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Laguerre's method

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1828: 1343: 3617: 1332: 1823:{\displaystyle {\begin{aligned}\ H&~=~-{\frac {\operatorname {d} ^{2}}{\operatorname {d} x^{2}}}\ln {\Bigl |}\ p(x)\ {\Bigr |}~=~{\frac {1}{~~(x-x_{1})^{2}\ }}+{\frac {1}{~~(x-x_{2})^{2}\ }}+\ \cdots \ +{\frac {1}{~~(x-x_{n})^{2}\ }}\\&~=~-{\frac {\ p''(x)\ }{\ {\bigl |}\ p(x)\ {\bigr |}\ }}\ +\ \left({\frac {\ p'(x)\ }{\ p(x)\ }}\right)^{2}\cdot \ \operatorname {sgn} \!{\Bigl (}\ p(x)\ {\Bigr )}~.\end{aligned}}} 3231: 1030: 1015: 3942:
The algorithm is fairly simple to use, compared to other "sure-fire" methods, and simple enough for hand calculation, aided by a pocket calculator, if a computer is not available. The speed at which the method converges means that one is only very rarely required to compute more than a few iterations
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Empirical evidence shows that convergence failure is extremely rare, making this a good candidate for a general purpose polynomial root finding algorithm. However, given the fairly limited theoretical understanding of the algorithm, many numerical analysts are hesitant to use it as a default, and
2857: 1327:{\displaystyle {\begin{aligned}\ G&~=~{\frac {\operatorname {d} }{\operatorname {d} x}}\ln {\Bigl |}\ p(x)\ {\Bigr |}~=~{\frac {1}{\ x-x_{1}\ }}+{\frac {1}{\ x-x_{2}\ }}+\ \cdots \ +{\frac {1}{\ x-x_{n}\ }}\\&~=~{\frac {\ p'(x)\ }{\ {\bigl |}\ p(x)\ {\bigr |}\ }}\ ,\end{aligned}}} 2308: 756: 2967: 3901:, which notoriously fail to converge for poorly chosen initial guesses. Laguerre's method may even converge to a complex root of the polynomial, because the radicand of the square root may be of a negative number, in the formula for the correction, 3446:, enough times to make the smaller roots significantly smaller than the largest root (and so, clustered comparatively nearer to zero). The approximate root from Graeffe's method, can then be used to start the new iteration for Laguerre's method on 2687: 2135: 667: 3357: 3930:
given above – manageable so long as complex numbers can be conveniently accommodated for the calculation. This may be considered an advantage or a liability depending on the application to which the method is being used.
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can be found. Note however that deflation can lead to approximate factors that differ significantly from the corresponding exact factors. This error is least if the roots are found in the order of increasing magnitude.
2536: 327: 1010:{\displaystyle \ln {\bigl |}\ p(x)\ {\bigr |}~=~\ln {\bigl |}\ C\ {\bigr |}\ +\ \ln {\bigl |}\ x-x_{1}\ {\bigr |}\ +\ \ln {\bigl |}\ x-x_{2}\ {\bigr |}\ +\ \cdots \ +\ \ln {\bigl |}\ x-x_{n}\ {\bigr |}~.} 411: 2146: 1348: 1035: 3226:{\displaystyle a={\frac {\ p(x)\ }{p'(x)}}\cdot {\Biggl \{}\ {\frac {\ 1\ }{n}}+{\frac {\ n-1\ }{n}}\ {\sqrt {1-{\frac {n}{\ n-1\ }}\ {\frac {\ p(x)\ p''(x)\ }{~p'(x)^{2}\ }}\ }}\ {\Biggr \}}^{-1}\ ,} 2408: 57:. One of the most useful properties of this method is that it is, from extensive empirical study, very close to being a "sure-fire" method, meaning that it is almost guaranteed to always converge to 238: 3566: 744: 3716: 2013: 2897: 2930: 2576: 470: 3807: 4134: 3602: 3876: 3843: 3761: 2024: 1872: 541: 3272: 161: 3928: 2959: 2568: 1930: 1901: 3492: 2720: 2437: 2337: 1959: 533: 4353: 3882:
convergence is merely linear, with the penalty of calculating values for the polynomial and its first and second derivatives at each stage of the iteration.
3281: 2852:{\displaystyle \operatorname {\mathcal {R_{e}}} {\biggl \{}\ {\overline {G}}{\sqrt {\left(n-1\right)\left(n\ H-G^{2}\right)\ }}\ {\biggr \}}>0\ ,} 4127: 4083: 3992: 2445: 4332: 4258: 2303:{\displaystyle \ b\ \equiv \ \operatorname {\mathsf {harmonic\ mean}} {\Bigl \{}\ x-x_{2},\ x-x_{3},\ \ldots \ x-x_{n}\ {\Bigr \}}\ } 4102: 3980: 334: 4120: 4322: 2345: 3424:, that give distinct roots clearly distinct magnitudes, if necessary (which it will be if some roots are complex conjugates). 502: 245: 3497: 675: 4286: 4022: 3936: 488:. This deflation step reduces the degree of the polynomial by one, so that eventually, approximations for all roots of 3623: 4291: 169: 414: 4276: 4220: 1967: 4301: 4235: 4179: 4151: 4143: 2865: 4225: 3898: 3397:
for which the assumptions are viable; e.g. by first shifting the origin towards a suitable complex number
1021: 66: 28: 2902: 4317: 2682:{\displaystyle a={\frac {n}{\ G\pm {\sqrt {{\bigl (}n-1{\bigr )}{\bigl (}n\ H-G^{2}{\bigr )}\ }}\ }}\ ,} 4271: 4047: 4001: 423: 3616: 4281: 4210: 4202: 3764: 3443: 70: 3770: 2130:{\displaystyle \ b\ \approx \ x-x_{2}\ \approx \ x-x_{3}\ \approx \ \ldots \ \approx \ x-x_{n}\ ,} 662:{\displaystyle \ p(x)=C\left(x-x_{1}\right)\left(x-x_{2}\right)\ \cdots \ \left(x-x_{n}\right)\ ,} 65:
computation, more efficient methods are known, with which it is guaranteed to find all roots (see
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A major advantage of Laguerre's method is that it is almost guaranteed to converge to
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where the square root of a complex number is chosen to have a non-negative real part.
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Pan, V.Y. (1997). "Solving a polynomial equation: Some history and recent progress".
3959: 3879: 3352:{\displaystyle \ \operatorname {\mathcal {O}} {\bigl \{}\ (p(x))^{3}\ {\bigr \}}\ ,} 4164: 4068: 4028: 35:. In other words, Laguerre's method can be used to numerically solve the equation 4038: 4027:(Master's thesis). Mathematics. Oxford, UK: University of Oxford. Archived from 4169: 4059: 484:
If a root has been found, the corresponding linear factor can be removed from
32: 3939:, for which more solid theory has been developed and whose limits are known. 1932:
and all the other roots are all clustered together, at some further distance
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root of the polynomial, no matter what initial guess is chosen. However, for
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Goedecker, S. (1994). "Remark on algorithms to find roots of polynomials".
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is chosen to produce largest absolute value of the denominator and make
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is small enough or if the maximum number of iterations has been reached.
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Press, W.H.; Teukolsky, S.A.; Vetterling, W.T.; Flannery, B.P. (2007).
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The algorithm of the Laguerre method to find one root of a polynomial
2531:{\displaystyle H={\frac {1}{~a^{2}\ }}+{\frac {\ n-1\ }{~b^{2}\ }}~.} 4013: 3615: 4116: 3468:
If we make the even more extreme assumption that the terms in
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by repeatedly applying the root squaring transformation from
406:{\displaystyle a={\frac {n}{G\pm {\sqrt {(n-1)(nH-G^{2})}}}}} 3290: 2879: 2875: 2739: 2735: 76:
This method is named in honour of the French mathematician,
4078:(3rd ed.). New York, NY: Cambridge University Press. 3620:
Attraction zones of Laguerre's method for the polynomial
2403:{\displaystyle G={\frac {\ 1\ }{a}}+{\frac {\ n-1\ }{b}}} 3274:
this formula differs from the offset of the third order
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so convergence close to a root will be cubic as well.
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where in this case, the square root of the (possibly)
322:{\displaystyle H=G^{2}-{\frac {p''(x_{k})}{p(x_{k})}}} 3907: 3851: 3815: 3773: 3731: 3626: 3574: 3500: 3474: 3461:
may then be obtained straightforwardly from that for
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no matter where the initial approximation is chosen
3561:{\displaystyle \ x_{2},\ x_{3},\ \ldots ,\ x_{n}\ } 3958: 3922: 3870: 3837: 3801: 3755: 3710: 3596: 3560: 3486: 3371:does not work well for some particular polynomial 3351: 3266: 3225: 2953: 2924: 2891: 2851: 2722:as small as possible; equivalently, it satisfies: 2714: 2681: 2562: 2530: 2431: 2402: 2331: 2302: 2129: 2007: 1953: 1924: 1895: 1866: 1822: 1326: 1009: 739:{\displaystyle \ x_{1},x_{2},\ \ldots ,\ x_{n}\ ,} 738: 661: 527: 464: 405: 321: 232: 155: 67:Root-finding algorithm § Roots of polynomials 3203: 3025: 2832: 2751: 2292: 2213: 1805: 1780: 1777: 1436: 1411: 1106: 1081: 3711:{\displaystyle ~p(x)=x^{4}+2x^{3}+3x^{2}+4x+1~.} 746:are the roots of the polynomial. If we take the 233:{\displaystyle G={\frac {p'(x_{k})}{p(x_{k})}}} 4069:"Section 9.5.3   Laguerre's method" 4128: 4093:Ralston, Anthony; Rabinowitz, Philip (1978). 3935:prefer better understood methods such as the 3393:can be transformed into a related polynomial 3338: 3300: 2657: 2628: 2621: 2605: 1684: 1659: 1303: 1278: 996: 967: 933: 904: 882: 853: 831: 815: 793: 768: 8: 3985:– via Internet Archive (archive.org). 2899:denotes real part of a complex number, and 4135: 4121: 4113: 4024:Iterative methods for roots of polynomials 3568:are negligibly small compared to the root 3906: 3859: 3850: 3823: 3814: 3781: 3772: 3730: 3681: 3665: 3649: 3625: 3582: 3573: 3549: 3524: 3508: 3499: 3473: 3337: 3336: 3327: 3299: 3298: 3289: 3288: 3283: 3244: 3208: 3202: 3201: 3180: 3116: 3089: 3081: 3054: 3033: 3024: 3023: 2977: 2969: 2937: 2909: 2904: 2878: 2873: 2872: 2867: 2831: 2830: 2811: 2769: 2759: 2750: 2749: 2738: 2733: 2732: 2730: 2701: 2656: 2655: 2649: 2627: 2626: 2620: 2619: 2604: 2603: 2601: 2586: 2578: 2546: 2510: 2483: 2468: 2455: 2447: 2418: 2376: 2355: 2347: 2318: 2291: 2290: 2281: 2253: 2231: 2212: 2211: 2191: 2166: 2165: 2148: 2115: 2078: 2053: 2026: 1996: 1969: 1937: 1908: 1879: 1855: 1846: 1841:, that the root we are looking for, say, 1804: 1803: 1779: 1778: 1762: 1709: 1683: 1682: 1658: 1657: 1626: 1597: 1587: 1562: 1535: 1525: 1500: 1485: 1475: 1450: 1435: 1434: 1410: 1409: 1394: 1377: 1371: 1347: 1345: 1302: 1301: 1277: 1276: 1245: 1219: 1200: 1173: 1154: 1139: 1120: 1105: 1104: 1080: 1079: 1055: 1034: 1032: 995: 994: 985: 966: 965: 932: 931: 922: 903: 902: 881: 880: 871: 852: 851: 830: 829: 814: 813: 792: 791: 767: 766: 758: 724: 699: 686: 677: 642: 607: 581: 543: 514: 450: 431: 425: 389: 356: 344: 336: 307: 286: 268: 259: 247: 218: 197: 179: 171: 144: 132: 3427:After that, getting a third polynomial 2008:{\displaystyle \ a\ \equiv \ x-x_{1}\ } 2892:{\displaystyle \ {\mathcal {R_{e}}}\ } 2203: 2200: 2197: 2194: 2188: 2185: 2182: 2179: 2176: 2173: 2170: 2167: 1834: 1337:and the negated second derivative by 7: 4095:A First Course in Numerical Analysis 3993:SIAM Journal on Scientific Computing 4354:Polynomial factorization algorithms 3725:is a simple root of the polynomial 2925:{\displaystyle \ {\overline {G}}\ } 1384: 1374: 1061: 1057: 14: 4076:: The art of scientific computing 3763:then Laguerre's method converges 16:Polynomial root-finding algorithm 4333:Sidi's generalized secant method 1961:If we denote these distances by 4323:Inverse quadratic interpolation 465:{\displaystyle x_{k+1}=x_{k}-a} 3788: 3782: 3744: 3738: 3639: 3633: 3324: 3320: 3314: 3308: 3258: 3252: 3177: 3170: 3151: 3145: 3131: 3125: 3014: 3008: 2992: 2986: 1797: 1791: 1749: 1743: 1729: 1723: 1676: 1670: 1646: 1640: 1594: 1574: 1532: 1512: 1482: 1462: 1428: 1422: 1295: 1289: 1265: 1259: 1098: 1092: 785: 779: 557: 551: 503:fundamental theorem of algebra 395: 373: 370: 358: 313: 300: 292: 279: 224: 211: 203: 190: 150: 137: 1: 3401:, giving a second polynomial 3809:is close enough to the root 3802:{\displaystyle \ x^{(0)}\ ,} 3767:whenever the initial guess, 3369:'drastic set of assumptions' 2932:is the complex conjugate of 2914: 2764: 2541:Solving these equations for 1839:'drastic set of assumptions' 750:of both sides, we find that 163:is very small, exit the loop 3494:corresponding to the roots 535:can be written in the form 4370: 4152:Bracketing (no derivative) 4021:Mekwi, Wankere R. (2001). 3597:{\displaystyle \ x_{1}\ ,} 3450:. An approximate root for 4060:10.1137/S0036144595288554 3871:{\displaystyle \ x_{1}\ } 3838:{\displaystyle \ x_{1}~.} 3756:{\displaystyle \ p(x)\ ,} 1867:{\displaystyle \ x_{1}\ } 415:catastrophic cancellation 69:) or all real roots (see 3845:On the other hand, when 3267:{\displaystyle \ p(x)\ } 156:{\displaystyle p(x_{k})} 107:Choose an initial guess 4302:Splitting circle method 4287:Jenkins–Traub algorithm 4144:Root-finding algorithms 3961:Numerical Methods that 3937:Jenkins–Traub algorithm 3889:root of the polynomial 2413:and the expression for 46:for a given polynomial 4292:Lehmer–Schur algorithm 3943:to get high accuracy. 3924: 3923:{\displaystyle \ a\ ,} 3872: 3839: 3803: 3757: 3718: 3712: 3598: 3562: 3488: 3353: 3268: 3227: 2955: 2954:{\displaystyle \ G\ ;} 2926: 2893: 2853: 2716: 2683: 2564: 2563:{\displaystyle \ a\ ,} 2532: 2433: 2404: 2333: 2313:then our equation for 2304: 2131: 2009: 1955: 1926: 1925:{\displaystyle \ x\ ,} 1897: 1896:{\displaystyle \ a\ ,} 1868: 1824: 1328: 1022:logarithmic derivative 1011: 740: 663: 529: 466: 407: 323: 234: 157: 29:root-finding algorithm 4318:Fixed-point iteration 3925: 3895:Newton–Raphson method 3873: 3840: 3804: 3758: 3713: 3619: 3599: 3563: 3489: 3487:{\displaystyle \ G\ } 3354: 3269: 3228: 2956: 2927: 2894: 2854: 2717: 2715:{\displaystyle \ a\ } 2684: 2565: 2533: 2434: 2432:{\displaystyle \ H\ } 2405: 2334: 2332:{\displaystyle \ G\ } 2305: 2132: 2010: 1956: 1954:{\displaystyle \ b~.} 1927: 1898: 1869: 1825: 1329: 1012: 741: 664: 530: 528:{\displaystyle \ p\ } 509:th degree polynomial 467: 408: 324: 235: 158: 4277:Durand–Kerner method 4221:Newton–Krylov method 4031:on 23 December 2012. 3975:. Harper & Row. 3905: 3849: 3813: 3771: 3729: 3624: 3572: 3498: 3472: 3282: 3243: 3239:For small values of 2968: 2936: 2903: 2866: 2729: 2700: 2577: 2545: 2446: 2417: 2346: 2317: 2147: 2025: 1968: 1936: 1907: 1903:away from our guess 1878: 1874:is a short distance, 1845: 1344: 1031: 757: 676: 542: 513: 424: 335: 246: 170: 131: 4226:Steffensen's method 4052:1997SIAMR..39..187P 4006:1994SJSC...15.1059G 3899:Stephensen's method 71:Real-root isolation 4259:Polynomial methods 3920: 3868: 3835: 3799: 3753: 3719: 3708: 3594: 3558: 3484: 3349: 3264: 3223: 2951: 2922: 2889: 2849: 2712: 2679: 2560: 2528: 2429: 2400: 2339:may be written as 2329: 2300: 2127: 2005: 1951: 1922: 1893: 1864: 1833:We then make what 1820: 1818: 1324: 1322: 1007: 736: 659: 525: 505:states that every 462: 403: 319: 230: 153: 21:numerical analysis 4341: 4340: 4297:Laguerre's method 4272:Bairstow's method 4085:978-0-521-88068-8 4074:Numerical Recipes 3916: 3910: 3867: 3854: 3831: 3818: 3795: 3776: 3749: 3734: 3704: 3629: 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3481: 3475: 3464: 3460: 3449: 3444:Graeffe's method 3441: 3430: 3423: 3400: 3396: 3392: 3381: 3358: 3356: 3355: 3350: 3343: 3342: 3341: 3333: 3332: 3331: 3305: 3304: 3303: 3294: 3293: 3285: 3273: 3271: 3270: 3265: 3261: 3246: 3232: 3230: 3229: 3224: 3217: 3216: 3215: 3207: 3206: 3197: 3196: 3192: 3191: 3189: 3186: 3185: 3184: 3169: 3159: 3157: 3154: 3144: 3134: 3119: 3117: 3113: 3112: 3110: 3107: 3095: 3090: 3082: 3078: 3077: 3072: 3069: 3057: 3055: 3050: 3045: 3042: 3036: 3034: 3030: 3029: 3028: 3019: 3017: 3007: 2998: 2995: 2980: 2978: 2960: 2958: 2957: 2952: 2945: 2939: 2931: 2929: 2928: 2923: 2919: 2918: 2910: 2906: 2898: 2896: 2895: 2890: 2886: 2885: 2884: 2883: 2882: 2869: 2858: 2856: 2855: 2850: 2843: 2836: 2835: 2827: 2826: 2822: 2821: 2817: 2816: 2815: 2798: 2789: 2785: 2770: 2768: 2760: 2756: 2755: 2754: 2745: 2744: 2743: 2742: 2721: 2719: 2718: 2713: 2709: 2703: 2688: 2686: 2685: 2680: 2673: 2672: 2670: 2667: 2666: 2662: 2661: 2660: 2654: 2653: 2636: 2632: 2631: 2625: 2624: 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1695: 1694: 1692: 1689: 1688: 1687: 1679: 1664: 1663: 1662: 1654: 1652: 1649: 1639: 1629: 1627: 1620: 1614: 1612: 1608: 1606: 1603: 1602: 1601: 1592: 1591: 1571: 1568: 1563: 1556: 1550: 1546: 1544: 1541: 1540: 1539: 1530: 1529: 1509: 1506: 1501: 1496: 1494: 1491: 1490: 1489: 1480: 1479: 1459: 1456: 1451: 1447: 1441: 1440: 1439: 1431: 1416: 1415: 1414: 1402: 1400: 1399: 1398: 1382: 1381: 1372: 1365: 1359: 1351: 1333: 1331: 1330: 1325: 1323: 1314: 1313: 1311: 1308: 1307: 1306: 1298: 1283: 1282: 1281: 1273: 1271: 1268: 1258: 1248: 1246: 1242: 1236: 1234: 1230: 1228: 1225: 1224: 1223: 1206: 1201: 1194: 1188: 1184: 1182: 1179: 1178: 1177: 1160: 1155: 1150: 1148: 1145: 1144: 1143: 1126: 1121: 1117: 1111: 1110: 1109: 1101: 1086: 1085: 1084: 1072: 1070: 1056: 1052: 1046: 1038: 1016: 1014: 1013: 1008: 1001: 1000: 999: 991: 990: 989: 972: 971: 970: 956: 950: 944: 938: 937: 936: 928: 927: 926: 909: 908: 907: 893: 887: 886: 885: 877: 876: 875: 858: 857: 856: 842: 836: 835: 834: 826: 820: 819: 818: 804: 798: 797: 796: 788: 773: 772: 771: 745: 743: 742: 737: 730: 729: 728: 717: 708: 704: 703: 691: 690: 679: 668: 666: 665: 660: 653: 652: 648: 647: 646: 624: 618: 617: 613: 612: 611: 591: 587: 586: 585: 545: 534: 532: 531: 526: 522: 516: 508: 471: 469: 468: 463: 455: 454: 442: 441: 412: 410: 409: 404: 402: 400: 399: 394: 393: 357: 345: 328: 326: 325: 320: 318: 316: 312: 311: 295: 291: 290: 278: 269: 264: 263: 239: 237: 236: 231: 229: 227: 223: 222: 206: 202: 201: 189: 180: 162: 160: 159: 154: 149: 148: 124: 115: 102: 98: 56: 45: 4369: 4368: 4364: 4363: 4362: 4360: 4359: 4358: 4344: 4343: 4342: 4337: 4328:Muller's method 4306: 4253: 4249:Ridders' method 4230: 4197: 4193:Halley's method 4188:Newton's method 4174: 4146: 4141: 4111: 4105: 4097:. McGraw-Hill. 4092: 4086: 4066: 4035: 4020: 4014:10.1137/0915064 3989: 3983: 3965: 3964: 3962: 3953: 3949: 3903: 3902: 3855: 3847: 3846: 3819: 3811: 3810: 3777: 3769: 3768: 3727: 3726: 3722: 3677: 3661: 3645: 3622: 3621: 3614: 3606:Newton's method 3578: 3570: 3569: 3545: 3520: 3504: 3496: 3495: 3470: 3469: 3462: 3451: 3447: 3432: 3428: 3402: 3398: 3394: 3383: 3372: 3365: 3323: 3280: 3279: 3278:by an error of 3276:Halley's method 3241: 3240: 3200: 3176: 3162: 3158: 3137: 3118: 3094: 3056: 3035: 3000: 2999: 2979: 2966: 2965: 2934: 2933: 2901: 2900: 2874: 2864: 2863: 2807: 2794: 2790: 2775: 2771: 2734: 2727: 2726: 2698: 2697: 2645: 2591: 2575: 2574: 2543: 2542: 2506: 2502: 2485: 2464: 2460: 2444: 2443: 2415: 2414: 2378: 2357: 2344: 2343: 2315: 2314: 2277: 2249: 2227: 2145: 2144: 2111: 2074: 2049: 2023: 2022: 1992: 1966: 1965: 1934: 1933: 1905: 1904: 1876: 1875: 1851: 1843: 1842: 1817: 1816: 1736: 1715: 1711: 1705: 1704: 1653: 1632: 1628: 1610: 1609: 1593: 1583: 1567: 1531: 1521: 1505: 1481: 1471: 1455: 1390: 1383: 1373: 1357: 1342: 1341: 1321: 1320: 1272: 1251: 1247: 1232: 1231: 1215: 1205: 1169: 1159: 1135: 1125: 1060: 1044: 1029: 1028: 981: 918: 867: 755: 754: 720: 695: 682: 674: 673: 638: 631: 627: 603: 596: 592: 577: 570: 566: 540: 539: 511: 510: 506: 499: 446: 427: 422: 421: 385: 349: 333: 332: 303: 296: 282: 271: 270: 255: 244: 243: 214: 207: 193: 182: 181: 168: 167: 140: 129: 128: 119: 114: 108: 100: 89: 86: 78:Edmond Laguerre 47: 36: 17: 12: 11: 5: 4367: 4365: 4357: 4356: 4346: 4345: 4339: 4338: 4336: 4335: 4330: 4325: 4320: 4314: 4312: 4308: 4307: 4305: 4304: 4299: 4294: 4289: 4284: 4279: 4274: 4269: 4263: 4261: 4255: 4254: 4252: 4251: 4246: 4244:Brent's method 4240: 4238: 4236:Hybrid methods 4232: 4231: 4229: 4228: 4223: 4218: 4213: 4207: 4205: 4199: 4198: 4196: 4195: 4190: 4184: 4182: 4176: 4175: 4173: 4172: 4167: 4162: 4156: 4154: 4148: 4147: 4142: 4140: 4139: 4132: 4125: 4117: 4110: 4109: 4103: 4090: 4084: 4064: 4046:(2): 187–220. 4033: 4018: 3987: 3981: 3950: 3948: 3945: 3919: 3913: 3862: 3858: 3834: 3826: 3822: 3798: 3790: 3787: 3784: 3780: 3752: 3746: 3743: 3740: 3737: 3707: 3701: 3698: 3695: 3692: 3689: 3684: 3680: 3676: 3673: 3668: 3664: 3660: 3657: 3652: 3648: 3644: 3641: 3638: 3635: 3632: 3613: 3610: 3604:this leads to 3593: 3585: 3581: 3552: 3548: 3541: 3538: 3532: 3527: 3523: 3516: 3511: 3507: 3480: 3364: 3361: 3348: 3340: 3330: 3326: 3322: 3319: 3316: 3313: 3310: 3302: 3297: 3292: 3260: 3257: 3254: 3251: 3234: 3233: 3222: 3214: 3211: 3205: 3183: 3179: 3175: 3172: 3168: 3165: 3153: 3150: 3147: 3143: 3140: 3133: 3130: 3127: 3124: 3106: 3103: 3100: 3093: 3088: 3085: 3075: 3068: 3065: 3062: 3053: 3048: 3041: 3027: 3022: 3016: 3013: 3010: 3006: 3003: 2994: 2991: 2988: 2985: 2976: 2973: 2950: 2944: 2916: 2913: 2881: 2877: 2860: 2859: 2848: 2842: 2839: 2834: 2820: 2814: 2810: 2806: 2803: 2797: 2793: 2788: 2784: 2781: 2778: 2774: 2766: 2763: 2753: 2748: 2741: 2737: 2708: 2694:complex number 2690: 2689: 2678: 2659: 2652: 2648: 2644: 2641: 2635: 2630: 2623: 2618: 2615: 2612: 2607: 2600: 2597: 2590: 2585: 2582: 2559: 2553: 2539: 2538: 2527: 2513: 2509: 2497: 2494: 2491: 2482: 2471: 2467: 2459: 2454: 2451: 2425: 2411: 2410: 2397: 2390: 2387: 2384: 2375: 2370: 2363: 2354: 2351: 2325: 2311: 2310: 2294: 2284: 2280: 2276: 2273: 2267: 2261: 2256: 2252: 2248: 2245: 2239: 2234: 2230: 2226: 2223: 2215: 2210: 2205: 2202: 2199: 2196: 2190: 2187: 2184: 2181: 2178: 2175: 2172: 2169: 2161: 2155: 2138: 2137: 2126: 2118: 2114: 2110: 2107: 2101: 2095: 2089: 2081: 2077: 2073: 2070: 2064: 2056: 2052: 2048: 2045: 2039: 2033: 2016: 2015: 1999: 1995: 1991: 1988: 1982: 1976: 1950: 1944: 1921: 1915: 1892: 1886: 1858: 1854: 1831: 1830: 1815: 1807: 1799: 1796: 1793: 1790: 1782: 1776: 1770: 1765: 1760: 1751: 1748: 1745: 1742: 1731: 1728: 1725: 1721: 1718: 1708: 1700: 1686: 1678: 1675: 1672: 1669: 1661: 1648: 1645: 1642: 1638: 1635: 1625: 1619: 1613: 1611: 1600: 1596: 1590: 1586: 1582: 1579: 1576: 1566: 1561: 1555: 1549: 1538: 1534: 1528: 1524: 1520: 1517: 1514: 1504: 1499: 1488: 1484: 1478: 1474: 1470: 1467: 1464: 1454: 1446: 1438: 1430: 1427: 1424: 1421: 1413: 1408: 1405: 1397: 1393: 1389: 1386: 1380: 1376: 1370: 1364: 1358: 1356: 1350: 1349: 1335: 1334: 1319: 1305: 1297: 1294: 1291: 1288: 1280: 1267: 1264: 1261: 1257: 1254: 1241: 1235: 1233: 1222: 1218: 1214: 1211: 1204: 1199: 1193: 1187: 1176: 1172: 1168: 1165: 1158: 1153: 1142: 1138: 1134: 1131: 1124: 1116: 1108: 1100: 1097: 1094: 1091: 1083: 1078: 1075: 1069: 1066: 1063: 1059: 1051: 1045: 1043: 1037: 1036: 1018: 1017: 1006: 998: 988: 984: 980: 977: 969: 964: 961: 955: 949: 943: 935: 925: 921: 917: 914: 906: 901: 898: 892: 884: 874: 870: 866: 863: 855: 850: 847: 841: 833: 825: 817: 812: 809: 803: 795: 787: 784: 781: 778: 770: 765: 762: 735: 727: 723: 716: 713: 707: 702: 698: 694: 689: 685: 670: 669: 658: 651: 645: 641: 637: 634: 630: 623: 616: 610: 606: 602: 599: 595: 590: 584: 580: 576: 573: 569: 565: 562: 559: 556: 553: 550: 521: 498: 495: 482: 481: 474: 473: 472: 461: 458: 453: 449: 445: 440: 437: 434: 430: 418: 397: 392: 388: 384: 381: 378: 375: 372: 369: 366: 363: 360: 355: 352: 348: 343: 340: 329: 315: 310: 306: 302: 299: 294: 289: 285: 281: 277: 274: 267: 262: 258: 254: 251: 240: 226: 221: 217: 213: 210: 205: 200: 196: 192: 188: 185: 178: 175: 164: 152: 147: 143: 139: 136: 123:= 0, 1, 2, ... 116: 112: 85: 82: 15: 13: 10: 9: 6: 4: 3: 2: 4366: 4355: 4352: 4351: 4349: 4334: 4331: 4329: 4326: 4324: 4321: 4319: 4316: 4315: 4313: 4311:Other methods 4309: 4303: 4300: 4298: 4295: 4293: 4290: 4288: 4285: 4283: 4280: 4278: 4275: 4273: 4270: 4268: 4267:Aberth method 4265: 4264: 4262: 4260: 4256: 4250: 4247: 4245: 4242: 4241: 4239: 4237: 4233: 4227: 4224: 4222: 4219: 4217: 4216:Secant method 4214: 4212: 4209: 4208: 4206: 4204: 4200: 4194: 4191: 4189: 4186: 4185: 4183: 4181: 4177: 4171: 4168: 4166: 4163: 4161: 4158: 4157: 4155: 4153: 4149: 4145: 4138: 4133: 4131: 4126: 4124: 4119: 4118: 4115: 4106: 4104:0-07-051158-6 4100: 4096: 4091: 4087: 4081: 4077: 4075: 4070: 4065: 4061: 4057: 4053: 4049: 4045: 4041: 4040: 4034: 4030: 4026: 4025: 4019: 4015: 4011: 4007: 4003: 3999: 3995: 3994: 3988: 3984: 3982:0-88385-450-3 3978: 3973: 3972: 3969: 3956: 3952: 3951: 3946: 3944: 3940: 3938: 3932: 3917: 3911: 3900: 3896: 3892: 3888: 3883: 3881: 3880:multiple root 3860: 3856: 3832: 3824: 3820: 3796: 3785: 3778: 3766: 3750: 3741: 3735: 3705: 3699: 3696: 3693: 3690: 3687: 3682: 3678: 3674: 3671: 3666: 3662: 3658: 3655: 3650: 3646: 3642: 3636: 3630: 3618: 3611: 3609: 3607: 3591: 3583: 3579: 3550: 3546: 3539: 3536: 3530: 3525: 3521: 3514: 3509: 3505: 3478: 3466: 3458: 3454: 3445: 3439: 3435: 3425: 3421: 3417: 3413: 3409: 3405: 3390: 3386: 3379: 3375: 3370: 3362: 3360: 3346: 3328: 3317: 3311: 3295: 3277: 3255: 3249: 3237: 3220: 3212: 3209: 3181: 3173: 3166: 3163: 3148: 3141: 3138: 3128: 3122: 3104: 3101: 3098: 3091: 3086: 3083: 3073: 3066: 3063: 3060: 3051: 3046: 3039: 3020: 3011: 3004: 3001: 2989: 2983: 2974: 2971: 2964: 2963: 2962: 2948: 2942: 2911: 2846: 2840: 2837: 2818: 2812: 2808: 2804: 2801: 2795: 2791: 2786: 2782: 2779: 2776: 2772: 2761: 2746: 2725: 2724: 2723: 2706: 2695: 2676: 2650: 2646: 2642: 2639: 2633: 2616: 2613: 2610: 2598: 2595: 2588: 2583: 2580: 2573: 2572: 2571: 2570:we find that 2557: 2551: 2525: 2511: 2507: 2495: 2492: 2489: 2480: 2469: 2465: 2457: 2452: 2449: 2442: 2441: 2440: 2423: 2395: 2388: 2385: 2382: 2373: 2368: 2361: 2352: 2349: 2342: 2341: 2340: 2323: 2282: 2278: 2274: 2271: 2265: 2259: 2254: 2250: 2246: 2243: 2237: 2232: 2228: 2224: 2221: 2208: 2159: 2153: 2143: 2142: 2141: 2124: 2116: 2112: 2108: 2105: 2099: 2093: 2087: 2079: 2075: 2071: 2068: 2062: 2054: 2050: 2046: 2043: 2037: 2031: 2021: 2020: 2019: 1997: 1993: 1989: 1986: 1980: 1974: 1964: 1963: 1962: 1948: 1942: 1919: 1913: 1890: 1884: 1856: 1852: 1840: 1836: 1813: 1794: 1788: 1774: 1768: 1763: 1758: 1746: 1740: 1726: 1719: 1716: 1706: 1698: 1673: 1667: 1643: 1636: 1633: 1623: 1617: 1598: 1588: 1584: 1580: 1577: 1564: 1559: 1553: 1547: 1536: 1526: 1522: 1518: 1515: 1502: 1497: 1486: 1476: 1472: 1468: 1465: 1452: 1444: 1425: 1419: 1406: 1403: 1395: 1391: 1387: 1378: 1368: 1362: 1354: 1340: 1339: 1338: 1317: 1292: 1286: 1262: 1255: 1252: 1239: 1220: 1216: 1212: 1209: 1202: 1197: 1191: 1185: 1174: 1170: 1166: 1163: 1156: 1151: 1140: 1136: 1132: 1129: 1122: 1114: 1095: 1089: 1076: 1073: 1067: 1064: 1049: 1041: 1027: 1026: 1025: 1023: 1004: 986: 982: 978: 975: 962: 959: 953: 947: 941: 923: 919: 915: 912: 899: 896: 890: 872: 868: 864: 861: 848: 845: 839: 823: 810: 807: 801: 782: 776: 763: 760: 753: 752: 751: 749: 733: 725: 721: 714: 711: 705: 700: 696: 692: 687: 683: 656: 649: 643: 639: 635: 632: 628: 621: 614: 608: 604: 600: 597: 593: 588: 582: 578: 574: 571: 567: 563: 560: 554: 548: 538: 537: 536: 519: 504: 496: 494: 491: 487: 479: 476:Repeat until 475: 459: 456: 451: 447: 443: 438: 435: 432: 428: 419: 416: 390: 386: 382: 379: 376: 367: 364: 361: 353: 350: 346: 341: 338: 330: 308: 304: 297: 287: 283: 275: 272: 265: 260: 256: 252: 249: 241: 219: 215: 208: 198: 194: 186: 183: 176: 173: 165: 145: 141: 134: 126: 125: 122: 117: 111: 106: 105: 104: 96: 92: 83: 81: 79: 74: 72: 68: 64: 60: 54: 50: 43: 39: 34: 30: 26: 22: 4296: 4203:Quasi-Newton 4165:Regula falsi 4094: 4072: 4043: 4037: 4029:the original 4023: 3997: 3991: 3963: 3960: 3941: 3933: 3890: 3886: 3884: 3720: 3467: 3456: 3452: 3437: 3433: 3426: 3419: 3415: 3411: 3407: 3403: 3388: 3384: 3377: 3373: 3368: 3367:Even if the 3366: 3238: 3235: 2861: 2691: 2540: 2412: 2312: 2140:or exactly, 2139: 2017: 1838: 1835:Acton (1970) 1832: 1336: 1019: 671: 500: 489: 485: 483: 477: 120: 109: 94: 90: 87: 75: 58: 52: 48: 41: 37: 31:tailored to 24: 18: 4180:Householder 4039:SIAM Review 1020:Denote the 33:polynomials 4170:ITP method 3971:Work  3947:References 3612:Properties 497:Derivation 331:Calculate 242:Calculate 166:Calculate 99:of degree 84:Definition 3765:cubically 3537:… 3296:⁡ 3210:− 3102:− 3087:− 3064:− 3021:⋅ 2915:¯ 2805:− 2780:− 2765:¯ 2747:⁡ 2643:− 2614:− 2599:± 2493:− 2386:− 2275:− 2266:… 2247:− 2225:− 2209:⁡ 2160:≡ 2109:− 2100:≈ 2094:… 2088:≈ 2072:− 2063:≈ 2047:− 2038:≈ 1990:− 1981:≡ 1769:⋅ 1624:− 1581:− 1554:⋯ 1519:− 1469:− 1407:⁡ 1388:⁡ 1369:− 1213:− 1192:⋯ 1167:− 1133:− 1077:⁡ 1065:⁡ 979:− 963:⁡ 948:⋯ 916:− 900:⁡ 865:− 849:⁡ 811:⁡ 764:⁡ 712:… 636:− 622:⋯ 601:− 575:− 457:− 383:− 365:− 354:± 266:− 4348:Category 3957:(1970). 3363:Fallback 3167:′ 3142:″ 3005:′ 2439:becomes 1837:calls a 1720:′ 1637:″ 1256:′ 672:so that 276:″ 187:′ 63:computer 4048:Bibcode 4002:Bibcode 3966:USUALLY 3382:, then 4101:  4082:  3979:  3915:  3909:  3866:  3853:  3830:  3817:  3794:  3775:  3748:  3733:  3703:  3628:  3589:  3576:  3556:  3543:  3534:  3518:  3502:  3482:  3476:  3344:  3334:  3306:  3286:  3262:  3247:  3218:  3198:  3193:  3187:  3160:  3155:  3135:  3120:  3114:  3108:  3096:  3079:  3070:  3058:  3043:  3037:  3031:  2996:  2981:  2946:  2940:  2920:  2907:  2887:  2870:  2862:where 2844:  2828:  2823:  2799:  2757:  2710:  2704:  2674:  2668:  2663:  2637:  2593:  2555:  2549:  2523:  2517:  2504:  2499:  2487:  2475:  2462:  2427:  2421:  2392:  2380:  2365:  2359:  2327:  2321:  2298:  2288:  2269:  2263:  2241:  2219:  2192:  2163:  2157:  2151:  2122:  2103:  2097:  2091:  2085:  2066:  2060:  2041:  2035:  2029:  2003:  1984:  1978:  1972:  1946:  1940:  1917:  1911:  1888:  1882:  1862:  1849:  1811:  1801:  1786:  1772:  1753:  1738:  1733:  1713:  1702:  1696:  1690:  1680:  1665:  1655:  1650:  1630:  1621:  1615:  1604:  1572:  1569:  1557:  1551:  1542:  1510:  1507:  1492:  1460:  1457:  1448:  1442:  1432:  1417:  1366:  1360:  1352:  1315:  1309:  1299:  1284:  1274:  1269:  1249:  1243:  1237:  1226:  1207:  1195:  1189:  1180:  1161:  1146:  1127:  1118:  1112:  1102:  1087:  1053:  1047:  1039:  1002:  992:  973:  957:  951:  945:  939:  929:  910:  894:  888:  878:  859:  843:  837:  827:  821:  805:  799:  789:  774:  731:  718:  709:  680:  654:  625:  619:  546:  523:  517:  3878:is a 3431:from 44:) = 0 27:is a 4099:ISBN 4080:ISBN 3977:ISBN 3897:and 3887:some 3410:) = 2838:> 2018:and 501:The 420:Set 118:For 103:is: 59:some 4056:doi 4010:doi 3721:If 2961:or 1775:sgn 1024:by 127:If 73:). 19:In 4350:: 4071:. 4054:. 4044:39 4042:. 4008:. 3998:15 3996:. 3608:. 3465:. 3418:− 1404:ln 1074:ln 960:ln 897:ln 846:ln 808:ln 761:ln 80:. 23:, 4136:e 4129:t 4122:v 4107:. 4088:. 4062:. 4058:: 4050:: 4016:. 4012:: 4004:: 3918:, 3912:a 3861:1 3857:x 3833:. 3825:1 3821:x 3797:, 3789:) 3786:0 3783:( 3779:x 3751:, 3745:) 3742:x 3739:( 3736:p 3723:x 3706:. 3700:1 3697:+ 3694:x 3691:4 3688:+ 3683:2 3679:x 3675:3 3672:+ 3667:3 3663:x 3659:2 3656:+ 3651:4 3647:x 3643:= 3640:) 3637:x 3634:( 3631:p 3592:, 3584:1 3580:x 3551:n 3547:x 3540:, 3531:, 3526:3 3522:x 3515:, 3510:2 3506:x 3479:G 3463:r 3459:) 3457:x 3455:( 3453:p 3448:r 3440:) 3438:x 3436:( 3434:q 3429:r 3422:) 3420:w 3416:x 3414:( 3412:p 3408:x 3406:( 3404:q 3399:w 3395:r 3391:) 3389:x 3387:( 3385:p 3380:) 3378:x 3376:( 3374:p 3347:, 3339:} 3329:3 3325:) 3321:) 3318:x 3315:( 3312:p 3309:( 3301:{ 3291:O 3259:) 3256:x 3253:( 3250:p 3221:, 3213:1 3204:} 3182:2 3178:) 3174:x 3171:( 3164:p 3152:) 3149:x 3146:( 3139:p 3132:) 3129:x 3126:( 3123:p 3105:1 3099:n 3092:n 3084:1 3074:n 3067:1 3061:n 3052:+ 3047:n 3040:1 3026:{ 3015:) 3012:x 3009:( 3002:p 2993:) 2990:x 2987:( 2984:p 2975:= 2972:a 2949:; 2943:G 2912:G 2880:e 2876:R 2847:, 2841:0 2833:} 2819:) 2813:2 2809:G 2802:H 2796:n 2792:( 2787:) 2783:1 2777:n 2773:( 2762:G 2752:{ 2740:e 2736:R 2707:a 2677:, 2658:) 2651:2 2647:G 2640:H 2634:n 2629:( 2622:) 2617:1 2611:n 2606:( 2596:G 2589:n 2584:= 2581:a 2558:, 2552:a 2526:. 2512:2 2508:b 2496:1 2490:n 2481:+ 2470:2 2466:a 2458:1 2453:= 2450:H 2424:H 2396:b 2389:1 2383:n 2374:+ 2369:a 2362:1 2353:= 2350:G 2324:G 2293:} 2283:n 2279:x 2272:x 2260:, 2255:3 2251:x 2244:x 2238:, 2233:2 2229:x 2222:x 2214:{ 2204:n 2201:a 2198:e 2195:m 2189:c 2186:i 2183:n 2180:o 2177:m 2174:r 2171:a 2168:h 2154:b 2125:, 2117:n 2113:x 2106:x 2080:3 2076:x 2069:x 2055:2 2051:x 2044:x 2032:b 1998:1 1994:x 1987:x 1975:a 1949:. 1943:b 1920:, 1914:x 1891:, 1885:a 1857:1 1853:x 1814:. 1806:) 1798:) 1795:x 1792:( 1789:p 1781:( 1764:2 1759:) 1750:) 1747:x 1744:( 1741:p 1730:) 1727:x 1724:( 1717:p 1707:( 1699:+ 1685:| 1677:) 1674:x 1671:( 1668:p 1660:| 1647:) 1644:x 1641:( 1634:p 1618:= 1599:2 1595:) 1589:n 1585:x 1578:x 1575:( 1565:1 1560:+ 1548:+ 1537:2 1533:) 1527:2 1523:x 1516:x 1513:( 1503:1 1498:+ 1487:2 1483:) 1477:1 1473:x 1466:x 1463:( 1453:1 1445:= 1437:| 1429:) 1426:x 1423:( 1420:p 1412:| 1396:2 1392:x 1385:d 1379:2 1375:d 1363:= 1355:H 1318:, 1304:| 1296:) 1293:x 1290:( 1287:p 1279:| 1266:) 1263:x 1260:( 1253:p 1240:= 1221:n 1217:x 1210:x 1203:1 1198:+ 1186:+ 1175:2 1171:x 1164:x 1157:1 1152:+ 1141:1 1137:x 1130:x 1123:1 1115:= 1107:| 1099:) 1096:x 1093:( 1090:p 1082:| 1068:x 1062:d 1058:d 1050:= 1042:G 1005:. 997:| 987:n 983:x 976:x 968:| 954:+ 942:+ 934:| 924:2 920:x 913:x 905:| 891:+ 883:| 873:1 869:x 862:x 854:| 840:+ 832:| 824:C 816:| 802:= 794:| 786:) 783:x 780:( 777:p 769:| 734:, 726:n 722:x 715:, 706:, 701:2 697:x 693:, 688:1 684:x 657:, 650:) 644:n 640:x 633:x 629:( 615:) 609:2 605:x 598:x 594:( 589:) 583:1 579:x 572:x 568:( 564:C 561:= 558:) 555:x 552:( 549:p 520:p 507:n 490:p 486:p 478:a 460:a 452:k 448:x 444:= 439:1 436:+ 433:k 429:x 417:. 396:) 391:2 387:G 380:H 377:n 374:( 371:) 368:1 362:n 359:( 351:G 347:n 342:= 339:a 314:) 309:k 305:x 301:( 298:p 293:) 288:k 284:x 280:( 273:p 261:2 257:G 253:= 250:H 225:) 220:k 216:x 212:( 209:p 204:) 199:k 195:x 191:( 184:p 177:= 174:G 151:) 146:k 142:x 138:( 135:p 121:k 113:0 110:x 101:n 97:) 95:x 93:( 91:p 55:) 53:x 51:( 49:p 42:x 40:( 38:p

Index

numerical analysis
root-finding algorithm
polynomials
computer
Root-finding algorithm § Roots of polynomials
Real-root isolation
Edmond Laguerre
catastrophic cancellation
fundamental theorem of algebra
natural logarithm
logarithmic derivative
Acton (1970)
complex number
Halley's method
Graeffe's method
Newton's method

cubically
multiple root
Newton–Raphson method
Stephensen's method
Jenkins–Traub algorithm
Acton, Forman S.
Numerical Methods that USUALLY Work 
ISBN
0-88385-450-3
SIAM Journal on Scientific Computing
Bibcode
1994SJSC...15.1059G
doi

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