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Underdetermined system

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25: 420:. If, on the other hand, the ranks of these two matrices are equal, the system must have at least one solution; since in an underdetermined system this rank is necessarily less than the number of unknowns, there are indeed an infinitude of solutions, with the general solution having 160:
Therefore, the critical case (between overdetermined and underdetermined) occurs when the number of equations and the number of free variables are equal. For every variable giving a degree of freedom, there exists a corresponding constraint removing a degree of freedom. The
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The homogeneous (with all constant terms equal to zero) underdetermined linear system always has non-trivial solutions (in addition to the trivial solution where all the unknowns are zero). There are an infinity of such solutions, which form a
348: 256: 589:), consists in an upper bound on the number of variables which may be different from zero. In error correcting codes, this bound corresponds to the maximal number of errors that may be corrected simultaneously. 276: 187: 42: 555:
that are subject to linear equality constraints, only one of the solutions is relevant, namely the one giving the highest or lowest value of an
271: 182: 634: 380:. All of these solutions can be characterized by first subtracting the first equation from the second, to show that all solutions obey 89: 520: 108: 562:
Some problems specify that one or more of the variables are constrained to take on integer values. An integer constraint leads to
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to decide whether an underdetermined system has solutions, and if it has any, to express all solutions as linear functions of
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case, by contrast, occurs when the system has been underconstrained—that is, when the unknowns outnumber the equations.
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In general, an underdetermined system of linear equations has an infinite number of solutions, if any. However, in
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The main property of linear underdetermined systems, of having either no solution or infinitely many, extends to
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is an underdetermined system without any solution; any system of equations having no solution is said to be
578: 146: 598: 567: 465: 409: 138: 141:, where there are more equations than unknowns). The terminology can be explained using the concept of 444: 82: 563: 142: 661: 586: 556: 417: 150: 630: 582: 413: 487:. It has either infinitely many complex solutions (or, more generally, solutions in an 483:
A system of polynomial equations which has fewer equations than unknowns is said to be
408:, any system of linear equations (underdetermined or otherwise) is inconsistent if the 173:
An underdetermined linear system has either no solution or infinitely many solutions.
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is a linear combination (with polynomial coefficients) of the equations (this is
122: 24: 533:. If the underdetermined system is chosen at random the dimension is equal to 432: 547:
Underdetermined systems with other constraints and in optimization problems
464:, whose dimension is the difference between the number of unknowns and the 343:{\displaystyle {\begin{aligned}x+y+z&=1\\x+y+2z&=3\end{aligned}}} 251:{\displaystyle {\begin{aligned}x+y+z&=1\\x+y+z&=0\end{aligned}}} 428:
is the difference between the number of variables and the rank.
153:. Each equation introduced into the system can be viewed as a 137:
if there are fewer equations than unknowns (in contrast to an
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problems, which may have only a finite number of solutions.
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is consistent and has an infinitude of solutions, such as
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Numerical Linear Algebra and Applications, Second Edition
491:) or is inconsistent. It is inconsistent if and only if 387:; using this in either equation shows that any value of 274: 185: 49:. Unsourced material may be challenged and removed. 342: 250: 573:Another kind of constraint, which appears in 8: 275: 273: 186: 184: 109:Learn how and when to remove this message 615: 157:that restricts one degree of freedom. 7: 623:Biswa Nath Datta (4 February 2010). 404:More specifically, according to the 169:Solutions of underdetermined systems 47:adding citations to reliable sources 499:). If an underdetermined system of 472:Underdetermined polynomial systems 14: 416:is greater than the rank of the 265:. On the other hand, the system 23: 478:systems of polynomial equations 443:as above). The simplest one is 34:needs additional citations for 131:system of polynomial equations 1: 468:of the matrix of the system. 604:Regularization (mathematics) 149:can be seen as an available 678: 489:algebraically closed field 449:System of linear equations 127:system of linear equations 497:Hilbert's Nullstellensatz 58:"Underdetermined system" 629:. SIAM. pp. 263–. 439:of the variables (same 579:error correcting codes 543:with probability one. 480:in the following way. 424:free parameters where 406:Rouché–Capelli theorem 344: 252: 599:Overdetermined system 568:Diophantine equations 553:optimization problems 345: 253: 139:overdetermined system 445:Gaussian elimination 272: 183: 43:improve this article 16:Mathematical concept 564:integer programming 143:constraint counting 587:compressed sensing 557:objective function 451:for more details. 418:coefficient matrix 391:is possible, with 340: 338: 248: 246: 636:978-0-89871-685-6 583:signal processing 151:degree of freedom 119: 118: 111: 93: 669: 641: 640: 620: 577:, especially in 542: 532: 494: 455:Homogeneous case 414:augmented matrix 400: 386: 379: 375: 371: 368: 349: 347: 346: 341: 339: 257: 255: 254: 249: 247: 114: 107: 103: 100: 94: 92: 51: 27: 19: 677: 676: 672: 671: 670: 668: 667: 666: 647: 646: 645: 644: 637: 622: 621: 617: 612: 595: 549: 534: 524: 492: 485:underdetermined 474: 457: 392: 381: 377: 373: 369: 354: 337: 336: 326: 305: 304: 294: 270: 269: 245: 244: 234: 216: 215: 205: 181: 180: 171: 163:underdetermined 135:underdetermined 115: 104: 98: 95: 52: 50: 40: 28: 17: 12: 11: 5: 675: 673: 665: 664: 659: 657:Linear algebra 649: 648: 643: 642: 635: 614: 613: 611: 608: 607: 606: 601: 594: 591: 548: 545: 473: 470: 456: 453: 351: 350: 335: 332: 329: 327: 325: 322: 319: 316: 313: 310: 307: 306: 303: 300: 297: 295: 293: 290: 287: 284: 281: 278: 277: 259: 258: 243: 240: 237: 235: 233: 230: 227: 224: 221: 218: 217: 214: 211: 208: 206: 204: 201: 198: 195: 192: 189: 188: 170: 167: 133:is considered 117: 116: 31: 29: 22: 15: 13: 10: 9: 6: 4: 3: 2: 674: 663: 660: 658: 655: 654: 652: 638: 632: 628: 627: 619: 616: 609: 605: 602: 600: 597: 596: 592: 590: 588: 585:(for example 584: 580: 576: 575:coding theory 571: 569: 565: 560: 558: 554: 546: 544: 541: 537: 531: 527: 522: 518: 517:algebraic set 514: 510: 506: 503:equations in 502: 498: 490: 486: 481: 479: 471: 469: 467: 463: 454: 452: 450: 446: 442: 438: 434: 429: 427: 423: 419: 415: 411: 407: 402: 399: 395: 390: 384: 366: 362: 358: 333: 330: 328: 323: 320: 317: 314: 311: 308: 301: 298: 296: 291: 288: 285: 282: 279: 268: 267: 266: 264: 241: 238: 236: 231: 228: 225: 222: 219: 212: 209: 207: 202: 199: 196: 193: 190: 179: 178: 177: 176:For example, 174: 168: 166: 164: 158: 156: 152: 148: 144: 140: 136: 132: 128: 124: 113: 110: 102: 99:February 2018 91: 88: 84: 81: 77: 74: 70: 67: 63: 60: –  59: 55: 54:Find sources: 48: 44: 38: 37: 32:This article 30: 26: 21: 20: 625: 618: 572: 561: 550: 539: 535: 529: 525: 512: 508: 504: 500: 484: 482: 475: 462:vector space 458: 440: 436: 430: 425: 421: 403: 397: 393: 388: 382: 364: 360: 356: 352: 263:inconsistent 260: 175: 172: 162: 159: 134: 120: 105: 96: 86: 79: 72: 65: 53: 41:Please help 36:verification 33: 507:variables ( 123:mathematics 651:Categories 610:References 433:algorithms 431:There are 378:(3, −4, 2) 374:(2, −3, 2) 370:(1, −2, 2) 155:constraint 69:newspapers 662:Equations 523:at least 521:dimension 593:See also 412:of the 396:= −1 − 147:unknown 145:. Each 83:scholar 633:  447:. See 376:, and 85:  78:  71:  64:  56:  511:< 493:0 = 1 129:or a 90:JSTOR 76:books 631:ISBN 581:and 566:and 466:rank 410:rank 125:, a 62:news 519:of 385:= 2 367:) = 121:In 45:by 653:: 559:. 538:- 528:- 401:. 372:, 363:, 359:, 639:. 540:t 536:n 530:t 526:n 513:n 509:t 505:n 501:t 441:k 437:k 426:k 422:k 398:y 394:x 389:y 383:z 365:z 361:y 357:x 355:( 334:3 331:= 324:z 321:2 318:+ 315:y 312:+ 309:x 302:1 299:= 292:z 289:+ 286:y 283:+ 280:x 242:0 239:= 232:z 229:+ 226:y 223:+ 220:x 213:1 210:= 203:z 200:+ 197:y 194:+ 191:x 112:) 106:( 101:) 97:( 87:· 80:· 73:· 66:· 39:.

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"Underdetermined system"
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mathematics
system of linear equations
system of polynomial equations
overdetermined system
constraint counting
unknown
degree of freedom
constraint
inconsistent
Rouché–Capelli theorem
rank
augmented matrix
coefficient matrix
algorithms
Gaussian elimination
System of linear equations
vector space
rank
systems of polynomial equations

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