Knowledge (XXG)

M-spline

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can also be used directly as basis splines for regression analysis involving positive response data (constraining the regression coefficients to be non-negative).
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Curry, H.B.; Schoenberg, I.J. (1966). "On Polya frequency functions. IV. The fundamental spline functions and their limits".
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can be efficiently and stably computed using the following recursions:
772:{\displaystyle M_{i}(x|k,t)={\frac {k\left}{(k-1)(t_{i+k}-t_{i})}}.} 790:
can be integrated to produce a family of monotone splines called
307: − 2 continuous derivatives at interior knots 904: 455:{\displaystyle M_{i}(x|1,t)={\frac {1}{t_{i+1}-t_{i}}}} 521: 377: 771: 454: 43:family of order three with four interior knots. 924: 64:free parameters is defined by a set of knots 8: 208:) has the following mathematical properties 931: 917: 860: 754: 735: 683: 665: 640: 607: 595: 582: 558: 538: 526: 520: 443: 424: 414: 394: 382: 376: 34: 845:"Monotone Regression Splines in Action" 806: 7: 885: 883: 903:. You can help Knowledge (XXG) by 14: 887: 78: â‰¤  ...  â‰¤  817:Journal d'Analyse MathĂ©matique 760: 728: 725: 713: 703: 684: 677: 658: 633: 627: 608: 601: 588: 569: 552: 539: 532: 408: 395: 388: 1: 121: = ... =  101: = ... =  505:) = 0 otherwise. 971: 882: 955:Applied mathematics stubs 899:-related article is a 773: 456: 44: 950:Splines (mathematics) 862:10.1214/ss/1177012761 843:Ramsay, J.O. (1988). 774: 457: 38: 519: 375: 164:The family includes 897:applied mathematics 849:Statistical Science 512: > 1, 172: = 1,..., 168:members indexed by 56:functions of order 830:10.1007/BF02788653 769: 452: 45: 28:is a non-negative 22:numerical analysis 912: 911: 764: 450: 349:) integrates to 1 255:) is zero unless 232:) is non-negative 962: 933: 926: 919: 891: 884: 875: 874: 864: 840: 834: 833: 811: 778: 776: 775: 770: 765: 763: 759: 758: 746: 745: 711: 710: 706: 687: 676: 675: 651: 650: 611: 600: 599: 587: 586: 559: 542: 531: 530: 478: <  461: 459: 458: 453: 451: 449: 448: 447: 435: 434: 415: 398: 387: 386: 368: = 1, 268: <  144: <  970: 969: 965: 964: 963: 961: 960: 959: 940: 939: 938: 937: 880: 878: 842: 841: 837: 813: 812: 808: 804: 785: 750: 731: 712: 661: 636: 591: 578: 568: 564: 560: 522: 517: 516: 496: 487: 473: 439: 420: 419: 378: 373: 372: 356: 336: 326: 316: 290: 280: 263: 242: 219: 195: 182: 156: 143: 133: 120: 109: 100: 90: 77: 70: 50: 12: 11: 5: 968: 966: 958: 957: 952: 942: 941: 936: 935: 928: 921: 913: 910: 909: 892: 877: 876: 855:(4): 425–441. 835: 805: 803: 800: 784: 781: 780: 779: 768: 762: 757: 753: 749: 744: 741: 738: 734: 730: 727: 724: 721: 718: 715: 709: 705: 702: 699: 696: 693: 690: 686: 682: 679: 674: 671: 668: 664: 660: 657: 654: 649: 646: 643: 639: 635: 632: 629: 626: 623: 620: 617: 614: 610: 606: 603: 598: 594: 590: 585: 581: 577: 574: 571: 567: 563: 557: 554: 551: 548: 545: 541: 537: 534: 529: 525: 492: 482: 469: 463: 462: 446: 442: 438: 433: 430: 427: 423: 418: 413: 410: 407: 404: 401: 397: 393: 390: 385: 381: 355: 352: 351: 350: 332: 327: 321: 311: 286: 281: 272: 259: 238: 233: 215: 191: 181: 178: 162: 161: 148: 139: 134: 125: 115: 110: 105: 98: 82: 75: 68: 49: 46: 13: 10: 9: 6: 4: 3: 2: 967: 956: 953: 951: 948: 947: 945: 934: 929: 927: 922: 920: 915: 914: 908: 906: 902: 898: 893: 890: 886: 881: 872: 868: 863: 858: 854: 850: 846: 839: 836: 831: 827: 823: 819: 818: 810: 807: 801: 799: 797: 793: 789: 782: 766: 755: 751: 747: 742: 739: 736: 732: 722: 719: 716: 707: 700: 697: 694: 691: 688: 680: 672: 669: 666: 662: 655: 652: 647: 644: 641: 637: 630: 624: 621: 618: 615: 612: 604: 596: 592: 583: 579: 575: 572: 565: 561: 555: 549: 546: 543: 535: 527: 523: 515: 514: 513: 511: 506: 504: 500: 495: 491: 485: 481: 477: 474: â‰¤  472: 468: 444: 440: 436: 431: 428: 425: 421: 416: 411: 405: 402: 399: 391: 383: 379: 371: 370: 369: 367: 362: 360: 353: 348: 344: 340: 335: 331: 328: 324: 320: 314: 310: 306: 302: 298: 294: 289: 285: 282: 279: 275: 271: 267: 264: â‰¤  262: 258: 254: 250: 246: 241: 237: 234: 231: 227: 223: 218: 214: 211: 210: 209: 207: 203: 199: 194: 190: 187: 179: 177: 175: 171: 167: 160: 155: 151: 147: 142: 138: 135: 132: 128: 124: 118: 114: 111: 108: 104: 97: 94: 93: 92: 89: 85: 81: 74: 71: â‰¤  67: 63: 59: 55: 47: 42: 37: 33: 31: 27: 23: 19: 905:expanding it 894: 879: 852: 848: 838: 821: 815: 809: 795: 787: 786: 783:Applications 509: 507: 502: 498: 493: 489: 483: 479: 475: 470: 466: 464: 365: 363: 358: 357: 346: 342: 338: 333: 329: 322: 318: 312: 308: 304: 300: 296: 292: 287: 283: 277: 273: 269: 265: 260: 256: 252: 248: 244: 239: 235: 229: 225: 221: 216: 212: 205: 201: 197: 192: 188: 185: 183: 173: 169: 165: 163: 158: 153: 149: 145: 140: 136: 130: 126: 122: 116: 112: 106: 102: 95: 87: 83: 79: 72: 65: 61: 57: 53: 52:A family of 51: 40: 25: 20:subfield of 18:mathematical 15: 354:Computation 944:Categories 824:: 71–107. 802:References 180:Properties 91:such that 48:Definition 32:function. 796:M-splines 792:I-splines 788:M-splines 748:− 720:− 692:− 653:− 616:− 576:− 437:− 359:M-splines 325:−1 186:M-spline 157:for all 54:M-spline 41:M-spline 26:M-spline 871:2245395 345:,  317:, ..., 299:,  251:,  228:,  204:,  16:In the 869:  488:, and 303:) has 30:spline 895:This 867:JSTOR 60:with 24:, an 901:stub 508:For 364:For 857:doi 826:doi 794:. 501:|1, 465:if 184:An 39:An 946:: 865:. 851:. 847:. 822:17 820:. 486:+1 315:+1 176:. 119:+1 932:e 925:t 918:v 907:. 873:. 859:: 853:3 832:. 828:: 767:. 761:) 756:i 752:t 743:k 740:+ 737:i 733:t 729:( 726:) 723:1 717:k 714:( 708:] 704:) 701:t 698:, 695:1 689:k 685:| 681:x 678:( 673:1 670:+ 667:i 663:M 659:) 656:x 648:k 645:+ 642:i 638:t 634:( 631:+ 628:) 625:t 622:, 619:1 613:k 609:| 605:x 602:( 597:i 593:M 589:) 584:i 580:t 573:x 570:( 566:[ 562:k 556:= 553:) 550:t 547:, 544:k 540:| 536:x 533:( 528:i 524:M 510:k 503:t 499:x 497:( 494:i 490:M 484:i 480:t 476:x 471:i 467:t 445:i 441:t 432:1 429:+ 426:i 422:t 417:1 412:= 409:) 406:t 403:, 400:1 396:| 392:x 389:( 384:i 380:M 366:k 347:t 343:k 341:| 339:x 337:( 334:i 330:M 323:n 319:t 313:k 309:t 305:k 301:t 297:k 295:| 293:x 291:( 288:i 284:M 278:k 276:+ 274:i 270:t 266:x 261:i 257:t 253:t 249:k 247:| 245:x 243:( 240:i 236:M 230:t 226:k 224:| 222:x 220:( 217:i 213:M 206:t 202:k 200:| 198:x 196:( 193:i 189:M 174:n 170:i 166:n 159:i 154:k 152:+ 150:i 146:t 141:i 137:t 131:k 129:+ 127:n 123:t 117:n 113:t 107:k 103:t 99:1 96:t 88:k 86:+ 84:n 80:t 76:2 73:t 69:1 66:t 62:n 58:k

Index

mathematical
numerical analysis
spline

I-splines
Journal d'Analyse Mathématique
doi
10.1007/BF02788653
"Monotone Regression Splines in Action"
doi
10.1214/ss/1177012761
JSTOR
2245395
Stub icon
applied mathematics
stub
expanding it
v
t
e
Categories
Splines (mathematics)
Applied mathematics stubs

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