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Almost everywhere

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As a consequence of the first two properties, it is often possible to reason about "almost every point" of a measure space as though it were an ordinary point rather than an abstraction. This is often done implicitly in informal mathematical arguments. However, one must be careful with this mode of
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in terms of ultrafilters is closely related to the definition in terms of measures, because each ultrafilter defines a finitely-additive measure taking only the values 0 and 1, where a set has measure 1 if and only if it is included in the ultrafilter.
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More specifically, a property holds almost everywhere if it holds for all elements in a set except a subset of measure zero, or equivalently, if the set of elements for which the property holds is
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reasoning because of the third bullet above: universal quantification over uncountable families of statements is valid for ordinary points but not for "almost every point".
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if, in a technical sense, the set for which the property holds takes up nearly all possibilities. The notion of "almost everywhere" is a companion notion to the concept of
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system defines a hyperreal number as an equivalence class of sequences that are equal almost everywhere as defined by an ultrafilter.
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Outside of the context of real analysis, the notion of a property true almost everywhere is sometimes defined in terms of an
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1 not necessarily including all of the outcomes. These are exactly the sets of full measure in a probability space.
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As a curiosity, the decimal expansion of almost every real number in the interval contains the complete text of
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is a finite or a countable sequence of properties, each of which holds almost everywhere, then their conjunction
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Occasionally, instead of saying that a property holds almost everywhere, it is said that the property holds for
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is an uncountable family of properties, each of which holds almost everywhere, then their conjunction
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that is measurable and has measure zero. However, this technicality vanishes when considering a
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has measure zero; it may not be measurable. By the above definition, it is sufficient that
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is one whose complement is of measure zero. In probability theory, the terms
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almost everywhere, more precisely, everywhere except at x = 0.
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does not necessarily hold almost everywhere. For example, if
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holds almost everywhere, relative to an ultrafilter
3252: 3200: 3162: 3106: 3055: 2989: 2933: 2902: 2838: 2762: 2710: 2663: 2563: 2456: 2349: 2118: 1991: 1932: 3009: 1791:"Definition of almost everywhere | Dictionary.com" 1721:, a function that is equal to 0 almost everywhere. 1539: 1508: 1414: 1389:{\displaystyle \int _{a}^{b}|f(x)|\,dx<\infty } 1388: 1279: 1241: 1215: 1158: 1093: 1060: 1033: 1007: 971: 951: 924: 896: 876: 843: 788: 755: 714: 692: 671: 642: 592: 572: 548: 528: 478: 421: 392: 372: 351: 331: 299: 264: 238: 218: 194: 1880:(3rd ed.). New York: John Wiley & Sons. 796:holds almost everywhere. This follows from the 723:holds almost everywhere. This follows from the 1820:Proceedings of the London Mathematical Society 2816: 1910: 1068:holds almost everywhere, but the conjunction 679:holds almost everywhere and implies property 8: 2655:Riesz–Markov–Kakutani representation theorem 637: 607: 523: 493: 473: 443: 95:is usually assumed unless otherwise stated. 1216:{\displaystyle \int _{a}^{b}f(x)\,dx\geq 0} 844:{\displaystyle (P_{x})_{x\in \mathbf {R} }} 3240:Vitale's random Brunn–Minkowski inequality 3197: 2823: 2809: 2801: 2750:Vitale's random Brunn–Minkowski inequality 2667: 1917: 1903: 1895: 3001: 2995: 1532: 1499: 1475: 1464: 1445: 1443: 1401: 1373: 1368: 1351: 1345: 1340: 1334: 1257: 1228: 1200: 1182: 1177: 1171: 1136: 1085: 1073: 1052: 1046: 1020: 990: 984: 964: 943: 937: 917: 909: 889: 868: 856: 834: 827: 817: 808: 780: 768: 744: 735: 707: 685: 664: 605: 585: 565: 541: 491: 441: 405: 385: 369: 364: 344: 312: 277: 251: 231: 211: 169: 600:exists with measure zero if and only if 1730: 323: 27:Everywhere except a set of measure zero 959:is the property of not being equal to 1697:For example, one construction of the 226:is said to hold almost everywhere in 110:is used, to stand for the equivalent 7: 3253:Applications & related 2763:Applications & related 1657:The intersection of any two sets in 643:{\displaystyle \{x\in X:\neg P(x)\}} 529:{\displaystyle \{x\in X:\neg P(x)\}} 479:{\displaystyle \{x\in X:\neg P(x)\}} 83:. In cases where the measure is not 66:, and is analogous to the notion of 3172:Marcinkiewicz interpolation theorem 3098:Symmetric decreasing rearrangement 3002: 1383: 1075: 858: 770: 622: 508: 458: 259: 180: 25: 1686:, if the set of points for which 650:is measurable with measure zero. 332:{\displaystyle x\in X\setminus N} 246:if there exists a measurable set 2692:Lebesgue differentiation theorem 2573:CarathĂ©odory's extension theorem 918: 835: 195:{\displaystyle (X,\Sigma ,\mu )} 156:can also have other meanings). 1551:is called the Lebesgue set of 1496: 1490: 1369: 1365: 1359: 1352: 1268: 1262: 1197: 1191: 1147: 1141: 1094:{\displaystyle \forall xP_{x}} 1002: 996: 925:{\displaystyle X=\mathbf {R} } 877:{\displaystyle \forall xP_{x}} 824: 810: 789:{\displaystyle \forall nP_{n}} 750: 737: 634: 628: 520: 514: 470: 464: 416: 410: 288: 282: 189: 171: 1: 3068:Convergence almost everywhere 1876:Billingsley, Patrick (1995). 1769:. New York: Springer-Verlag. 1607:Definition using ultrafilters 380:", or that "for almost every 1814:Ursell, H. D. (1932-01-01). 265:{\displaystyle N\in \Sigma } 3235:PrĂ©kopa–Leindler inequality 3088:Locally integrable function 3010:{\displaystyle L^{\infty }} 2745:PrĂ©kopa–Leindler inequality 1547:decreases to zero. The set 3349: 2981:Square-integrable function 2687:Lebesgue's density theorem 1615:. An ultrafilter on a set 1422:, then there exists a set 1159:{\displaystyle f(x)\geq 0} 152:elements (though the term 3230:Minkowski–Steiner formula 2740:Minkowski–Steiner formula 2670: 2555:Projection-valued measure 1540:{\displaystyle \epsilon } 536:be contained in some set 300:{\displaystyle \mu (N)=0} 3328:Mathematical terminology 3213:Isoperimetric inequality 2723:Isoperimetric inequality 2702:Vitali–Hahn–Saks theorem 2031:CarathĂ©odory's criterion 1828:10.1112/plms/s2-33.1.457 1763:Halmos, Paul R. (1974). 1667:The empty set is not in 1619:is a maximal collection 1166:almost everywhere, then 1008:{\displaystyle P_{x}(y)} 798:countable sub-additivity 3218:Brunn–Minkowski theorem 2728:Brunn–Minkowski theorem 2597:Decomposition theorems 1878:Probability and measure 1101:does not hold anywhere. 1034:{\displaystyle y\neq x} 1015:is true if and only if 904:is Lebesgue measure on 756:{\displaystyle (P_{n})} 3073:Convergence in measure 3011: 2775:Descriptive set theory 2675:Disintegration theorem 2110:Universally measurable 1854:mathonline.wikidot.com 1822:. s2-33 (1): 457–466. 1541: 1510: 1416: 1415:{\displaystyle a<b} 1390: 1281: 1280:{\displaystyle f(x)=0} 1243: 1242:{\displaystyle a<b} 1217: 1160: 1095: 1062: 1035: 1009: 973: 953: 926: 898: 878: 845: 790: 757: 716: 694: 673: 644: 594: 574: 558:complete measure space 550: 530: 480: 436:required that the set 423: 394: 374: 353: 333: 301: 266: 240: 220: 196: 106:; in older literature 47: 3187:Riesz–Fischer theorem 3012: 2971:Polarization identity 2577:Convergence theorems 2036:Cylindrical σ-algebra 1744:mathworld.wolfram.com 1583:if and only if it is 1542: 1511: 1417: 1396:for all real numbers 1391: 1282: 1244: 1223:for all real numbers 1218: 1161: 1096: 1063: 1061:{\displaystyle P_{x}} 1036: 1010: 974: 954: 952:{\displaystyle P_{x}} 927: 899: 879: 846: 791: 758: 717: 695: 674: 645: 595: 575: 551: 531: 481: 424: 395: 375: 354: 334: 302: 267: 241: 221: 197: 56:mathematical analysis 33: 3192:Riesz–Thorin theorem 3035:Infimum and supremum 2994: 2920:Lebesgue integration 2645:Minkowski inequality 2519:Cylinder set measure 2404:Infinite-dimensional 2019:equivalence relation 1949:Lebesgue integration 1719:Dirichlet's function 1531: 1442: 1438:, the Lebesgue mean 1400: 1333: 1256: 1227: 1170: 1135: 1072: 1045: 1019: 983: 963: 936: 908: 897:{\displaystyle \mu } 888: 855: 807: 767: 734: 706: 684: 663: 604: 584: 564: 540: 490: 440: 422:{\displaystyle P(x)} 404: 384: 363: 343: 311: 276: 250: 230: 210: 168: 58:), a property holds 3154:Young's convolution 3093:Measurable function 2976:Pythagorean theorem 2966:Parseval's identity 2915:Integrable function 2640:Hölder's inequality 2502:of random variables 2464:Measurable function 2351:Particular measures 1940:Absolute continuity 1740:"Almost Everywhere" 1738:Weisstein, Eric W. 1592:Shakespeare's plays 1486: 1350: 1327:Lebesgue measurable 1187: 1129:Lebesgue integrable 373:{\displaystyle P\,} 3275:Probability theory 3177:Plancherel theorem 3083:Integral transform 3030:Chebyshev distance 3007: 2956:Euclidean distance 2889:Minkowski distance 2780:Probability theory 2105:Transverse measure 2083:Non-measurable set 2065:Locally measurable 1795:www.dictionary.com 1704:The definition of 1587:almost everywhere. 1581:Riemann integrable 1563:almost everywhere. 1537: 1506: 1460: 1412: 1386: 1336: 1310:almost everywhere. 1300:monotonic function 1287:almost everywhere. 1277: 1239: 1213: 1173: 1156: 1091: 1058: 1031: 1005: 969: 949: 922: 894: 874: 841: 786: 753: 712: 690: 669: 640: 590: 570: 546: 526: 476: 419: 390: 370: 349: 339:have the property 329: 297: 262: 236: 216: 192: 74:probability theory 48: 3315: 3314: 3248: 3247: 3063:Almost everywhere 2848: &  2798: 2797: 2758: 2757: 2487:almost everywhere 2433:Spherical measure 2331:Strictly positive 2259:Projection-valued 1999:Almost everywhere 1972:Probability space 1706:almost everywhere 1458: 972:{\displaystyle x} 715:{\displaystyle Q} 693:{\displaystyle Q} 672:{\displaystyle P} 593:{\displaystyle N} 580:is complete then 573:{\displaystyle X} 549:{\displaystyle N} 393:{\displaystyle x} 352:{\displaystyle P} 239:{\displaystyle X} 219:{\displaystyle P} 100:almost everywhere 60:almost everywhere 16:(Redirected from 3340: 3265:Fourier analysis 3223:Milman's reverse 3206: 3204:Lebesgue measure 3198: 3182:Riemann–Lebesgue 3025:Bounded function 3016: 3014: 3013: 3008: 3006: 3005: 2925:Taxicab geometry 2880:Measurable space 2825: 2818: 2811: 2802: 2733:Milman's reverse 2716: 2714:Lebesgue measure 2668: 2072: 2058:infimum/supremum 1979:Measurable space 1919: 1912: 1905: 1896: 1891: 1864: 1863: 1861: 1860: 1846: 1840: 1839: 1811: 1805: 1804: 1802: 1801: 1787: 1781: 1780: 1760: 1754: 1753: 1751: 1750: 1735: 1699:hyperreal number 1578: 1546: 1544: 1543: 1538: 1526: 1515: 1513: 1512: 1507: 1485: 1474: 1459: 1457: 1446: 1430:) such that, if 1421: 1419: 1418: 1413: 1395: 1393: 1392: 1387: 1372: 1355: 1349: 1344: 1286: 1284: 1283: 1278: 1248: 1246: 1245: 1240: 1222: 1220: 1219: 1214: 1186: 1181: 1165: 1163: 1162: 1157: 1100: 1098: 1097: 1092: 1090: 1089: 1067: 1065: 1064: 1059: 1057: 1056: 1040: 1038: 1037: 1032: 1014: 1012: 1011: 1006: 995: 994: 978: 976: 975: 970: 958: 956: 955: 950: 948: 947: 931: 929: 928: 923: 921: 903: 901: 900: 895: 883: 881: 880: 875: 873: 872: 850: 848: 847: 842: 840: 839: 838: 822: 821: 803:By contrast, if 795: 793: 792: 787: 785: 784: 762: 760: 759: 754: 749: 748: 721: 719: 718: 713: 701:, then property 699: 697: 696: 691: 678: 676: 675: 670: 649: 647: 646: 641: 599: 597: 596: 591: 579: 577: 576: 571: 555: 553: 552: 547: 535: 533: 532: 527: 485: 483: 482: 477: 428: 426: 425: 420: 399: 397: 396: 391: 379: 377: 376: 371: 358: 356: 355: 350: 338: 336: 335: 330: 306: 304: 303: 298: 271: 269: 268: 263: 245: 243: 242: 237: 225: 223: 222: 217: 201: 199: 198: 193: 93:Lebesgue measure 21: 3348: 3347: 3343: 3342: 3341: 3339: 3338: 3337: 3318: 3317: 3316: 3311: 3244: 3201: 3196: 3158: 3134:Hausdorff–Young 3114:Babenko–Beckner 3102: 3051: 2997: 2992: 2991: 2985: 2929: 2898: 2894:Sequence spaces 2834: 2829: 2799: 2794: 2790:Spectral theory 2770:Convex analysis 2754: 2711: 2706: 2659: 2559: 2507:in distribution 2452: 2345: 2175:Logarithmically 2114: 2070: 2053:Essential range 1987: 1928: 1923: 1888: 1875: 1872: 1867: 1858: 1856: 1848: 1847: 1843: 1813: 1812: 1808: 1799: 1797: 1789: 1788: 1784: 1777: 1762: 1761: 1757: 1748: 1746: 1737: 1736: 1732: 1728: 1715: 1609: 1570: 1529: 1528: 1517: 1450: 1440: 1439: 1398: 1397: 1331: 1330: 1254: 1253: 1225: 1224: 1168: 1167: 1133: 1132: 1112: 1081: 1070: 1069: 1048: 1043: 1042: 1017: 1016: 986: 981: 980: 961: 960: 939: 934: 933: 906: 905: 886: 885: 864: 853: 852: 823: 813: 805: 804: 776: 765: 764: 740: 732: 731: 704: 703: 682: 681: 661: 660: 656: 602: 601: 582: 581: 562: 561: 538: 537: 488: 487: 438: 437: 402: 401: 382: 381: 361: 360: 341: 340: 309: 308: 274: 273: 248: 247: 228: 227: 208: 207: 166: 165: 162: 116:presque partout 112:French language 102:is abbreviated 28: 23: 22: 15: 12: 11: 5: 3346: 3344: 3336: 3335: 3333:Measure theory 3330: 3320: 3319: 3313: 3312: 3310: 3309: 3308: 3307: 3302: 3292: 3287: 3282: 3277: 3272: 3267: 3262: 3256: 3254: 3250: 3249: 3246: 3245: 3243: 3242: 3237: 3232: 3227: 3226: 3225: 3215: 3209: 3207: 3195: 3194: 3189: 3184: 3179: 3174: 3168: 3166: 3160: 3159: 3157: 3156: 3151: 3146: 3141: 3136: 3131: 3126: 3121: 3116: 3110: 3108: 3104: 3103: 3101: 3100: 3095: 3090: 3085: 3080: 3078:Function space 3075: 3070: 3065: 3059: 3057: 3053: 3052: 3050: 3049: 3044: 3043: 3042: 3032: 3027: 3021: 3019: 3004: 3000: 2987: 2986: 2984: 2983: 2978: 2973: 2968: 2963: 2958: 2953: 2951:Cauchy–Schwarz 2948: 2942: 2940: 2931: 2930: 2928: 2927: 2922: 2917: 2911: 2909: 2900: 2899: 2897: 2896: 2891: 2886: 2877: 2872: 2871: 2870: 2860: 2852: 2850:Hilbert spaces 2842: 2840: 2839:Basic concepts 2836: 2835: 2830: 2828: 2827: 2820: 2813: 2805: 2796: 2795: 2793: 2792: 2787: 2782: 2777: 2772: 2766: 2764: 2760: 2759: 2756: 2755: 2753: 2752: 2747: 2742: 2737: 2736: 2735: 2725: 2719: 2717: 2708: 2707: 2705: 2704: 2699: 2697:Sard's theorem 2694: 2689: 2684: 2683: 2682: 2680:Lifting theory 2671: 2665: 2661: 2660: 2658: 2657: 2652: 2647: 2642: 2637: 2636: 2635: 2633:Fubini–Tonelli 2625: 2620: 2615: 2614: 2613: 2608: 2603: 2595: 2594: 2593: 2588: 2583: 2575: 2569: 2567: 2561: 2560: 2558: 2557: 2552: 2547: 2542: 2537: 2532: 2527: 2521: 2516: 2515: 2514: 2512:in probability 2509: 2499: 2494: 2489: 2483: 2482: 2481: 2476: 2471: 2460: 2458: 2454: 2453: 2451: 2450: 2445: 2440: 2435: 2430: 2425: 2424: 2423: 2413: 2408: 2407: 2406: 2396: 2391: 2386: 2381: 2376: 2371: 2366: 2361: 2355: 2353: 2347: 2346: 2344: 2343: 2338: 2333: 2328: 2323: 2318: 2313: 2308: 2303: 2298: 2293: 2292: 2291: 2286: 2281: 2271: 2266: 2261: 2256: 2246: 2241: 2236: 2231: 2226: 2221: 2219:Locally finite 2216: 2206: 2201: 2196: 2191: 2186: 2181: 2171: 2166: 2161: 2156: 2151: 2146: 2141: 2136: 2131: 2125: 2123: 2116: 2115: 2113: 2112: 2107: 2102: 2097: 2092: 2091: 2090: 2080: 2075: 2067: 2062: 2061: 2060: 2050: 2045: 2044: 2043: 2033: 2028: 2023: 2022: 2021: 2011: 2006: 2001: 1995: 1993: 1989: 1988: 1986: 1985: 1976: 1975: 1974: 1964: 1959: 1951: 1946: 1936: 1934: 1933:Basic concepts 1930: 1929: 1926:Measure theory 1924: 1922: 1921: 1914: 1907: 1899: 1893: 1892: 1886: 1871: 1868: 1866: 1865: 1841: 1806: 1782: 1775: 1766:Measure theory 1755: 1729: 1727: 1724: 1723: 1722: 1714: 1711: 1672: 1671: 1665: 1655: 1623:of subsets of 1608: 1605: 1604: 1603: 1588: 1564: 1536: 1505: 1502: 1498: 1495: 1492: 1489: 1484: 1481: 1478: 1473: 1470: 1467: 1463: 1456: 1453: 1449: 1426:(depending on 1411: 1408: 1405: 1385: 1382: 1379: 1376: 1371: 1367: 1364: 1361: 1358: 1354: 1348: 1343: 1339: 1311: 1308:differentiable 1288: 1276: 1273: 1270: 1267: 1264: 1261: 1251:if and only if 1249:with equality 1238: 1235: 1232: 1212: 1209: 1206: 1203: 1199: 1196: 1193: 1190: 1185: 1180: 1176: 1155: 1152: 1149: 1146: 1143: 1140: 1111: 1108: 1103: 1102: 1088: 1084: 1080: 1077: 1055: 1051: 1030: 1027: 1024: 1004: 1001: 998: 993: 989: 968: 946: 942: 920: 916: 913: 893: 871: 867: 863: 860: 837: 833: 830: 826: 820: 816: 812: 801: 783: 779: 775: 772: 752: 747: 743: 739: 728: 711: 689: 668: 655: 652: 639: 636: 633: 630: 627: 624: 621: 618: 615: 612: 609: 589: 569: 545: 525: 522: 519: 516: 513: 510: 507: 504: 501: 498: 495: 475: 472: 469: 466: 463: 460: 457: 454: 451: 448: 445: 418: 415: 412: 409: 389: 368: 348: 328: 325: 322: 319: 316: 296: 293: 290: 287: 284: 281: 261: 258: 255: 235: 215: 191: 188: 185: 182: 179: 176: 173: 161: 158: 131:almost certain 52:measure theory 40:differentiable 26: 24: 14: 13: 10: 9: 6: 4: 3: 2: 3345: 3334: 3331: 3329: 3326: 3325: 3323: 3306: 3303: 3301: 3298: 3297: 3296: 3293: 3291: 3290:Sobolev space 3288: 3286: 3285:Real analysis 3283: 3281: 3278: 3276: 3273: 3271: 3270:Lorentz space 3268: 3266: 3263: 3261: 3260:Bochner space 3258: 3257: 3255: 3251: 3241: 3238: 3236: 3233: 3231: 3228: 3224: 3221: 3220: 3219: 3216: 3214: 3211: 3210: 3208: 3205: 3199: 3193: 3190: 3188: 3185: 3183: 3180: 3178: 3175: 3173: 3170: 3169: 3167: 3165: 3161: 3155: 3152: 3150: 3147: 3145: 3142: 3140: 3137: 3135: 3132: 3130: 3127: 3125: 3122: 3120: 3117: 3115: 3112: 3111: 3109: 3105: 3099: 3096: 3094: 3091: 3089: 3086: 3084: 3081: 3079: 3076: 3074: 3071: 3069: 3066: 3064: 3061: 3060: 3058: 3054: 3048: 3045: 3041: 3038: 3037: 3036: 3033: 3031: 3028: 3026: 3023: 3022: 3020: 3018: 2998: 2988: 2982: 2979: 2977: 2974: 2972: 2969: 2967: 2964: 2962: 2961:Hilbert space 2959: 2957: 2954: 2952: 2949: 2947: 2944: 2943: 2941: 2939: 2937: 2932: 2926: 2923: 2921: 2918: 2916: 2913: 2912: 2910: 2908: 2906: 2901: 2895: 2892: 2890: 2887: 2885: 2881: 2878: 2876: 2875:Measure space 2873: 2869: 2866: 2865: 2864: 2861: 2859: 2857: 2853: 2851: 2847: 2844: 2843: 2841: 2837: 2833: 2826: 2821: 2819: 2814: 2812: 2807: 2806: 2803: 2791: 2788: 2786: 2785:Real analysis 2783: 2781: 2778: 2776: 2773: 2771: 2768: 2767: 2765: 2761: 2751: 2748: 2746: 2743: 2741: 2738: 2734: 2731: 2730: 2729: 2726: 2724: 2721: 2720: 2718: 2715: 2709: 2703: 2700: 2698: 2695: 2693: 2690: 2688: 2685: 2681: 2678: 2677: 2676: 2673: 2672: 2669: 2666: 2664:Other results 2662: 2656: 2653: 2651: 2650:Radon–Nikodym 2648: 2646: 2643: 2641: 2638: 2634: 2631: 2630: 2629: 2626: 2624: 2623:Fatou's lemma 2621: 2619: 2616: 2612: 2609: 2607: 2604: 2602: 2599: 2598: 2596: 2592: 2589: 2587: 2584: 2582: 2579: 2578: 2576: 2574: 2571: 2570: 2568: 2566: 2562: 2556: 2553: 2551: 2548: 2546: 2543: 2541: 2538: 2536: 2533: 2531: 2528: 2526: 2522: 2520: 2517: 2513: 2510: 2508: 2505: 2504: 2503: 2500: 2498: 2495: 2493: 2490: 2488: 2485:Convergence: 2484: 2480: 2477: 2475: 2472: 2470: 2467: 2466: 2465: 2462: 2461: 2459: 2455: 2449: 2446: 2444: 2441: 2439: 2436: 2434: 2431: 2429: 2426: 2422: 2419: 2418: 2417: 2414: 2412: 2409: 2405: 2402: 2401: 2400: 2397: 2395: 2392: 2390: 2387: 2385: 2382: 2380: 2377: 2375: 2372: 2370: 2367: 2365: 2362: 2360: 2357: 2356: 2354: 2352: 2348: 2342: 2339: 2337: 2334: 2332: 2329: 2327: 2324: 2322: 2319: 2317: 2314: 2312: 2309: 2307: 2304: 2302: 2299: 2297: 2294: 2290: 2289:Outer regular 2287: 2285: 2284:Inner regular 2282: 2280: 2279:Borel regular 2277: 2276: 2275: 2272: 2270: 2267: 2265: 2262: 2260: 2257: 2255: 2251: 2247: 2245: 2242: 2240: 2237: 2235: 2232: 2230: 2227: 2225: 2222: 2220: 2217: 2215: 2211: 2207: 2205: 2202: 2200: 2197: 2195: 2192: 2190: 2187: 2185: 2182: 2180: 2176: 2172: 2170: 2167: 2165: 2162: 2160: 2157: 2155: 2152: 2150: 2147: 2145: 2142: 2140: 2137: 2135: 2132: 2130: 2127: 2126: 2124: 2122: 2117: 2111: 2108: 2106: 2103: 2101: 2098: 2096: 2093: 2089: 2086: 2085: 2084: 2081: 2079: 2076: 2074: 2068: 2066: 2063: 2059: 2056: 2055: 2054: 2051: 2049: 2046: 2042: 2039: 2038: 2037: 2034: 2032: 2029: 2027: 2024: 2020: 2017: 2016: 2015: 2012: 2010: 2007: 2005: 2002: 2000: 1997: 1996: 1994: 1990: 1984: 1980: 1977: 1973: 1970: 1969: 1968: 1967:Measure space 1965: 1963: 1960: 1958: 1956: 1952: 1950: 1947: 1945: 1941: 1938: 1937: 1935: 1931: 1927: 1920: 1915: 1913: 1908: 1906: 1901: 1900: 1897: 1889: 1887:0-471-00710-2 1883: 1879: 1874: 1873: 1869: 1855: 1851: 1845: 1842: 1837: 1833: 1829: 1825: 1821: 1817: 1810: 1807: 1796: 1792: 1786: 1783: 1778: 1776:0-387-90088-8 1772: 1768: 1767: 1759: 1756: 1745: 1741: 1734: 1731: 1725: 1720: 1717: 1716: 1712: 1710: 1707: 1702: 1700: 1695: 1693: 1689: 1685: 1681: 1678:of points in 1677: 1670: 1666: 1664: 1660: 1656: 1654: 1650: 1646: 1642: 1638: 1634: 1630: 1629: 1628: 1626: 1622: 1618: 1614: 1606: 1601: 1600:Normal number 1597: 1594:, encoded in 1593: 1589: 1586: 1582: 1577: 1573: 1569: 1565: 1562: 1559:converges to 1558: 1554: 1550: 1534: 1524: 1520: 1516:converges to 1503: 1500: 1493: 1487: 1482: 1479: 1476: 1471: 1468: 1465: 1461: 1454: 1451: 1447: 1437: 1433: 1429: 1425: 1409: 1406: 1403: 1380: 1377: 1374: 1362: 1356: 1346: 1341: 1337: 1328: 1324: 1320: 1316: 1312: 1309: 1305: 1301: 1297: 1293: 1289: 1274: 1271: 1265: 1259: 1252: 1236: 1233: 1230: 1210: 1207: 1204: 1201: 1194: 1188: 1183: 1178: 1174: 1153: 1150: 1144: 1138: 1131:function and 1130: 1126: 1122: 1118: 1114: 1113: 1109: 1107: 1086: 1082: 1078: 1053: 1049: 1041:), then each 1028: 1025: 1022: 999: 991: 987: 966: 944: 940: 914: 911: 891: 869: 865: 861: 831: 828: 818: 814: 802: 799: 781: 777: 773: 745: 741: 729: 726: 722: 709: 700: 687: 666: 658: 657: 653: 651: 631: 625: 619: 616: 613: 610: 587: 567: 559: 543: 517: 511: 505: 502: 499: 496: 467: 461: 455: 452: 449: 446: 435: 430: 413: 407: 387: 366: 346: 326: 320: 317: 314: 294: 291: 285: 279: 256: 253: 233: 213: 206:, a property 205: 204:measure space 186: 183: 177: 174: 159: 157: 155: 151: 146: 144: 140: 136: 135:almost always 132: 128: 127:almost surely 124: 119: 117: 113: 109: 105: 101: 96: 94: 90: 86: 82: 77: 75: 71: 70: 69:almost surely 65: 61: 57: 54:(a branch of 53: 45: 41: 37: 34:The function 32: 19: 3107:Inequalities 3062: 3047:Uniform norm 2935: 2904: 2855: 2565:Main results 2301:Set function 2229:Metric outer 2184:Decomposable 2041:Cylinder set 1998: 1954: 1877: 1870:Bibliography 1857:. Retrieved 1853: 1844: 1819: 1809: 1798:. Retrieved 1794: 1785: 1765: 1758: 1747:. Retrieved 1743: 1733: 1705: 1703: 1696: 1691: 1690:holds is in 1687: 1683: 1679: 1675: 1673: 1668: 1662: 1658: 1652: 1648: 1644: 1640: 1636: 1632: 1624: 1620: 1616: 1610: 1575: 1571: 1560: 1556: 1552: 1548: 1522: 1518: 1435: 1431: 1427: 1423: 1322: 1318: 1314: 1303: 1295: 1291: 1124: 1120: 1116: 1104: 800:of measures. 727:of measures. 725:monotonicity 702: 680: 659:If property 433: 431: 163: 149: 147: 134: 130: 126: 123:full measure 122: 120: 115: 107: 103: 99: 97: 89:real numbers 78: 67: 64:measure zero 59: 49: 18:Almost every 3305:Von Neumann 3119:Chebyshev's 2525:compact set 2492:of measures 2428:Pushforward 2421:Projections 2411:Logarithmic 2254:Probability 2244:Pre-measure 2026:Borel space 1944:of measures 1674:A property 1627:such that: 1613:ultrafilter 1574: : → 1294: : → 143:probability 121:A set with 3322:Categories 3300:C*-algebra 3124:Clarkson's 2497:in measure 2224:Maximising 2194:Equivalent 2088:Vitali set 1859:2019-11-19 1800:2019-11-19 1749:2019-11-19 1726:References 1585:continuous 1566:A bounded 654:Properties 307:, and all 160:Definition 154:almost all 150:almost all 44:continuous 3295:*-algebra 3280:Quasinorm 3149:Minkowski 3040:Essential 3003:∞ 2832:Lp spaces 2611:Maharam's 2581:Dominated 2394:Intensity 2389:Hausdorff 2296:Saturated 2214:Invariant 2119:Types of 2078:σ-algebra 2048:𝜆-system 2014:Borel set 2009:Baire set 1836:0024-6115 1535:ϵ 1483:ε 1472:ε 1469:− 1462:∫ 1455:ε 1384:∞ 1338:∫ 1208:≥ 1175:∫ 1151:≥ 1076:∀ 1026:≠ 892:μ 859:∀ 832:∈ 771:∀ 623:¬ 614:∈ 509:¬ 500:∈ 459:¬ 450:∈ 324:∖ 318:∈ 280:μ 260:Σ 257:∈ 187:μ 181:Σ 137:refer to 98:The term 3144:Markov's 3139:Hölder's 3129:Hanner's 2946:Bessel's 2884:function 2868:Lebesgue 2628:Fubini's 2618:Egorov's 2586:Monotone 2545:variable 2523:Random: 2474:Strongly 2399:Lebesgue 2384:Harmonic 2374:Gaussian 2359:Counting 2326:Spectral 2321:Singular 2311:s-finite 2306:σ-finite 2189:Discrete 2164:Complete 2121:Measures 2095:Null set 1983:function 1713:See also 1568:function 1317: : 1119: : 1110:Examples 429:holds". 85:complete 3164:Results 2863:Measure 2540:process 2535:measure 2530:element 2469:Bochner 2443:Trivial 2438:Tangent 2416:Product 2274:Regular 2252:)  2239:Perfect 2212:)  2177:)  2169:Content 2159:Complex 2100:Support 2073:-system 1962:Measure 1302:, then 114:phrase 3017:spaces 2938:spaces 2907:spaces 2858:spaces 2846:Banach 2606:Jordan 2591:Vitali 2550:vector 2479:Weakly 2341:Vector 2316:Signed 2269:Random 2210:Quasi- 2199:Finite 2179:Convex 2139:Banach 2129:Atomic 1957:spaces 1942:  1884:  1834:  1773:  1661:is in 1434:is in 979:(i.e. 432:It is 139:events 91:, the 81:conull 2448:Young 2369:Euler 2364:Dirac 2336:Tight 2264:Radon 2234:Outer 2204:Inner 2154:Brown 2149:Borel 2144:Besov 2134:Baire 1647:then 1596:ASCII 1298:is a 1127:is a 560:: if 272:with 202:is a 141:with 3202:For 3056:Maps 2712:For 2601:Hahn 2457:Maps 2379:Haar 2250:Sub- 2004:Atom 1992:Sets 1882:ISBN 1832:ISSN 1771:ISBN 1639:and 1407:< 1381:< 1329:and 1234:< 932:and 133:and 108:p.p. 104:a.e. 42:and 1824:doi 1631:If 1579:is 1527:as 1325:is 1313:If 1306:is 1290:If 1115:If 730:If 434:not 164:If 72:in 50:In 38:is 36:1/x 3324:: 1852:. 1830:. 1818:. 1793:. 1742:. 1694:. 1651:∈ 1643:⊆ 1635:∈ 1321:→ 1123:→ 400:, 129:, 118:. 76:. 2999:L 2936:L 2905:L 2882:/ 2856:L 2824:e 2817:t 2810:v 2248:( 2208:( 2173:( 2071:π 1981:/ 1955:L 1918:e 1911:t 1904:v 1890:. 1862:. 1838:. 1826:: 1803:. 1779:. 1752:. 1692:F 1688:P 1684:F 1680:X 1676:P 1669:F 1663:F 1659:F 1653:F 1649:V 1645:V 1641:U 1637:F 1633:U 1625:X 1621:F 1617:X 1602:. 1576:R 1572:f 1561:f 1557:f 1553:f 1549:E 1525:) 1523:x 1521:( 1519:f 1504:t 1501:d 1497:) 1494:t 1491:( 1488:f 1480:+ 1477:x 1466:x 1452:2 1448:1 1436:E 1432:x 1428:f 1424:E 1410:b 1404:a 1378:x 1375:d 1370:| 1366:) 1363:x 1360:( 1357:f 1353:| 1347:b 1342:a 1323:R 1319:R 1315:f 1304:f 1296:R 1292:f 1275:0 1272:= 1269:) 1266:x 1263:( 1260:f 1237:b 1231:a 1211:0 1205:x 1202:d 1198:) 1195:x 1192:( 1189:f 1184:b 1179:a 1154:0 1148:) 1145:x 1142:( 1139:f 1125:R 1121:R 1117:f 1087:x 1083:P 1079:x 1054:x 1050:P 1029:x 1023:y 1003:) 1000:y 997:( 992:x 988:P 967:x 945:x 941:P 919:R 915:= 912:X 870:x 866:P 862:x 836:R 829:x 825:) 819:x 815:P 811:( 782:n 778:P 774:n 751:) 746:n 742:P 738:( 710:Q 688:Q 667:P 638:} 635:) 632:x 629:( 626:P 620:: 617:X 611:x 608:{ 588:N 568:X 544:N 524:} 521:) 518:x 515:( 512:P 506:: 503:X 497:x 494:{ 474:} 471:) 468:x 465:( 462:P 456:: 453:X 447:x 444:{ 417:) 414:x 411:( 408:P 388:x 367:P 347:P 327:N 321:X 315:x 295:0 292:= 289:) 286:N 283:( 254:N 234:X 214:P 190:) 184:, 178:, 175:X 172:( 20:)

Index

Almost every

1/x
differentiable
continuous
measure theory
mathematical analysis
measure zero
almost surely
probability theory
conull
complete
real numbers
Lebesgue measure
French language
events
probability
almost all
measure space
complete measure space
monotonicity
countable sub-additivity
Lebesgue integrable
if and only if
monotonic function
differentiable
Lebesgue measurable
function
Riemann integrable
continuous

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