsLM(formulaDH5, start = list(a = 0.43143, b = 0.68173,A = 0.09,w = 0.8,c = 0.01,C = 0.94))
Error in nlsModel(formula, mf, start, wts) :
singular gradient matrix at initial parameter estimates
I've checked the Internet for a method of getting the starting values, but they are not comprehensive....any resources for how to find the starting values?
> dput(HM1)
c(1.01484280343579, 0.977004104656811, 1.02448653468064, 1.01562102015533,
0.968359321714289, 0.99105072887847, 0.99384582083167, 1.00579414727333,
0.967593120445675, 1.04694148058855, 1.03832347454026, 0.971040156128456,
0.976967848281943, 0.990386686964446, 1.02257020722784, 0.994529161072552,
1.05361176882747, 0.988021514764882, 0.998909692369571, 1.04933819895509,
0.988354009297047, 0.878584020586706, 1.01438895222572, 1.01522203155842,
0.999979601913003, 0.975862934766315, 1.03948445565434, 1.02493339899053,
0.972267168470219, 0.971001051421653, 1.03066167719129, 0.967898970631469,
0.976606662010519, 0.990061873979734, 1.03398666689317, 1.05491455733517,
0.995997711923663, 0.991213393857838, 0.9903216916016, 1.06850794640807,
1.01345738121581, 0.877847194198055, 0.992124544661245, 1.00927272338804,
0.988196514422814, 0.987504905313256, 0.990274516132497, 1.01484624802751,
0.9800176904083, 0.969321725342799, 1.07407427451262, 1.02023130729371,
0.975827723120998, 0.988260886231393, 1.05116598585815, 0.977996171738906,
0.985118207891832, 0.98243346941999, 0.991380612684958, 1.00960741365585,
1.03062446605116, 1.04176358759364, 1.02494798972349, 1.04645592406625,
0.999998705820515, 0.972161829098397, 0.991313521356105, 1.0211561076261,
0.971257832217016, 1.00935026461508, 0.997140402835885, 1.00719609467891,
0.97483865743955, 0.987491380127905, 1.0643888147255, 1.00804564512905,
0.989366232219398, 0.942042386899482, 1.0140328534339, 0.98812919092058,
1.04584882138055, 0.970586857498767, 1.0098232311784, 1.02237732533005,
0.99306513943649, 0.963808401790738, 1.03577231048959, 1.00540101137939,
0.970458918298484, 0.973460294926879, 0.992676651187501, 1.04079931972326,
0.988928168736541, 0.986376934855979, 1.04117941173535, 1.01252015337269,
0.920578394310677, 0.98933093765412, 0.98116698970429, 0.995498900493761,
0.96463760451942, 1.1059686605887, 1.03366353582116, 0.981256131441973,
1.0152599452654, 0.995362080418312, 0.997276311537458, 0.943438355295013,
1.04025117202718, 1.03102737097366, 1.02096902615856, 1.02506560388494,
0.959364103040633, 0.987217067188943, 1.00454456275356, 1.03517749036747,
1.0148342900634, 0.974518005568706, 1.02515903830848, 1.00435361604303,
0.973400954462685, 0.981702992961201, 1.0155969247203, 1.01064154947471,
0.957131570492054, 0.88504625471737, 1.01849907662046, 1.01503806358198,
0.987004149653273, 0.974485857983481, 0.987572979379099, 1.0037529762248,
0.976026658183349, 0.983176178747953, 1.03812943411666, 1.01828203593425,
0.984139742592733, 1.00377243020886, 1.02118652563454, 1.01115776483144,
0.98387406692053, 0.985919715423209, 0.989550590454508, 1.01845373071313,
1.00394660346757, 0.949076679285431, 1.06094051230739, 0.981940494629297,
0.982812578115724, 0.929673163266673, 1.05359335975355, 1.03498999963467,
0.989218608625026, 0.994412680504384, 1.03162650392014, 1.04359975620911,
0.96938669600183, 0.987150178669349, 0.990503131271205, 1.01120231626779,
0.977334529946535, 0.966013274319284, 1.04966722359666, 1.04745672849702,
0.960799643211444, 0.866626315091455, 1.01316731305781, 1.02919067036911,
0.988567285725018, 0.978702298855537, 1.0186604054056, 1.01398864226215,
0.985492431198792, 1.03982326960775, 1.02287049736119, 1.02357106122821,
0.977519287403578, 0.993818572820706, 1.01139405704906, 1.02683235508704,
0.943370973180458, 0.970153991236375, 0.970746163945049, 1.00996886938921,
0.970599365922215, 1.03230385881209, 1.02072718512322, 1.0161024503161,
0.987718207880278, 0.987512809150475, 1.04108232940019, 1.0153758143276,
1.03916475100072, 0.959776942350879, 1.01739288375256, 1.05438479662213,
0.970479916939806, 0.979826128477137, 0.982800613999074, 0.977050857426291,
0.977474025608337, 0.972905352371901, 1.02191626900472, 1.02737043327345,
0.987565251408109, 0.93131925605196, 0.991469304659888, 0.949708678221412,
0.948662234856045, 0.938158485016718, 1.02342896552764, 1.01869899424866,
1.01244484998263, 0.990637832491416, 1.04591108144934, 0.951244278685872,
0.977265525807748, 0.942206977147219, 1.09440128638859, 1.02935716108991,
0.978428723706514, 1.08589930790608, 1.0015813231405, 1.07512822987239,
0.976356469419301, 0.972775004620642, 1.00954673593815, 0.992551447194369,
0.985819189451289, 0.975310750212573, 1.05999783258221, 1.07815688799274,
0.959648862885262, 1.03418767541976, 1.07207529899183, 1.04949264142055,
0.966872387358102, 0.963564695272614, 1.01310836328613, 0.996622968927382,
1.00202486063801, 0.948215304098709, 1.02845448262427, 0.987124642586768,
0.999269328077687, 0.964674178364545, 0.991913103743918, 0.970556592778505,
0.979495816235886, 0.949160643807912, 0.999611005677085, 1.01697727168167,
0.966362681248743, 0.938703012004999, 1.01394761650376, 1.011369485146,
0.975929406359934, 0.97111480362557, 1.0581474202687, 1.03965938660391,
0.990447147628825, 0.967286377976687, 0.968162001740811, 1.00573452177125,
0.974628505381728, 0.983183640545729, 1.08185959707149, 0.976533333333333,
0.932582771965921, 1.02205682784386, 1.02162002635618, 1.00634335266967,
1.03045302554561, 1.05015537832235, 1.0238800474742, 1.0151188247761,
0.951176244898346, 0.937999477475998, 0.986664690881963, 1.00889938014614,
0.972546365957459, 0.937560562249233, 0.953227957137494, 0.964284336810156,
0.977909815090698, 0.988068102557503, 1.04429493287078, 1.01803069781624,
0.957632272450841, 0.971991500790857, 0.98209395086599, 1.02815448263624,
0.947227198465786, 0.941538843776026, 1.05745885548346, 1.01671992454154,
0.983992269183969, 0.951511089781983, 1.0110983382201, 1.00912039359684,
1.14741321154181, 0.985344569298617, 0.986725720078838, 1.03117619992574,
1.21391930217405, 0.997217690041687, 1.07387278335981, 1.02108776576674,
1.10313006343474, 1.10905015571117, 1.03999508931616, 1.03976033898847,
1.02524837903366, 0.984818521675578, 1.04179889608739, 0.975154632188378,
0.969607959579886, 1.02781726918172, 0.999963290601752, 1.01515310515696,
1.00520167771997, 0.984550628692601, 1.01902810624565, 1.00685219196689,
0.982173452231062, 0.999629285915004, 0.970558368481076, 0.995716235126211,
1.01314341676203, 1.02075675497478, 1.01128668171558, 1.05844449406008,
1.02510935720045, 0.983720171349822, 0.844396082698583, 1.05810846093782,
0.99048977314373, 0.971262209252963, 0.968530578900656, 1.04638759101296,
1.1799017507928, 0.898448146333193, 1.01160891745375, 1.01132611427775,
0.973840647644128, 1.04683923857471, 0.990344793003927, 1.0068683076688,
0.992798241837764, 0.99368375299494, 1.01200003722717, 1.0294016781563,
1.01547984207734, 1.04807175686468, 0.981737356425208, 1.06169292627851,
1.00518291863648, 0.976808854545251, 0.999321592083517, 0.97527078961014,
0.904376968942001, 0.987807226191329, 1.0350293488462, 1.02802944623052,
0.963692701708712, 0.998027399233401, 1.01762747994825, 1.0361812777154,
0.988298193013531, 1.04174794125517, 0.970839140069407, 1.0011387710754,
0.961691863428911, 1.02272120871699, 1.00519180537531, 0.999331326197155,
0.988055521308447, 1.00078630058504, 1.03915754537212, 0.971719181925134,
0.947846525645955, 0.955178087494908, 1.0019107391621, 1.01160524115586,
0.984958748948305, 0.967579294820259, 1.00552471207069, 1.04518978636097,
1.01810784117456, 0.993552343701494, 1.03535983577691, 0.982973964981781,
0.976175417305875, 0.971173421374951, 1.02622192154044, 1.06169292627851,
0.980316131595686, 0.98802873807095, 1.02522486330609, 1.01920704714191,
0.987730950969463, 0.972320506142784, 1.02950031603837, 1.01481027236895,
1.05066348592531, 0.941412086703545, 1.00426249434292, 0.997599618540051,
0.9727707483253, 0.987822018689403, 1.00496006171741, 1.00365488022554,
0.982021737672154, 0.946014836456916, 0.977232083157459, 1.04246004468132,
0.981228463109654, 0.971195860055527, 0.957569129533581, 0.987312165664453,
0.955583610052133, 0.991173211015633, 0.988434021882053, 0.94971029297998,
1.02260060019826, 0.986729432665294, 1.00044978044626, 1.00283798105021,
0.97876379280085, 0.948623031823408, 1.02317511219612, 1.02274213461243,
0.952138762776323, 0.974014522860041, 1.02874293788325, 1.02108205408977,
0.950582622331241, 0.986098109021331, 1.00098916530354, 1.05435029523389,
0.999921440746985, 0.964778188342829, 1.02087753056688, 1.0295810738595,
0.981181990342875, 0.94981916198993, 1.00828646284387, 1.01127872412662,
0.976192285243012, 0.95032633282931, 1.02884118341175, 1.01603776783957,
0.952947066257398, 0.988924105443658, 1.02727453593468, 1.02944328284254,
0.970561666318556, 0.982859453938812, 0.995886713501412, 1.04330648532137,
0.991844865771659, 0.99159250467833, 1.0332159700053, 0.993864541664301,
0.952716253755034, 0.960889912140351, 0.945669021854222, 0.985578531230794,
0.975053113912155, 0.999552576905685, 1.02526821151208, 1.00450298718514,
0.948193972002236, 0.99358065264941, 1.04855364680554, 0.982181523974446,
0.957570494265717, 0.989249667650167, 1.01928030167592, 0.977392376116208,
0.98989833978368, 0.950312758756191, 1.01179069272545, 1.03630963397181,
0.997439452068598, 0.981793158114732, 0.98560918506727, 1.0497573745934,
1.06729226949522, 0.987962794653476, 1.05655507163022, 1.01896087310511,
0.985627836611195, 1.03148215915346, 1.07268555224398, 1.00116324087534,
1.0353274520202, 0.965843323254256, 0.981731445105197, 1.01927876056569,
0.999117162412819, 0.984262994383997, 1.0058994935294, 1.03100765642408,
0.970000664632288, 0.974667000854514, 1.02683721041632, 1.00224180239507,
0.976488446884133, 0.989129579180466, 1.01111944121172, 1.01081759149299,
0.990822520380867, 0.951849309560414, 1.0533258785109, 1.02605855087945,
0.993203883495146, 1.01231349444546, 1.05040134097269, 0.988195090931879,
0.998324259112233, 0.955268105597824, 1.01179535756103, 1.00923640076821,
1.01018973127051, 0.97727388908476, 1.0163531272719, 1.03445181115965,
0.922709820364792, 1.05034425545701, 0.971929096725562, 1.01600521659268,
0.989307124797035, 0.966327502991904, 1.0148486097639, 1.00804453317389,
0.986688556832374, 1.01100519377607, 1.07022911567444, 1.01751745478207,
1.00395256916996, 1.02666291685486, 1.04306886282915, 0.976284796774505,
0.873912939480404, 0.985956634379203, 0.966005821428092, 1.01911378235808,
0.989971040708023, 0.948518684869746, 0.964578663605958, 1.00130118816861,
1.14681217078448, 0.989198271209915, 0.975831372743337, 0.87134009583841,
0.999320371256267, 1.04366317607907, 1.0941742251269, 1.04912747347822,
0.873169695550468, 0.9946703855144, 1.02687904508206, 1.01557590029223,
0.979039928979583, 0.978199700239161, 0.988038704848986, 0.944583404359117,
0.97831517569251, 0.9881631354812, 0.990553852862955, 1.05139702349736,
0.987315661692795, 0.973936995140175, 1.06038641236987, 1.0651525599012,
0.997891074790299, 0.979657304627723, 0.976638433723023, 0.981157058049022,
0.974773098042751, 1.04814547433216, 1.02327857487465, 1.01725074945885,
0.978364366421386, 1.02726007295919, 1.02997589351422, 1.0208112362723,
0.965389721633011, 1.01152741033802, 1.00352090319123, 0.981151102088714,
0.986010324656192, 0.97990659165448, 0.990503768576242, 0.985301104774446,
0.976384165205197, 0.983887706958686, 0.992885571845564, 0.985757622165226,
0.946874017209482, 0.990962963812142, 1.04319324396693, 1.07354098057006,
0.984597785175012, 0.97845443949194, 0.963960215777945, 1.06584156194012,
1.15623372835712, 0.94928101059165, 1.05512096334013, 1.00899261027951,
1.00760894032175, 0.989021593753401, 1.01442722705518, 1.04495346859144,
1.00095646335122, 0.958907195434402, 1.02045280866442, 1.00659622664478,
0.980590749755976, 1.01197688939839, 0.998468538022796, 1.040625279257,
0.934164344256759, 0.992160161968429, 0.998594942355232, 1.0532781805963,
0.974144103277039, 0.946253316413415, 1.00623102828924, 0.988787044999963,
0.987541467770869, 0.999140303075891, 1.05429436081972, 1.01617267860198,
1.17044068684611, 1.05663112916056, 1.01681282884482, 1.02872692218644,
1.00738468152863, 1.0222081131894, 1.01817103171172, 1.01222250929532,
0.97386289237006, 0.987701353725335, 1.00418624697519, 1.0183108729199,
0.956852868616883, 1.05440980534023, 1.01562402108019, 1.00083274000183,
0.945641654423597, 0.966367379950251, 1.02020174816679, 1.01151664724635,
0.940072052642951, 0.991027873457432, 0.984568985852697, 1.02373049431651,
0.985887377562884, 1.05498951399906, 0.98672427011774, 1.02570399134917,
1.06987898201568, 1.02648218241568, 0.971175525661877, 1.03211886190237,
0.992647697074835, 0.986388969656675, 1.02097305537141, 1.04518978636097,
0.987300416455667, 0.985182286987375, 1.02373433952904, 1.01376295257605,
0.992398195656577, 0.983765510339449, 1.06154013507033, 1.01312319643703
)
> dput(HM3)
c(0.196622289085315, -0.0436031046458981, 0.000820037203846464,
0.392758326108918, 0.0445839547736504, 0.223969403187679, -0.070152338130932,
0.197471312884591, 0.0498910549108242, -0.620322188497616, 0.488037411730214,
0.0461937792271113, 0.0051066586622384, 0.413877974790452, -0.154637441642314,
0.229802002983503, 0.509904610124243, 0.126452664534026, 0.583037470359474,
0.470621010682895, -0.00578078533090776, -0.457074922218691,
-0.0506356375273661, -0.767302691971105, -0.000822439375515026,
-0.170080770417037, -0.0638533091192526, 0.218492017287635, -0.088210288825341,
-0.389219867379597, 1.23355646106213, -1.78773586807154, 0.0117401974737664,
-0.154882548871051, -2.11547741687211, -0.0638533091192526, -8.18190789706224,
0.282699360997887, 0.0383693451361519, -0.0638533091192526, 0.832793868600698,
0.894379977535782, -0.302329357989944, 0.573489523345283, -0.223540700260161,
0.229802002983503, 0.0239731624923989, 0.556201388601996, -0.112552578411774,
-0.0438764575701239, 0.470621010682895, -4.92500180132548, 0.00309129784132211,
0.172407876390051, 0.229802002983503, 0.061799194890529, -0.000864150216291216,
-0.0683834224257835, -1.42874041532869, 0.654009227783557, -0.620322188497616,
0.272034153890376, -0.00558557185457871, 0.229802002983503, -1.53118563423569e-05,
0.470621010682895, -0.736608540541868, -1.47747441666374, -0.00291475050109709,
-1.56966101463791, 0.362334298169537, -1.41867286052432, -0.0062864890624406,
-0.223090980170635, 0.229802002983503, 0, 0.0147973092972513,
0.757637727251206, 0.332227874554666, -0.620322188497616, -0.0638533091192526,
-0.0638533091192526, 1.59477829009842, -0.247635059505396, -0.0638533091192526,
0.384123364351151, -0.909542286753924, -1.61643290186366, -0.00969493151693274,
-0.0638533091192526, 0.335128597413319, 0.229802002983503, -3.36005853184083,
-1.77772450660144, -0.223359097040026, -4.75082975711953, 0.545441153017038,
-0.0181047188208818, 0.229802002983503, 0.718505786757723, -0.199075726922584,
0.0779145211225284, 0.0981591683724576, -0.0638533091192526,
0.771585236053205, -0.124873344480422, -0.143455357050914, -0.982192613814533,
0.840325570227771, -0.0639597669819456, 0.272309718636627, 0.470621010682895,
0.000149945344883234, 0.0179651303218593, 0.586470204231886,
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0, 0.286160612098488, 0.101207913446722, 0.374419900839882, -0.106217410937095,
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3.84024898682852, -0.0638533091192526, 0.389584248100691, 0.0449003257302091,
1.02228506672615, 0.229802002983503, -0.0638533091192526, -0.0829134652872339,
3.50596545804498, -0.389219867379597, 0.9170368554337, -0.0638533091192526,
0.393117195150408, 0.228802985129773, 0.380899253549764, 0.232617830598094,
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1.63476338054133, 0, -0.358533993792374, -0.180900357181005,
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0.999426501553857, -0.0638533091192526, -0.894190901951266, 0.0608976332239153,
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1.1517268134498, -0.0027549233829829, -5.20036700047062, -0.389219867379597,
1.38009140442044, 0.188112123387496, -0.389219867379597, -0.0715310034898503,
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0.470621010682895, 0.470621010682895, 0.0211915910476394, -0.00153721649859708,
-0.0638533091192526, -0.102776844490052)
> dput(HM2)
c(0.016497438441392, -0.0121005433105642, 0.0340103138875006,
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very many thanks for your time and effort...
yours sincerely
AKSHAY M KULKARNI
________________________________________
From: R-help <r-help-bounces using r-project.org> on behalf of akshay kulkarni <akshay_e4 using hotmail.com>
Sent: Wednesday, March 20, 2019 1:32 PM
To: R help Mailing list
Subject: [R] problem with nlsLM.....
dear members,
Yesterday, Duncan identified a silly mistake in an nls call...in the list of starting values, one of the names of the variable was getting repeated. But I am experiencing the same problem again, with a different formula:
> formulaDH3
HM1 ~ (a + (b * ((HM2 + 0.3)^(1/3)))) * (c * log(HM3 + 27))
here HM1 is the response variable, and HM2 and HM3 are predictors.....
> nonlin_modDH3 <- nls(formulaDH3, start = list(a = 0.43143, b = 0.68173,c = 0.02954))
Error in nlsModel(formula, mf, start, wts) :
singular gradient matrix at initial parameter estimates
> nonlin_modDH3 <- nlsLM(formulaDH3, start = list(a = 0.43143, b = 0.68173,c = 0.02954))
Error in nlsModel(formula, mf, start, wts) :
singular gradient matrix at initial parameter estimates
I am using nlsLM function from the minpack.lm package which says that it will converge when nls fails with singular gradient matrix error...
Is there again a silly mistake(pardon me again if there is one!), or is the problem serious? If it is serious, any pointers towards a solution?
very many thanks for your time and effort....
yours sincerely,
AKSHAY M KULKARNI
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