v2 design: independent masks + affinity-aware Wiener demultiplexer

Redesign after the independent-mask dominance finding: the affinity
now parameterizes the receiver (closed-form Wiener) instead of the
mask ensemble. New Theorem 1 (spectral closed form), floors
sqrt(1-b^2)/2 vs 1/2, full-cooperation bound with equality at b=1.
GPU (torch) Monte Carlo backend, decision-directed SIC baseline,
TikZ block diagram source, verification suite V1-V11.

data/bertvit_merged.csv

@@ -1,8 +1,14 @@
-snr_db,edma,oma,genie,att,att_x,todma,edma_ref,edma_ref2
-0.0,0.04509729548248326,0.03878942917318714,0.04510116805362887,0.06537951208185813,0.028956357115368724,0.009263779561898224,0.051216359648716556,0.05146971093667761
-5.0,0.06451154394270053,0.0507439763307109,0.06460883367368744,0.11006860490285489,0.02899092581015571,0.014985754149760718,0.08214049352367703,0.08245299246543433
-10.0,0.10340689217396296,0.07698703231946222,0.10399757263661547,0.18771051966437632,0.029096261892353006,0.03519980048035704,0.13997304338278754,0.14036958956224843
-15.0,0.17239818787681693,0.12749333352586661,0.17548648804419778,0.3057075884366212,0.029248349735797895,0.10412376981275459,0.23587541750084084,0.23652206338075601
-20.0,0.2789011314185965,0.2156999450240525,0.29264116008861335,0.4510118978738174,0.029343304376527338,0.21990683440776934,0.37242277625984427,0.37307923116081904
-25.0,0.41080176204708735,0.3530383192829985,0.45731712677712716,0.5840194131238486,0.02929760473668019,0.3162182821357606,0.5247271302425862,0.5245882651817437
-30.0,0.5301073454886365,0.5306502765434139,0.6408057261877141,0.6726967507733389,0.029179666470356736,0.3661426990593047,0.6493871028835615,0.6479461262985481
+snr_db,edma,oma,genie,todma,edma_ref,edma_ref2
+0.0,0.04467206875531701,0.0395211911102524,0.04470823034964269,0.00808752125339693,0.051258400181977776,0.051258395044569624
+2.5,0.052661077863012905,0.044328911576594694,0.05274493153032381,0.010903122079792332,0.06411670899382443,0.06411670250265161
+5.0,0.0644090429507196,0.0517221181144123,0.06458281029539649,0.0160517606871274,0.08237909885676345,0.08237909091782057
+7.5,0.08108708676882088,0.06272871624387336,0.0814530021866085,0.027431791894606004,0.1073888337527751,0.10738882329576882
+10.0,0.10398115491552744,0.07848262153333053,0.10474200704193208,0.04139025118059202,0.14060123476258013,0.14060122084221802
+12.5,0.1345052632171428,0.10035192567447666,0.13611418937449343,0.06825274948835351,0.18353674076730386,0.1835367217194289
+15.0,0.17397624759352767,0.1299769427673891,0.1774134961643722,0.11022667550692919,0.23722848522273124,0.23722846306452994
+17.5,0.22316362340701745,0.16911298831924795,0.2303875518660061,0.16441485880931841,0.30166534237214365,0.30166531551687514
+20.0,0.28155444214702585,0.21956481272354722,0.296139236476738,0.21888792063296963,0.37473849680507554,0.3747384671261534
+22.5,0.3466694929706864,0.2826504937937716,0.37431714535458016,0.27025579480204087,0.4521061575273052,0.45210612908937037
+25.0,0.41391337811248374,0.35837042205035685,0.4623712573153898,0.31270788677551076,0.5278005284816026,0.5278005079459399
+27.5,0.47757373259635644,0.4446330708428286,0.5553692922927439,0.34371633065177387,0.5959934616461396,0.5959934508893638
+30.0,0.5326515504252165,0.5369720551883802,0.6469332071393729,0.36358971142016083,0.6525999860465527,0.6525999858789145

data/beta_sweep_corrected.csv

@@ -1,199 +1,199 @@
-snr_db,beta,edma,oma,genie
-10,0.0,0.054752877862610065,0.028040940629869258,0.055811993139768964
-10,0.01,0.054747350279920316,0.028040940629869258,0.055811993139768964
-10,0.02,0.054730767346147666,0.028040940629869258,0.055811993139768964
-10,0.03,0.05470312850494755,0.028040940629869258,0.055811993139768964
-10,0.04,0.05466443283160872,0.028040940629869258,0.055811993139768964
-10,0.05,0.054614679036858765,0.028040940629869258,0.055811993139768964
-10,0.06,0.05455386547218096,0.028040940629869258,0.055811993139768964
-10,0.07,0.05448199013665998,0.028040940629869258,0.055811993139768964
-10,0.08,0.05439905068534405,0.028040940629869258,0.055811993139768964
-10,0.09,0.05430504443913251,0.028040940629869258,0.055811993139768964
-10,0.1,0.054199968396186245,0.028040940629869258,0.055811993139768964
-10,0.11,0.05408381924486196,0.028040940629869258,0.055811993139768964
-10,0.12,0.053956593378173205,0.028040940629869258,0.055811993139768964
-10,0.13,0.05381828690977572,0.028040940629869258,0.055811993139768964
-10,0.14,0.053668895691484,0.028040940629869258,0.055811993139768964
-10,0.15,0.05350841533231138,0.028040940629869258,0.055811993139768964
-10,0.16,0.0533368412190459,0.028040940629869258,0.055811993139768964
-10,0.17,0.05315416853834894,0.028040940629869258,0.055811993139768964
-10,0.18,0.0529603923003942,0.028040940629869258,0.055811993139768964
-10,0.19,0.052755507364029314,0.028040940629869258,0.055811993139768964
-10,0.2,0.05253950846347685,0.028040940629869258,0.055811993139768964
-10,0.21,0.05231239023656164,0.028040940629869258,0.055811993139768964
-10,0.22,0.0520741472544757,0.028040940629869258,0.055811993139768964
-10,0.23,0.05182477405307159,0.028040940629869258,0.055811993139768964
-10,0.24,0.05156426516568283,0.028040940629869258,0.055811993139768964
-10,0.25,0.051292615157482124,0.028040940629869258,0.055811993139768964
-10,0.26,0.05100981866135644,0.028040940629869258,0.055811993139768964
-10,0.27,0.05071587041531166,0.028040940629869258,0.055811993139768964
-10,0.28,0.05041076530139947,0.028040940629869258,0.055811993139768964
-10,0.29,0.050094498386152486,0.028040940629869258,0.055811993139768964
-10,0.3,0.04976706496254393,0.028040940629869258,0.055811993139768964
-10,0.31,0.04942846059343863,0.028040940629869258,0.055811993139768964
-10,0.32,0.04907868115655627,0.028040940629869258,0.055811993139768964
-10,0.33,0.04871772289091538,0.028040940629869258,0.055811993139768964
-10,0.34,0.04834558244476425,0.028040940629869258,0.055811993139768964
-10,0.35000000000000003,0.04796225692498555,0.028040940629869258,0.055811993139768964
-10,0.36,0.04756774394795485,0.028040940629869258,0.055811993139768964
-10,0.37,0.047162041691850294,0.028040940629869258,0.055811993139768964
-10,0.38,0.04674514895039684,0.028040940629869258,0.055811993139768964
-10,0.39,0.046317065188023115,0.028040940629869258,0.055811993139768964
-10,0.4,0.04587779059641903,0.028040940629869258,0.055811993139768964
-10,0.41000000000000003,0.045427326152471775,0.028040940629869258,0.055811993139768964
-10,0.42,0.04496567367756414,0.028040940629869258,0.055811993139768964
-10,0.43,0.04449283589819911,0.028040940629869258,0.055811993139768964
-10,0.44,0.044008816507942514,0.028040940629869258,0.055811993139768964
-10,0.45,0.04351362023064087,0.028040940629869258,0.055811993139768964
-10,0.46,0.04300725288489753,0.028040940629869258,0.055811993139768964
-10,0.47000000000000003,0.04248972144976068,0.028040940629869258,0.055811993139768964
-10,0.48,0.04196103413160188,0.028040940629869258,0.055811993139768964
-10,0.49,0.041421200432142105,0.028040940629869258,0.055811993139768964
-10,0.5,0.040870231217584416,0.028040940629869258,0.055811993139768964
-10,0.51,0.04030813878880955,0.028040940629869258,0.055811993139768964
-10,0.52,0.03973493695259877,0.028040940629869258,0.055811993139768964
-10,0.53,0.039150641093819265,0.028040940629869258,0.055811993139768964
-10,0.54,0.03855526824853652,0.028040940629869258,0.055811993139768964
-10,0.55,0.03794883717799136,0.028040940629869258,0.055811993139768964
-10,0.56,0.03733136844337993,0.028040940629869258,0.055811993139768964
-10,0.5700000000000001,0.03670288448138829,0.028040940629869258,0.055811993139768964
-10,0.58,0.036063409680404356,0.028040940629869258,0.055811993139768964
-10,0.59,0.035412970457347266,0.028040940629869258,0.055811993139768964
-10,0.6,0.034751595335041165,0.028040940629869258,0.055811993139768964
-10,0.61,0.03407931502005716,0.028040940629869258,0.055811993139768964
-10,0.62,0.033396162480946456,0.028040940629869258,0.055811993139768964
-10,0.63,0.03270217302678281,0.028040940629869258,0.055811993139768964
-10,0.64,0.03199738438593123,0.028040940629869258,0.055811993139768964
-10,0.65,0.03128183678494588,0.028040940629869258,0.055811993139768964
-10,0.66,0.030555573027513647,0.028040940629869258,0.055811993139768964
-10,0.67,0.02981863857334309,0.028040940629869258,0.055811993139768964
-10,0.68,0.02907108161689106,0.028040940629869258,0.055811993139768964
-10,0.6900000000000001,0.028312953165838792,0.028040940629869258,0.055811993139768964
-10,0.7000000000000001,0.027544307119194162,0.028040940629869258,0.055811993139768964
-10,0.71,0.026765200344916605,0.028040940629869258,0.055811993139768964
-10,0.72,0.02597569275694614,0.028040940629869258,0.055811993139768964
-10,0.73,0.025175847391522434,0.028040940629869258,0.055811993139768964
-10,0.74,0.024365730482666725,0.028040940629869258,0.055811993139768964
-10,0.75,0.023545411536702542,0.028040940629869258,0.055811993139768964
-10,0.76,0.022714963405684276,0.028040940629869258,0.055811993139768964
-10,0.77,0.02187446235961152,0.028040940629869258,0.055811993139768964
-10,0.78,0.021023988157275277,0.028040940629869258,0.055811993139768964
-10,0.79,0.0201636241156152,0.028040940629869258,0.055811993139768964
-10,0.8,0.019293457177440704,0.028040940629869258,0.055811993139768964
-10,0.81,0.018413577977365713,0.028040940629869258,0.055811993139768964
-10,0.8200000000000001,0.01752408090582169,0.028040940629869258,0.055811993139768964
-10,0.8300000000000001,0.016625064170996434,0.028040940629869258,0.055811993139768964
-10,0.84,0.015716629858541303,0.028040940629869258,0.055811993139768964
-10,0.85,0.014798883988911094,0.028040940629869258,0.055811993139768964
-10,0.86,0.013871936572160262,0.028040940629869258,0.055811993139768964
-10,0.87,0.012935901660068121,0.028040940629869258,0.055811993139768964
-10,0.88,0.011990897395407239,0.028040940629869258,0.055811993139768964
-10,0.89,0.011037046058227617,0.028040940629869258,0.055811993139768964
-10,0.9,0.010074474108977324,0.028040940629869258,0.055811993139768964
-10,0.91,0.009103312228316158,0.028040940629869258,0.055811993139768964
-10,0.92,0.008123695353459515,0.028040940629869258,0.055811993139768964
-10,0.93,0.007135762710902627,0.028040940629869258,0.055811993139768964
-10,0.9400000000000001,0.006139657845366697,0.028040940629869258,0.055811993139768964
-10,0.9500000000000001,0.0051355286448144695,0.028040940629869258,0.055811993139768964
-10,0.96,0.004123527361384938,0.028040940629869258,0.055811993139768964
-10,0.97,0.0031038106281055557,0.028040940629869258,0.055811993139768964
-10,0.98,0.002076539471223253,0.028040940629869258,0.055811993139768964
-20,0.0,0.4366911765474922,0.2688526404418522,0.5147756853853035
-20,0.01,0.4366440287117167,0.2688526404418522,0.5147756853853035
-20,0.02,0.43650257394341674,0.2688526404418522,0.5147756853853035
-20,0.03,0.43626677851363305,0.2688526404418522,0.5147756853853035
-20,0.04,0.4359365863873445,0.2688526404418522,0.5147756853853035
-20,0.05,0.4355119194934469,0.2688526404418522,0.5147756853853035
-20,0.06,0.43499267810292913,0.2688526404418522,0.5147756853853035
-20,0.07,0.43437874131546467,0.2688526404418522,0.5147756853853035
-20,0.08,0.433669967654663,0.2688526404418522,0.5147756853853035
-20,0.09,0.4328661957722866,0.2688526404418522,0.5147756853853035
-20,0.1,0.4319672452617536,0.2688526404418522,0.5147756853853035
-20,0.11,0.43097291758127854,0.2688526404418522,0.5147756853853035
-20,0.12,0.4298829970870116,0.2688526404418522,0.5147756853853035
-20,0.13,0.42869725217652294,0.2688526404418522,0.5147756853853035
-20,0.14,0.42741543654296693,0.2688526404418522,0.5147756853853035
-20,0.15,0.4260372905402156,0.2688526404418522,0.5147756853853035
-20,0.16,0.424562542659194,0.2688526404418522,0.5147756853853035
-20,0.17,0.4229909111155674,0.2688526404418522,0.5147756853853035
-20,0.18,0.4213221055488418,0.2688526404418522,0.5147756853853035
-20,0.19,0.4195558288327915,0.2688526404418522,0.5147756853853035
-20,0.2,0.4176917789970004,0.2688526404418522,0.5147756853853035
-20,0.21,0.41572965125910694,0.2688526404418522,0.5147756853853035
-20,0.22,0.413669140167154,0.2688526404418522,0.5147756853853035
-20,0.23,0.411509941851192,0.2688526404418522,0.5147756853853035
-20,0.24,0.40925175638303946,0.2688526404418522,0.5147756853853035
-20,0.25,0.40689429024279106,0.2688526404418522,0.5147756853853035
-20,0.26,0.40443725889034393,0.2688526404418522,0.5147756853853035
-20,0.27,0.40188038943985416,0.2688526404418522,0.5147756853853035
-20,0.28,0.399223423434633,0.2688526404418522,0.5147756853853035
-20,0.29,0.39646611971957335,0.2688526404418522,0.5147756853853035
-20,0.3,0.3936082574077306,0.2688526404418522,0.5147756853853035
-20,0.31,0.3906496389371964,0.2688526404418522,0.5147756853853035
-20,0.32,0.3875900932138665,0.2688526404418522,0.5147756853853035
-20,0.33,0.38442947883515566,0.2688526404418522,0.5147756853853035
-20,0.34,0.3811676873891227,0.2688526404418522,0.5147756853853035
-20,0.35000000000000003,0.37780464682285725,0.2688526404418522,0.5147756853853035
-20,0.36,0.3743403248733226,0.2688526404418522,0.5147756853853035
-20,0.37,0.3707747325532069,0.2688526404418522,0.5147756853853035
-20,0.38,0.36710792768362743,0.2688526404418522,0.5147756853853035
-20,0.39,0.36334001846484065,0.2688526404418522,0.5147756853853035
-20,0.4,0.35947116707538496,0.2688526404418522,0.5147756853853035
-20,0.41000000000000003,0.35550159328936487,0.2688526404418522,0.5147756853853035
-20,0.42,0.3514315781008482,0.2688526404418522,0.5147756853853035
-20,0.43,0.3472614673436184,0.2688526404418522,0.5147756853853035
-20,0.44,0.3429916752938002,0.2688526404418522,0.5147756853853035
-20,0.45,0.3386226882421745,0.2688526404418522,0.5147756853853035
-20,0.46,0.3341550680222958,0.2688526404418522,0.5147756853853035
-20,0.47000000000000003,0.32958945547987767,0.2688526404418522,0.5147756853853035
-20,0.48,0.3249265738682723,0.2688526404418522,0.5147756853853035
-20,0.49,0.32016723215429327,0.2688526404418522,0.5147756853853035
-20,0.5,0.3153123282180963,0.2688526404418522,0.5147756853853035
-20,0.51,0.3103628519303606,0.2688526404418522,0.5147756853853035
-20,0.52,0.3053198880896007,0.2688526404418522,0.5147756853853035
-20,0.53,0.3001846192021282,0.2688526404418522,0.5147756853853035
-20,0.54,0.2949583280869223,0.2688526404418522,0.5147756853853035
-20,0.55,0.2896424002875374,0.2688526404418522,0.5147756853853035
-20,0.56,0.2842383262731147,0.2688526404418522,0.5147756853853035
-20,0.5700000000000001,0.27874770341065014,0.2688526404418522,0.5147756853853035
-20,0.58,0.27317223769083826,0.2688526404418522,0.5147756853853035
-20,0.59,0.2675137451901349,0.2688526404418522,0.5147756853853035
-20,0.6,0.26177415325210973,0.2688526404418522,0.5147756853853035
-20,0.61,0.25595550137174955,0.2688526404418522,0.5147756853853035
-20,0.62,0.2500599417670772,0.2688526404418522,0.5147756853853035
-20,0.63,0.24408973962332856,0.2688526404418522,0.5147756853853035
-20,0.64,0.238047272995916,0.2688526404418522,0.5147756853853035
-20,0.65,0.23193503235958426,0.2688526404418522,0.5147756853853035
-20,0.66,0.22575561979243286,0.2688526404418522,0.5147756853853035
-20,0.67,0.21951174778494328,0.2688526404418522,0.5147756853853035
-20,0.68,0.21320623766571534,0.2688526404418522,0.5147756853853035
-20,0.6900000000000001,0.20684201763731608,0.2688526404418522,0.5147756853853035
-20,0.7000000000000001,0.20042212041749688,0.2688526404418522,0.5147756853853035
-20,0.71,0.1939496804829589,0.2688526404418522,0.5147756853853035
-20,0.72,0.18742793091491083,0.2688526404418522,0.5147756853853035
-20,0.73,0.1808601998477949,0.2688526404418522,0.5147756853853035
-20,0.74,0.17424990652476743,0.2688526404418522,0.5147756853853035
-20,0.75,0.16760055696580017,0.2688526404418522,0.5147756853853035
-20,0.76,0.16091573925657646,0.2688526404418522,0.5147756853853035
-20,0.77,0.15419911846869444,0.2688526404418522,0.5147756853853035
-20,0.78,0.147454431224025,0.2688526404418522,0.5147756853853035
-20,0.79,0.14068547991839878,0.2688526404418522,0.5147756853853035
-20,0.8,0.13389612662207573,0.2688526404418522,0.5147756853853035
-20,0.81,0.12709028667666042,0.2688526404418522,0.5147756853853035
-20,0.8200000000000001,0.12027192201028448,0.2688526404418522,0.5147756853853035
-20,0.8300000000000001,0.11344503419488466,0.2688526404418522,0.5147756853853035
-20,0.84,0.10661365727133493,0.2688526404418522,0.5147756853853035
-20,0.85,0.0997818503699352,0.2688526404418522,0.5147756853853035
-20,0.86,0.09295369015536699,0.2688526404418522,0.5147756853853035
-20,0.87,0.0861332631266301,0.2688526404418522,0.5147756853853035
-20,0.88,0.07932465780369294,0.2688526404418522,0.5147756853853035
-20,0.89,0.07253195683359023,0.2688526404418522,0.5147756853853035
-20,0.9,0.06575922904947452,0.2688526404418522,0.5147756853853035
-20,0.91,0.059010521516665373,0.2688526404418522,0.5147756853853035
-20,0.92,0.052289851600038885,0.2688526404418522,0.5147756853853035
-20,0.93,0.04560119908714468,0.2688526404418522,0.5147756853853035
-20,0.9400000000000001,0.03894849840124009,0.2688526404418522,0.5147756853853035
-20,0.9500000000000001,0.03233563093797358,0.2688526404418522,0.5147756853853035
-20,0.96,0.025766417558755906,0.2688526404418522,0.5147756853853035
-20,0.97,0.019244611272917996,0.2688526404418522,0.5147756853853035
-20,0.98,0.012773890139589456,0.2688526404418522,0.5147756853853035
+snr_db,beta,edma,blind,oma,genie
+10,0.0,0.054752877862610065,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.01,0.05475820153789551,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.02,0.05477417262711213,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.03,0.054800791320353745,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.04,0.054838057934443386,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.05,0.05488597291295555,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.06,0.054944536826228706,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.07,0.055013750371386755,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.08,0.05509361437236641,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.09,0.055184129779950464,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.1,0.05528529767180255,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.11,0.05539711925250827,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.12,0.055519595853624266,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.13,0.05565272893372537,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.14,0.055796520078463425,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.15,0.05595097100062803,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.16,0.056116083540211255,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.17,0.05629185966448005,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.18,0.05647830146804995,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.19,0.056675411172967774,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.2,0.056883191128795564,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.21,0.05710164381270159,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.22,0.0573307718295557,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.23,0.057570577912030435,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.24,0.05782106492070458,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.25,0.058082235844175524,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.26,0.05835409379917405,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.27,0.058636642030681585,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.28,0.058929883912060506,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.29,0.059233822945179315,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.3,0.059548462760553325,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.31,0.05987380711747824,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.32,0.0602098599041811,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.33,0.06055662513796847,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.34,0.060914106965381805,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.35000000000000003,0.061282309662356316,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.36,0.06166123763439134,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.37,0.06205089541671533,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.38,0.06245128767446481,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.39,0.06286241920286531,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.4,0.06328429492741498,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.41000000000000003,0.0637169199040789,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.42,0.06416029931948275,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.43,0.0646144384911171,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.44,0.06507934286754048,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.45,0.06555501802859463,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.46,0.0660414696856211,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.47000000000000003,0.06653870368168054,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.48,0.06704672599178685,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.49,0.06756554272313225,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.5,0.06809516011533256,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.51,0.06863558454066575,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.52,0.06918682250432519,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.53,0.06974888064467029,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.54,0.07032176573348846,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.55,0.07090548467626023,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.56,0.07150004451242854,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.5700000000000001,0.0721054524156766,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.58,0.07272171569420816,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.59,0.07334884179103472,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.6,0.07398683828426894,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.61,0.07463571288742164,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.62,0.07529547344970607,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.63,0.07596612795634762,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.64,0.07664768452889742,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.65,0.07734015142555628,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.66,0.07804353704149611,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.67,0.07875784990919524,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.68,0.07948309869877611,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.6900000000000001,0.08021929221834728,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.7000000000000001,0.08096643941435333,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.71,0.08172454937193066,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.72,0.08249363131526735,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.73,0.08327369460797196,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.74,0.08406474875344346,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.75,0.08486680339525016,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.76,0.08567986831752004,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.77,0.08650395344532251,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.78,0.08733906884507195,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.79,0.08818522472492742,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.8,0.08904243143520407,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.81,0.08991069946878359,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.8200000000000001,0.09079003946154299,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.8300000000000001,0.09168046219277223,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.84,0.09258197858561873,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.85,0.0934945997075168,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.86,0.09441833677064365,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.87,0.09535320113236508,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.88,0.09629920429569758,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.89,0.0972563579097737,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.9,0.09822467377031467,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.91,0.09920416382010676,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.92,0.100194840149489,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.93,0.10119671499684378,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.9400000000000001,0.10220980074909554,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.9500000000000001,0.1032341099422143,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.96,0.104269655261731,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.97,0.10531644954325302,0.054752877862610065,0.028040940629869258,0.055811993139768964
+10,0.98,0.10637450577298989,0.054752877862610065,0.028040940629869258,0.055811993139768964
+20,0.0,0.4366911765474922,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.01,0.43672694031779324,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.02,0.4368342357122561,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.03,0.43701307498298886,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.04,0.4372634785549242,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.05,0.43758547503295236,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.06,0.43797910121191785,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.07,0.4384444020894803,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.08,0.4389814308818518,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.09,0.4395902490424265,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.1,0.44027092628330783,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.11,0.44102354059974963,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.12,0.441848178297537,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.13,0.44274493402331877,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.14,0.44371391079791206,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.15,0.44475522005260776,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.16,0.4458689816685024,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.17,0.4470553240188804,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.18,0.4483143840146794,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.19,0.4496463071530782,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.2,0.4510512475692266,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.21,0.45252936809117394,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.22,0.4540808402980178,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.23,0.4557058445813321,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.24,0.4574045702099053,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.25,0.4591772153978466,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.26,0.461023987376106,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.27,0.46294510246745635,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.28,0.46494078616500706,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.29,0.46701127321428854,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.3,0.4691568076989885,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.31,0.4713776431303909,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.32,0.4736740425405888,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.33,0.4760462785795442,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.34,0.4784946336160657,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.35000000000000003,0.4810193998427861,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.36,0.4836208793852107,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.37,0.48629938441493437,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.38,0.4890552372671043,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.39,0.4918887705622219,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.4,0.49480032733238916,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.41000000000000003,0.49779026115208486,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.42,0.5008589362735847,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.43,0.5040067277671271,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.44,0.5072340216659497,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.45,0.5105412151162935,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.46,0.5139287165325166,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.47000000000000003,0.517396945757436,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.48,0.5209463342280231,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.49,0.5245773251466092,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.5,0.5282903736577237,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.51,0.5320859470307273,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.52,0.5359645248483909,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.53,0.539926599201581,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.54,0.5439726748902178,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.55,0.5481032696306882,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.56,0.5523189142698807,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.5700000000000001,0.5566201530060465,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.58,0.5610075436166748,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.59,0.5654816576935766,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.6,0.570043080885417,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.61,0.5746924131478852,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.62,0.5794302690017478,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.63,0.5842572777990267,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.64,0.5891740839975437,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.65,0.5941813474440859,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.66,0.5992797436664702,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.67,0.6044699641747866,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.68,0.609752716772098,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.6900000000000001,0.6151287258749181,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.7000000000000001,0.6205987328437688,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.71,0.6261634963241505,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.72,0.6318237925982698,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.73,0.6375804159478764,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.74,0.643434179028581,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.75,0.6493859132560444,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.76,0.6554364692044342,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.77,0.6615867170175782,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.78,0.667837546833235,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.79,0.6741898692209654,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.8,0.6806446156340422,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.81,0.6872027388759366,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.8200000000000001,0.6938652135818649,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.8300000000000001,0.7006330367159468,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.84,0.707507228084549,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.85,0.7144888308663817,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.86,0.7215789121599784,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.87,0.7287785635491948,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.88,0.7360889016873875,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.89,0.7435110689009868,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.9,0.7510462338131872,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.91,0.7586955919885129,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.92,0.7664603665990705,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.93,0.7743418091133101,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.9400000000000001,0.7823412000081834,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.9500000000000001,0.7904598495055949,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.96,0.7986990983341251,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.97,0.807060318516999,0.4366911765474922,0.2688526404418522,0.5147756853853035
+20,0.98,0.8155449141873803,0.4366911765474922,0.2688526404418522,0.5147756853853035

data/cosine_ceiling.csv

@@ -0,0 +1,3 @@
+beta,aware_mc,aware_pred,blind_mc,blind_pred
+0.311,0.7251058104634285,0.7244273905766959,0.7074751788377762,0.7071067811865476
+0.8,0.8371337348222733,0.8366600265340756,0.7081796124577522,0.7071067811865476

data/csi_error.csv

@@ -1,8 +1,8 @@
 sigma_h2,edma,sic
-0.0,0.5445012038424076,0.5460929325736039
-0.01,0.5445012038424075,0.5432828884753359
-0.02,0.5445012038424075,0.5408883972120776
-0.05,0.5445012038424076,0.536040175102482
-0.1,0.5445012038424076,0.5277163316448914
-0.2,0.5445012038424075,0.5169782457463995
-0.3,0.5445012038424076,0.5125870168901699
+0.0,0.5985892848856748,0.5827705618180334
+0.01,0.5970788184367121,0.5824256975366734
+0.02,0.5956342787574976,0.5820832186681218
+0.05,0.5913892493443563,0.5813290306786075
+0.1,0.5849188896268607,0.5799057619913947
+0.2,0.5753242927324027,0.5776647866773419
+0.3,0.5690016979491338,0.5756815607612953

data/floor_validation.csv

@@ -1,35 +1,35 @@
-d,snr_db,mse_mc,mse_theory,mse_ideal
-256,0.0,283.9142603214685,284.4533071258869,283.41188049318094
-256,2.5,160.10089036917105,160.41563908393022,159.37421245122425
-256,5.0,90.47776215634474,90.66413246369561,89.62270583098966
-256,7.5,51.32748447743017,51.439977796849504,50.398551164143555
-256,10.0,29.312928645832216,29.38261468202405,28.3411880493181
-256,12.5,16.934181412329476,16.978847877828375,15.937421245122422
-256,15.0,9.973810638369487,10.00369721580492,8.962270583098967
-256,17.5,6.060239200519523,6.081281749120308,5.039855116414356
-256,20.0,3.85987571082472,3.8755454376377614,2.8341188049318093
-256,22.5,2.622819942039895,2.6351687572181945,1.5937421245122423
-256,25.0,1.9273969939302285,1.9376536910158488,0.8962270583098966
-256,27.5,1.5365003821408372,1.5454121443473878,0.5039855116414356
-256,30.0,1.3168093834480725,1.3248385131991331,0.28341188049318095
-256,32.5,1.1933627827422904,1.2008008451571766,0.15937421245122424
-256,35.0,1.1240146926635879,1.131049338536942,0.08962270583098966
-256,37.5,1.085070664488797,1.0918251838700959,0.05039855116414356
-256,40.0,1.0632107739660197,1.0697678207552703,0.028341188049318098
-768,0.0,853.4623064741292,851.2770681122488,850.2356414795429
-768,2.5,480.3951698733645,479.1640639863787,478.12263735367276
-768,5.0,270.60393697803266,269.9095441256749,268.86811749296896
-768,7.5,152.62953339008442,152.23708012513663,151.19565349243067
-768,10.0,86.28755819977675,86.06499078066025,85.0235641479543
-768,12.5,48.98065441173488,48.85369036807322,47.81226373536727
-768,15.0,28.001388546341435,27.928238382002856,26.886811749296903
-768,17.5,16.203841270734593,16.160991981949017,15.119565349243066
-768,20.0,9.569563575405624,9.543783047501382,8.502356414795429
-768,22.5,5.838813072859685,5.822653006242679,4.781226373536727
-768,25.0,3.7408413998745558,3.730107807635642,2.6886811749296897
-768,27.5,2.5610528622492597,2.553383167630259,1.5119565349243067
-768,30.0,1.8975997387446928,1.8916622741854952,0.8502356414795429
-768,32.5,1.5245056756935615,1.519549270059625,0.4781226373536727
-768,35.0,1.314694250809021,1.3102947501989213,0.268868117492969
-768,37.5,1.1967047053652895,1.1926222861983828,0.15119565349243066
-768,40.0,1.1303513753850125,1.1264501968539065,0.0850235641479543
+d,snr_db,mse_mc,mse_theory,mse_blind
+256,0.0,0.9958906187265965,0.9957520371754321,0.9961240310077519
+256,2.5,0.9926509086327597,0.9924951337006896,0.993148778755109
+256,5.0,0.9869671196373861,0.9868069561728815,0.9879451709874938
+256,7.5,0.9771456527581006,0.9770064578879146,0.9789579793127183
+256,10.0,0.9605855179298334,0.9605076750198117,0.9637681159420289
+256,12.5,0.9337484810109989,0.9337823722702523,0.9390092836053628
+256,15.0,0.8928736458420425,0.8930612771894957,0.9009452871484813
+256,17.5,0.8360494261292735,0.8363998816883345,0.8473840548704382
+256,20.0,0.7661668636283875,0.7666566714783413,0.7807017543859648
+256,22.5,0.691947677239615,0.6925661718278007,0.709267994905624
+256,25.0,0.6243632968967908,0.6251571720537481,0.6440702380534542
+256,27.5,0.5709153641061163,0.571972710197798,0.5927077630509127
+256,30.0,0.5331897043219835,0.53458472828743,0.5567375886524822
+256,32.5,0.5086536205122679,0.5104122867933932,0.5335732525163734
+256,35.0,0.4935273743565432,0.4956303135714446,0.5194512459464362
+256,37.5,0.4844975136532381,0.48689966319840416,0.5111276997838433
+256,40.0,0.4792009242590312,0.48184935117050987,0.5063191153238548
+768,0.0,0.9986765012793098,0.9985760128125698,0.9987012987012988
+768,2.5,0.9976163216681129,0.9974733083167204,0.9976952053744985
+768,5.0,0.9957307732307438,0.9955242936982399,0.9959160824250755
+768,7.5,0.9923981843904192,0.992095537514675,0.9927835275542491
+768,10.0,0.9865629253484912,0.9861129415585025,0.9873096446700508
+768,12.5,0.9764985106901773,0.9758221660225336,0.9778701398348755
+768,15.0,0.9595662490049409,0.9585462259188507,0.9619573584726929
+768,17.5,0.9322122252329521,0.9306888249982047,0.9361315623151921
+768,20.0,0.8907470407123728,0.8885385986762078,0.8966942148760331
+768,22.5,0.8334967999962878,0.8304680517855016,0.8417416365176289
+768,25.0,0.7637208092945489,0.759888721537542,0.7741964962231777
+768,27.5,0.6903787748107578,0.6859650675890866,0.7028866275721191
+768,30.0,0.6242938905723492,0.6196325851274082,0.638728323699422
+768,32.5,0.5725413154691661,0.5679130695479454,0.5887951848908111
+768,35.0,0.5363309035044117,0.5318795970416631,0.554141276684715
+768,37.5,0.5129687106701781,0.5087260331425658,0.5319605114462806
+768,40.0,0.498680130948561,0.4946227489687355,0.5184899845916795

data/mask_family_rev.csv

@@ -1,10 +1,10 @@
-snr_db,haar,wh
-0,0.05647200954133838,0.05310404690708958
-5,0.08330434028403662,0.07868202035026188
-10,0.1362057604122267,0.1321506210735374
-15,0.22743813806699198,0.22553342842896307
-20,0.3620849406777639,0.36807222557624214
-25,0.5112067973087223,0.5367516728593701
-30,0.6187704792155053,0.6693336605430739
-35,0.670208963249346,0.7373274649462636
-40,0.689340654075078,0.7636921461142663
+snr_db,haar,wh,wh_exact_mse
+0,0.056410143594257535,0.055201172281522305,0.9978637042641639
+5,0.085697923428379,0.08462585555389524,0.9933106958866119
+10,0.14458728155121206,0.14321016235277056,0.9794808036088943
+15,0.24451895691454412,0.2423005321621895,0.9407034531235695
+20,0.3882001306116581,0.3829878903925419,0.8522246733307839
+25,0.540928793400526,0.5299757443368435,0.7177656385302543
+30,0.6472152987122536,0.631390101313591,0.5997132909297943
+35,0.6973008319735527,0.6793428674340248,0.5366590532660485
+40,0.7159504926204682,0.6972508707642555,0.5119321745634079

data/mismatch.csv

@@ -0,0 +1,8 @@
+beta_hat,cosine,mse
+0.211,0.3896048231422901,0.8489142748713493
+0.251,0.3904690830409527,0.8482141560316085
+0.311,0.3909398098289967,0.8478092220425606
+0.371,0.3904550792276859,0.8481874433159828
+0.41100000000000003,0.38962371706962584,0.8488810566067696
+0.31490625,0.3909368622303009,0.8478098925948143
+0.0,0.37743803575634954,0.858243175148964

data/multiuser_corrected.csv

@@ -1,40 +1,40 @@
-U,snr_db,edma,oma
-2,0.0,0.005074924495401339,0.0028163887856167778
-2,2.5,0.00900326092256961,0.005006425437490073
-2,5.0,0.015943181620258408,0.008896821012114422
-2,7.5,0.028141662406857754,0.015802100105602065
-2,10.0,0.04939420068532773,0.028040940629869258
-2,12.5,0.08585687636915751,0.04967759953004671
-2,15.0,0.14680246472845263,0.08775733805059951
-2,17.5,0.24437407492333546,0.15425664820473364
-2,20.0,0.39036168250847997,0.2688526404418522
-2,22.5,0.5882403211652596,0.46202930580118473
-2,25.0,0.8236174091640396,0.7765249721523131
-2,27.5,1.0639633374340793,1.2629750132730075
-2,30.0,1.2740371164829405,1.9659871493886203
-3,0.0,0.007166121727981404,0.002816846908845676
-3,2.5,0.012688743558228709,0.005007872928745025
-3,5.0,0.022393454021796717,0.00890139152557443
-3,7.5,0.03929335948023371,0.015816514922095765
-3,10.0,0.0682640356183996,0.028086309611073952
-3,12.5,0.11661479903052363,0.04981987507531682
-3,15.0,0.19381754610825597,0.08820067087182441
-3,17.5,0.3087986357540208,0.15562283620381148
-3,20.0,0.46347315369044484,0.27298359666177824
-3,22.5,0.6453865207846086,0.4741321857975819
-3,25.0,0.8284280872854691,0.8102498992888099
-3,27.5,0.9858586691638921,1.3502134677042328
-3,30.0,1.1039774302731393,2.1701295882547527
-4,0.0,0.009176956996801149,0.002817076044986573
-4,2.5,0.01621312884680335,0.005008597092951442
-4,5.0,0.028502070980983823,0.008903679130992838
-4,7.5,0.04967547887822116,0.015823735486660634
-4,10.0,0.08531654320798115,0.028109067575874017
-4,12.5,0.14302271741867906,0.04989142100177373
-4,15.0,0.2308213082888609,0.08842458349643963
-4,17.5,0.3525340922014516,0.15631809220986412
-4,20.0,0.5011822600084102,0.27511311194165045
-4,22.5,0.6570342137422986,0.4805054388299137
-4,25.0,0.7963620296794736,0.8286132554549862
-4,27.5,0.9042441392584162,1.4000909956579182
-4,30.0,0.9788428109037877,2.294588749973288
+U,snr_db,edma_mc,blind,oma,mse_mc
+2,0.0,0.0067459622753358985,0.005619067173648297,0.0028163887856167778,0.9976647585630417
+2,2.5,0.011675481754301935,0.009969612776119413,0.005006425437490073,0.9959617620706558
+2,5.0,0.020286535908117426,0.017657570045582938,0.008896821012114422,0.9929938805103302
+2,7.5,0.035291135414103295,0.03117756291292608,0.015802100105602065,0.9878435188531876
+2,10.0,0.06125380524795852,0.054752877862610065,0.028040940629869258,0.978994796872139
+2,12.5,0.10554787426027339,0.09526158699989311,0.04967759953004671,0.9640808624029159
+2,15.0,0.17922846076711016,0.16314404591732876,0.08775733805059951,0.9397740066051483
+2,17.5,0.29671520331202866,0.27228552723458505,0.15425664820473364,0.9022770518064499
+2,20.0,0.47207515868714434,0.4366911765474922,0.2688526404418522,0.8490741294622421
+2,22.5,0.7100570759041679,0.6617728169555368,0.46202930580118473,0.7818541771173477
+2,25.0,0.9952787609812811,0.9331238669104754,0.7765249721523131,0.708264736533165
+2,27.5,1.290911785811443,1.2146443868700316,1.2629750132730075,0.639290742278099
+2,30.0,1.5545191724506118,1.4647566493411088,1.9659871493886203,0.5834740561246872
+3,0.0,0.008221550750832831,0.008412218630107837,0.002816846908845676,0.9981022214889527
+3,2.5,0.015313679039211471,0.014902926454674073,0.005007872928745025,0.9964680409431458
+3,5.0,0.028029675597543307,0.026325253299532562,0.00890139152557443,0.9935446953773499
+3,7.5,0.050514313628626004,0.04626641612972433,0.015816514922095765,0.988396560549736
+3,10.0,0.08952942310946198,0.08059981755804599,0.028086309611073952,0.9795267921686173
+3,12.5,0.15534005610649262,0.13832515321163041,0.04981987507531682,0.9647452771663666
+3,15.0,0.2615951480089572,0.2316168228614546,0.08820067087182441,0.9413490122556687
+3,17.5,0.4221435294251369,0.3731878021467334,0.15562283620381148,0.9070698082447052
+3,20.0,0.6428146293469728,0.5688074586563354,0.27298359666177824,0.8619812881946564
+3,22.5,0.9107931284704225,0.8069275801266587,0.4741321857975819,0.8102293717861175
+3,25.0,1.192151455674711,1.0559460071626627,0.8102498992888099,0.7592338293790817
+3,27.5,1.4460078396289984,1.2782661617838726,1.3502134677042328,0.7159830737113952
+3,30.0,1.6453250009668556,1.4503691419311937,2.1701295882547527,0.6837582939863205
+4,0.0,0.015142645594341335,0.011194533410694072,0.002817076044986573,0.9973794192075729
+4,2.5,0.02657168051302456,0.01980238285260359,0.005008597092951442,0.9954060631990432
+4,5.0,0.04649602868391863,0.03488813263113353,0.008903679130992838,0.9919752240180969
+4,7.5,0.0808285062062145,0.0610360844265235,0.015823735486660634,0.9860911220312119
+4,10.0,0.1387823700129495,0.10550166169718982,0.028109067575874017,0.9762377244234085
+4,12.5,0.23327828100624443,0.17872115676402342,0.04989142100177373,0.9603821069002152
+4,15.0,0.3790651258653871,0.29313196378582485,0.08842458349643963,0.9364239370822907
+4,17.5,0.5861777540534772,0.458064715640174,0.15631809220986412,0.9034117364883423
+4,20.0,0.8490808651568857,0.6702163879182615,0.27511311194165045,0.8631778705120087
+4,22.5,1.1397156040760281,0.9064855445133952,0.48050543882991376,0.8207820576429367
+4,25.0,1.4160565809869674,1.1309122590875245,0.8286132554549861,0.7824041104316711
+4,27.5,1.6433747432527392,1.3140736832668964,1.4000909956579182,0.752183369398117
+4,30.0,1.808776977801607,1.4458968914537418,2.294588749973288,0.7309303051233291

data/rate_corrected.csv

@@ -1,32 +1,83 @@
-snr_db,edma,edma_ideal,oma,genie,mac
-0.0,0.005074922224889888,0.005085968590195728,0.0028163887856167778,0.0056300312141080765,0.005624549193878107
-1.0,0.006383905773418096,0.00640139527831988,0.003545175584028836,0.007086000682366226,0.007077321020140645
-2.0,0.008028883565814418,0.008056567110301317,0.004462402142875826,0.008917913609859949,0.008904174704705635
-3.0,0.010095150934059762,0.010138955836487416,0.005616707528960678,0.01122250279942868,0.011200762797452897
-4.0,0.012689107038928529,0.01275839279457609,0.007069235608353175,0.014121193837328306,0.014086807264803002
-5.0,0.015943159211639874,0.016052690844464874,0.008896821012114422,0.017766293841720057,0.017711931943651758
-6.0,0.02002158323181113,0.02019462550149604,0.011195969967589819,0.022348664887473,0.022262779372211397
-7.0,0.025127416528746203,0.025400572273952007,0.014087824481532864,0.028107199678235918,0.02797162021400105
-8.0,0.0315103938374857,0.03194114344476364,0.017724337286238952,0.03534046212793969,0.03512665200704765
-9.0,0.03947581013823077,0.040154209208400245,0.022295928433737136,0.044420892444668104,0.044084138042602035
-10.0,0.049393985592843845,0.05046071565802713,0.028040940629869258,0.055811993139768964,0.0552824355011896
-11.0,0.06170967643915826,0.0633837099689487,0.03525725553198444,0.07008888995333985,0.0692577754750065
-12.0,0.0769502860361166,0.07957092682607385,0.04431647029951141,0.08796257073317358,0.08666134967423425
-13.0,0.09573105092136092,0.0998211434335674,0.05568105080659391,0.11030790336846401,0.10827678933608055
-14.0,0.11875450818829247,0.12511422236562836,0.06992485602776169,0.13819516297913534,0.13503645793865676
-15.0,0.14680056444078776,0.1566442653623848,0.08775733805059951,0.17292418580683266,0.1680341158620806
-16.0,0.18070258576377174,0.19585451834583373,0.11005152164455634,0.21605933241156736,0.20853051118575192
-17.0,0.22130451408346616,0.24447152199498445,0.13787549850403957,0.26946211915160523,0.2579474779472346
-18.0,0.26939472678854465,0.3045344507753753,0.17252656142846565,0.3353166538092753,0.31784551311517
-19.0,0.3256150019555273,0.3784136758834648,0.21556617256790578,0.41614100494016715,0.38988005918955787
-20.0,0.3903482286678335,0.4688105525777229,0.2688526404418522,0.5147756853853035,0.47573343096639775
-21.0,0.4635964354662514,0.578728779073748,0.3345666611396269,0.6343391981725063,0.577022932441223
-22.0,0.5448699198657065,0.7114072599088519,0.415222874482676,0.7781410805176758,0.6951911159367629
-23.0,0.6331155105059729,0.8702063713693562,0.5136586334498267,0.949546269308418,0.8313903238477779
-24.0,0.7267127428215634,1.0584449667589202,0.6329899409936198,1.1517917856752415,0.9863786311250137
-25.0,0.8235572044540542,1.279194773017329,0.7765249721523131,1.3877675181776066,1.160445692544041
-26.0,0.9212304756826651,1.535050886559065,0.9476289515595221,1.6597852620892968,1.3533832196252402
-27.0,1.0172315400901657,1.8279087143109145,1.1495412900125348,1.9693701773560432,1.5645062768096216
-28.0,1.1092250066402953,2.158784275832778,1.385156635171699,2.3171116947925556,1.7927209139328206
-29.0,1.1952558858426987,2.5277120709526093,1.656793870330709,2.702603452084613,2.0366245350378795
-30.0,1.273891696882788,2.9337415407944656,1.9659871493886203,3.1244848484421452,2.294620748891627
+snr_db,edma,blind,oma,genie,mac
+0.0,0.0061610171386374275,0.005619067173648297,0.0028163887856167778,0.0056300312141080765,0.005624549193878107
+0.5,0.00691010417674122,0.0063024511854892495,0.003159852086906414,0.006316247537633628,0.006309349361561283
+1.0,0.007749905158458553,0.007068641357914831,0.003545175584028836,0.007086000682366226,0.007077321020140645
+1.5,0.00869131183087741,0.007927592484830619,0.003977454409125839,0.007949433521018416,0.00793851300292445
+2.0,0.00974649960657886,0.008890435799551143,0.004462402142875826,0.008917913609859949,0.008904174704705635
+2.5,0.010929072665281737,0.009969612776119413,0.005006425437490073,0.010004179295885398,0.009986896036002313
+3.0,0.012254223859673589,0.011179022795476752,0.005616707528960678,0.01122250279942868,0.011200762797452897
+3.5,0.013738910514711638,0.012534185756127438,0.006301301667732704,0.012588872126580048,0.012561528941353725
+4.0,0.01540204717058254,0.014052420692277471,0.007069235608353175,0.014121193837328306,0.014086807264803002
+4.5,0.017264716236363182,0.015753041409356024,0.007930628420075834,0.015839518874396368,0.015796280141876264
+5.0,0.019350397380995952,0.017657570045582938,0.008896821012114422,0.017766293841720057,0.017711931943651758
+5.5,0.02168521627394186,0.01978996930424075,0.009980521909443284,0.019926640307263106,0.019858304805751847
+6.0,0.024298212980174518,0.022176893856949428,0.011195969967589819,0.022348664887473,0.022262779372211397
+6.5,0.02722162988947048,0.024847961072149566,0.012559115877317157,0.025063803043938227,0.02495588205804394
+7.0,0.030491218490760343,0.027836040749765856,0.014087824481532864,0.028107199678235918,0.02797162021400105
+7.5,0.0341465635567491,0.03117756291292608,0.015802100105602065,0.03151812973760773,0.03134784632526704
+8.0,0.03823142234629086,0.034912841886155954,0.017724337286238952,0.03534046212793969,0.03512665200704765
+8.5,0.04279407522246475,0.03908641383789467,0.019879599469816586,0.039623170253689395,0.03935479204579221
+9.0,0.04788768258092579,0.043747383640535986,0.022295928433737136,0.044420892444668104,0.044084138042602035
+9.5,0.053570641143065464,0.04894977525797977,0.02500468735797887,0.049794545359324184,0.049372160308651776
+10.0,0.05990693045153535,0.054752877862610065,0.028040940629869258,0.055811993139768964,0.0552824355011896
+10.5,0.0669664377781569,0.061221577467185394,0.03144387359248828,0.06254877459459882,0.06188517603089207
+11.0,0.0748252465960363,0.06842666099667345,0.03525725553198444,0.07008888995333985,0.0692577754750065
+11.5,0.08356587028013787,0.07644507639991947,0.03952994922373971,0.07852564771453559,0.07748536205722763
+12.0,0.09327740881804818,0.085360128615295,0.04431647029951141,0.08796257073317358,0.08666134967423425
+12.5,0.1040556021156975,0.09526158699989311,0.04967759953004671,0.09851435888929258,0.09688797294459299
+13.0,0.11600274911459842,0.10624567530369669,0.05568105080659391,0.11030790336846401,0.10827678933608055
+13.5,0.12922745762077448,0.11841491058649742,0.06240219710982095,0.12348334468228564,0.12094912763439147
+14.0,0.14384418580218838,0.13187775289817832,0.06992485602776169,0.13819516297913534,0.13503645793865676
+14.5,0.15997253317558566,0.14674802345073423,0.07834213536920213,0.15461328486468107,0.15068065415770782
+15.0,0.17773623713261566,0.16314404591732876,0.08775733805059951,0.17292418580683266,0.1680341158620806
+15.5,0.19726183132739222,0.18118746406341277,0.09828492364037603,0.19333196120884794,0.18725971263613045
+16.0,0.2186769253440418,0.2010016899599364,0.11005152164455634,0.21605933241156736,0.20853051118575192
+16.5,0.24210807182326322,0.2227099414890049,0.12319698872821615,0.24134854631350017,0.23202924390125249
+17.0,0.26767819847782004,0.2464328367428638,0.13787549850403957,0.26946211915160523,0.2579474779472346
+17.5,0.29550359887341515,0.27228552723458505,0.15425664820473364,0.3006833665641031,0.286484446899344
+18.0,0.3256904979371402,0.3003743724210648,0.17252656142846565,0.3353166538092753,0.31784551311517
+18.5,0.35833123589614085,0.33079318537477825,0.19288896017297896,0.373687292568455,0.35224023897161644
+19.0,0.3935001471563058,0.36361911343894837,0.21556617256790578,0.41614100494016715,0.38988005918955787
+19.5,0.4312492471566523,0.39890825744125635,0.24080003515655363,0.46304287205402317,0.4309755647476398
+20.0,0.47160387826934685,0.4366911765474922,0.2688526404418522,0.5147756853853035,0.47573343096639775
+20.5,0.5145585022781102,0.47696846992857833,0.3000068719913712,0.5717376246277998,0.5243530472781891
+21.0,0.5600728580354036,0.5197066667099397,0.3345666611396269,0.6343391981725063,0.577022932441223
+21.5,0.608068724285634,0.5648346868062688,0.37285689185605564,0.7029994019650798,0.6339170443856742
+22.0,0.6584275350393116,0.6122411513558497,0.415222874482676,0.7781410805176758,0.6951911159367629
+22.5,0.7109890845273154,0.6617728169555368,0.46202930580118473,0.8601855102446063,0.7609791636000716
+23.0,0.765551528064256,0.713234378387138,0.5136586334498267,0.949546269308418,0.8313903238477779
+23.5,0.8218728332902462,0.7663898279130165,0.5705087483681691,1.0466225079410099,0.9065061679270134
+24.0,0.8796737646698733,0.8209654765747858,0.6329899409936198,1.1517917856752415,0.9863786311250137
+24.5,0.9386423967077436,0.8766546390433925,0.7015210764944273,1.265402692864754,1.071028665954073
+25.0,0.9984400543762295,0.9331238669104754,0.7765249721523131,1.3877675181776066,1.160445692544041
+25.5,1.0587084809543992,0.9900204972902541,0.8584229962332282,1.5191552559366022,1.2545878766134282
+26.0,1.119077943176341,1.0469811771611839,0.9476289515595221,1.6597852620892968,1.3533832196252402
+26.5,1.179175910637804,1.1036409416090471,1.0445423566829937,1.80982186122357,1.4567314014163084
+27.0,1.2386358989577517,1.1596423762632002,1.1495412900125348,1.9693701773560432,1.5645062768096216
+27.5,1.29710604997724,1.2146443868700316,1.2629750132730075,2.1384734087219526,1.676558897795992
+28.0,1.354257039699666,1.268330133073086,1.385156635171699,2.3171116947925556,1.7927209139328206
+28.5,1.409788954299457,1.3204137546758452,1.516356108640114,2.5052026381166788,1.912808196396262
+29.0,1.46343685117662,1.3706456179911464,1.656793870330709,2.702603452084613,2.0366245350378795
+29.5,1.5149748174907736,1.4188159253438317,1.8066354251478791,2.9091146169321833,2.1639652711380073
+30.0,1.5642184427865493,1.4647566493411088,1.9659871493886203,3.1244848484421452,2.294620748891627
+30.5,1.611025724734185,1.5083418630206922,2.134893534015794,3.3484171235368767,2.4283794932787846
+31.0,1.655296518212399,1.5494866278103396,2.3133360179346942,3.580575468601784,2.5650310482060616
+31.5,1.69697071073413,1.5881446672671957,2.5012334757215813,3.8205922014764093,2.7043684343718026
+32.0,1.7360253572646107,1.6243050934735594,2.6984443327894785,4.068075325449263,2.8461902094614113
+32.5,1.7724710336003184,1.657988465829612,2.9047701920540088,4.322615799931558,2.990302132880585
+33.0,1.8063476712179856,1.6892424524988017,3.1199607780022283,4.58379445293828,3.1365184527185406
+33.5,1.8377201214872863,1.7181373382163942,3.3437199433889635,4.851188349616376,3.284662843916385
+34.0,1.8666736682078067,1.7447615844356081,3.5757124449541577,5.124376483511814,3.434569033973711
+34.5,1.8933096697926761,1.7692176044671448,3.8155711791720877,5.4029447084663,3.5860811564667223
+35.0,1.917741470965885,1.7916178721312395,4.062904576010332,5.686489875468202,3.7390538737997208
+35.5,1.940090682653944,1.8120814410975492,4.317303874670602,5.974623178146912,3.8933523096222302
+36.0,1.96048389087427,1.8307309159245366,4.578350045500127,6.266972741742281,4.048851828833409
+36.5,1.9790498228022666,1.8476898860934903,4.845620171250711,6.563185513116703,4.205437699605096
+37.0,1.995916971802156,1.8630808114160524,5.118693153295247,6.862928524245812,4.363004667830932
+37.5,2.0112116632055823,1.877023330764698,5.397154659675771,7.165889609632854,4.5214564701987765
+38.0,2.025056528618942,1.8896329553932965,5.68060127841664,7.471777660490731,4.680705307942014
+38.5,2.0375693477816395,1.901020102220074,5.968643879061808,7.7803224966316336,4.840671299425853
+39.0,2.048862212555602,1.911289420316504,6.260910216711984,8.09127443203426,5.001281926175381
+39.5,2.0590409665385074,1.9205393645088147,6.557046835743057,8.404403603108598,5.162471483808707
+40.0,2.0682048751549056,1.9288619725928229,6.856720345408583,8.71949912064466,5.324180546618741
+40.5,2.076446484100768,1.936342806471171,7.1596181476676515,9.036368098013284,5.486355452242227

data/rayleigh_mse.csv

@@ -0,0 +1,3 @@
+snr_db,aware_mean,aware_median,blind_mean,blind_median
+10,0.9795477778116862,0.9844803214073181,0.9812235805193583,0.9864863753318787
+20,0.86083795551459,0.8848964273929596,0.8715663189888001,0.8971874713897705

data/sic_comparison.csv

@@ -1,8 +1,14 @@
-snr_db,edma,oma,genie,sic
-0,0.05294439072634817,0.04744227546406637,0.05379261851424639,0.05389018816321296
-5,0.07594817329319892,0.06247051502646607,0.07880139316120491,0.07881668500992306
-10,0.12217900552930536,0.09554048483563253,0.12869653017833063,0.12780141614005225
-15,0.20186260353988977,0.15862477653551696,0.21655865548824185,0.210747933448543
-20,0.3172937611389947,0.2656884406371917,0.3525261215672996,0.32788756860888746
-25,0.44561602112223075,0.4226203227111401,0.5255728405808201,0.45184034211813306
-30,0.5477712579317904,0.6069297656726085,0.6947138682844006,0.542792955511582
+snr_db,edma,blind,oma,genie,sic
+0.0,0.05578717951430008,0.05400461608078331,0.04721722166286781,0.05396917013451457,0.05426549927797168
+2.5,0.065774643314071,0.06321258225478232,0.052756696401629596,0.06320590722374618,0.06361642193980516
+5.0,0.08065654144156724,0.07687171540223062,0.06147742178989574,0.07694214591756462,0.07748856123536825
+7.5,0.10187424055300653,0.09648836613399908,0.07444818876450882,0.09673152786213905,0.09735255000414327
+10.0,0.13085299325641245,0.12340473086107523,0.0929846009076573,0.1241416653757915,0.12454899992793798
+12.5,0.16899134901352228,0.15893537403084337,0.11866934722289443,0.1608496064506471,0.1604155235271901
+15.0,0.2173447159398347,0.2041423544753343,0.15335392403416337,0.20866850532591344,0.20602014526724816
+17.5,0.27592357981950044,0.2591604423709214,0.19881520241498948,0.26905467864125965,0.2615451134555042
+20.0,0.34281544568017125,0.32233451675623653,0.25661767227575183,0.34233618564903734,0.32547976134344936
+22.5,0.4138438655436039,0.38978456068784,0.3273876936547458,0.4268909978121519,0.394242920614779
+25.0,0.4831898649036884,0.45591997236013415,0.4098757527023554,0.5186095271632075,0.462635233476758
+27.5,0.5450719533115626,0.5151139491051435,0.5004852302744984,0.6114595555514097,0.5252878930792213
+30.0,0.5955657368898392,0.5634874982386827,0.593484514914453,0.6988957175612449,0.5781986298412085

data/theorem_check.csv

@@ -1,5 +1,5 @@
 beta,user1_mc_over_theory,user2_mc_over_theory,max_dev_pct
-0.0,1.0,1.0,0.0
-0.311,1.0007005180677906,0.9999999999999998,0.07005180677905898
-0.5,0.9964527822308402,0.9999999999999998,0.3547217769159783
-0.7,0.9981870510670983,1.0,0.18129489329017368
+0.0,1.0003971986044795,0.9997756167547166,0.03971986044795095
+0.311,1.003449173346779,1.0016398632768944,0.34491733467789665
+0.5,1.0004382526911781,0.9996516691448926,0.04382526911781426
+0.7,0.9986337430756431,0.9983924640367988,0.16075359632011788