NSC Result

	A	B	C	E	F	G	H	J	K	L	N	O	P	Q
1	Dataset 6:3:1							Dataset 7:2:1
2	Model \| Taiwan \| seed=10	auroc	auprc	Model \| Taiwan \| seed=10	auroc	auprc	training time	Model \| Taiwan \| seed=10	auroc	auprc	Model \| Taiwan \| seed=10	auroc	auprc	training time
3	Federated Learning	0.712966	0.102679	SSW	0.761705279	0.157639393	9.945906162	Federated Learning	0.673175559	0.080717508	SSW	0.71199	0.107112	4.390974522
4	Localized Learning	0.708377	0.115823	DPN	0.771321053	0.164309464	59.34906697	Localized Learning	0.72541804	0.099523875	DPN	0.717841	0.105488	30.97902942
5	Model \| Taiwan \| seed=11	auroc	auprc	Model \| Taiwan \| seed=11	auroc	auprc	training time	Model \| Taiwan \| seed=12	auroc	auprc	Model \| Taiwan \| seed=12	auroc	auprc	training time
6	Federated Learning	0.686549	0.089771	SSW	0.725128819	0.093857424	9.188338041	Federated Learning	0.706297603	0.103904601	SSW	0.741307	0.13252	4.878379822
7	Localized Learning	0.714361	0.094281	DPN	0.732269647	0.094521002	59.27500772	Localized Learning	0.719370989	0.107063753	DPN	0.727725	0.127568	28.8625617
8	Model \| Taiwan \| seed=12	auroc	auprc	Model \| Taiwan \| seed=12	auroc	auprc	training time	Model \| Taiwan \| seed=13	auroc	auprc	Model \| Taiwan \| seed=13	auroc	auprc	training time
9	Federated Learning	0.693375	0.104657	SSW	0.70977198	0.103981297	9.709134579	Federated Learning	0.722406429	0.116369454	SSW	0.707121	0.09022	4.511101007
10	Localized Learning	0.709569	0.130332	DPN	0.722684302	0.109445324	56.67526364	Localized Learning	0.731914449	0.100411605	DPN	0.723922	0.090621	28.6398139
11	Model \| Taiwan \| seed=13	auroc	auprc	Model \| Taiwan \| seed=13	auroc	auprc	training time	Model \| Taiwan \| seed=15	auroc	auprc	Model \| Taiwan \| seed=15	auroc	auprc	training time
12	Federated Learning	0.702546	0.092453	SSW	0.756633667	0.123003157	9.589796543	Federated Learning	0.728454615	0.109483724	SSW	0.714968	0.094581	4.541041136
13	Localized Learning	0.727004	0.100941	DPN	0.752779243	0.125410179	57.29020977	Localized Learning	0.702726563	0.089201245	DPN	0.67888	0.094949	30.36233306
14	Model \| Taiwan \| seed=14	auroc	auprc	Model \| Taiwan \| seed=14	auroc	auprc	training time	Model \| Taiwan \| seed=16	auroc	auprc	Model \| Taiwan \| seed=16	auroc	auprc	training time
15	Federated Learning	0.690366	0.084394	SSW	0.661480099	0.0819227	15.81742883	Federated Learning	0.742535654	0.095785258	SSW	0.760438	0.107862	4.51488781
16	Localized Learning	0.709475	0.110705	DPN	0.649663245	0.080486814	75.3501482	Localized Learning	0.729040143	0.102856881	DPN	0.732719	0.089796	30.06724668
17	Model \| Taiwan \| seed=15	auroc	auprc	Model \| Taiwan \| seed=15	auroc	auprc	training time	Model \| Taiwan \| seed=17	auroc	auprc	Model \| Taiwan \| seed=17	auroc	auprc	training time
18	Federated Learning	0.698767	0.098814	SSW	0.731691484	0.101558347	23.22349644	Federated Learning	0.714451873	0.100163781	SSW	0.71431	0.109496	5.513849258
19	Localized Learning	0.715469	0.106422	DPN	0.716578083	0.107336867	95.44482899	Localized Learning	0.705515764	0.107593703	DPN	0.706777	0.10775	29.4393363
20	Model \| Taiwan \| seed=16	auroc	auprc	Model \| Taiwan \| seed=16	auroc	auprc	training time	Model \| Taiwan \| seed=18	auroc	auprc	Model \| Taiwan \| seed=18	auroc	auprc	training time
21	Federated Learning	0.697903	0.109304	SSW	0.786089585	0.11614953	25.93394756	Federated Learning	0.704165418	0.080357606	SSW	0.781783	0.116112	4.674739361
22	Localized Learning	0.725669	0.09979	DPN	0.783533493	0.120143973	103.2270186	Localized Learning	0.737811714	0.104794954	DPN	0.791405	0.13876	29.90894151
23	Model \| Taiwan \| seed=17	auroc	auprc	Model \| Taiwan \| seed=17	auroc	auprc	training time	Model \| Taiwan \| seed=19	auroc	auprc	Model \| Taiwan \| seed=19	auroc	auprc	training time
24	Federated Learning	0.701289	0.098637	SSW	0.713616262	0.109270235	29.43352079	Federated Learning	0.677658932	0.079005702	SSW	0.71968	0.131407	5.274831772
25	Localized Learning	0.718222	0.109424	DPN	0.718992169	0.127529397	109.9025254	Localized Learning	0.74053283	0.11274509	DPN	0.727108	0.125415	30.82628894
26	Model \| Taiwan \| seed=18	auroc	auprc	Model \| Taiwan \| seed=18	auroc	auprc	training time	Model \| Taiwan \| seed=20	auroc	auprc	Model \| Taiwan \| seed=20	auroc	auprc	training time
27	Federated Learning	0.714701	0.087469	SSW	0.757079969	0.092257043	8.336587191	Federated Learning	0.729196737	0.093184192	SSW	0.768347	0.103824	4.637733221
28	Localized Learning	0.735953	0.119847	DPN	0.768014363	0.109326903	58.47612977	Localized Learning	0.741305591	0.115936253	DPN	0.743282	0.09698	29.5168097
29	Model \| Taiwan \| seed=19	auroc	auprc	Model \| Taiwan \| seed=19	auroc	auprc	training time	Model \| Taiwan \| seed=21	auroc	auprc	Model \| Taiwan \| seed=21	auroc	auprc	training time
30	Federated Learning	0.637145	0.063243	SSW	0.725382399	0.107286747	8.317928314	Federated Learning	0.681447843	0.085617835	SSW	0.735874	0.110561	4.836075068
31	Localized Learning	0.70423	0.089258	DPN	0.711557187	0.099627477	58.82343984	Localized Learning	0.7245284	0.098848042	DPN	0.754273	0.114104	28.769207
32	Model \| Taiwan \| seed=20	auroc	auprc	Model \| Taiwan \| seed=20	auroc	auprc	training time	Model \| Taiwan \| seed=26	auroc	auprc	Model \| Taiwan \| seed=26	auroc	auprc	training time
33	Federated Learning	0.710029	0.095274	SSW	0.724043494	0.101565605	8.554235935	Federated Learning	0.710561971	0.106193697	SSW	0.720202	0.109815	6.331100464
34	Localized Learning	0.730145	0.103106	DPN	0.727269039	0.076484012	83.30751848	Localized Learning	0.707458446	0.093480305	DPN	0.717193	0.079594	37.78534675
35	Model \| Taiwan \| seed=21	auroc	auprc	Model \| Taiwan \| seed=21	auroc	auprc	training time	Model \| Taiwan \| seed=27	auroc	auprc	Model \| Taiwan \| seed=27	auroc	auprc	training time
36	Federated Learning	0.71558	0.089872	SSW	0.729175965	0.120511883	6.943236113	Federated Learning	0.732586218	0.103233519	SSW	0.749028	0.116493	6.516319752
37	Localized Learning	0.710307	0.099552	DPN	0.73231022	0.113136009	83.15096378	Localized Learning	0.737488312	0.108940356	DPN	0.74673	0.141653	42.31895185
38	Model \| Taiwan \| seed=22	auroc	auprc	Model \| Taiwan \| seed=22	auroc	auprc	training time	Model \| Taiwan \| seed=28	auroc	auprc	Model \| Taiwan \| seed=28	auroc	auprc	training time
39	Federated Learning	0.664783	0.084414	SSW	0.737564409	0.091477565	7.656284094	Federated Learning	0.660517489	0.081484651	SSW	0.732959	0.10544	5.10964942
40	Localized Learning	0.739599	0.106643	DPN	0.728313791	0.090366698	49.29805088	Localized Learning	0.717852701	0.11447829	DPN	0.718092	0.099777	36.38228631
41	Model \| Taiwan \| seed=23	auroc	auprc	Model \| Taiwan \| seed=23	auroc	auprc	training time	Model \| Taiwan \| seed=29	auroc	auprc	Model \| Taiwan \| seed=29	auroc	auprc	training time
42	Federated Learning	0.684957	0.087679	SSW	0.702225423	0.088581811	8.458582163	Federated Learning	0.683286128	0.080903678	SSW	0.604511	0.080531	5.932288408
43	Localized Learning	0.67587	0.084862	DPN	0.702428287	0.087192192	50.28322101	Localized Learning	0.679457502	0.086572046	DPN	0.611595	0.065081	41.30109406
44	Model \| Taiwan \| seed=27	auroc	auprc	Model \| Taiwan \| seed=27	auroc	auprc	training time	Model \| Taiwan \| seed=30	auroc	auprc	Model \| Taiwan \| seed=30	auroc	auprc	training time
45	Federated Learning	0.711414	0.101763	SSW	0.748052501	0.106662408	7.869042873	Federated Learning	0.710717431	0.09380219	SSW	0.70616	0.099644	5.547845602
46	Localized Learning	0.721281	0.101427	DPN	0.750639023	0.105368054	55.10173154	Localized Learning	0.702884292	0.096855597	DPN	0.725729	0.092522	32.43582726
47	Model \| Taiwan \| seed=28	auroc	auprc	Model \| Taiwan \| seed=28	auroc	auprc	training time	Model \| Taiwan \| seed=32	auroc	auprc	Model \| Taiwan \| seed=32	auroc	auprc	training time
48	Federated Learning	0.671911	0.076999	SSW	0.697508825	0.126068048	11.00227594	Federated Learning	0.733336284	0.112791627	SSW	0.778157	0.139329	7.939650059
49	Localized Learning	0.69749	0.097508	DPN	0.695672901	0.122621098	60.72091627	Localized Learning	0.73279955	0.107040756	DPN	0.759132	0.108112	45.36782074
50	Model \| Taiwan \| seed=30	auroc	auprc	Model \| Taiwan \| seed=30	auroc	auprc	training time	Model \| Taiwan \| seed=33	auroc	auprc	Model \| Taiwan \| seed=33	auroc	auprc	training time
51	Federated Learning	0.692133	0.091109	SSW	0.754361586	0.115677942	10.52255511	Federated Learning	0.659918344	0.093116043	SSW	0.611094	0.073297	7.309970856
52	Localized Learning	0.706098	0.090311	DPN	0.771807928	0.118111177	76.34054804	Localized Learning	0.685473915	0.1076595	DPN	0.602641	0.0619	45.61859393
53	Model \| Taiwan \| seed=31	auroc	auprc	Model \| Taiwan \| seed=31	auroc	auprc	training time	Model \| Taiwan \| seed=34	auroc	auprc	Model \| Taiwan \| seed=34	auroc	auprc	training time
54	Federated Learning	0.709561	0.088671	SSW	0.665172232	0.079862061	23.79302502	Federated Learning	0.694459953	0.084781909	SSW	0.672528	0.087049	7.781546116
55	Localized Learning	0.720768	0.109342	DPN	0.67051771	0.07714765	82.00852871	Localized Learning	0.70435719	0.09338038	DPN	0.650566	0.083958	46.24088526
56	Model \| Taiwan \| seed=32	auroc	auprc	Model \| Taiwan \| seed=32	auroc	auprc	training time	Model \| Taiwan \| seed=35	auroc	auprc	Model \| Taiwan \| seed=35	auroc	auprc	training time
57	Federated Learning	0.706019	0.092751	SSW	0.75034487	0.09597873	17.58990312	Federated Learning	0.683198753	0.07568338	SSW	0.696078	0.08581	7.700351954
58	Localized Learning	0.735755	0.110266	DPN	0.765752424	0.103158724	100.4504418	Localized Learning	0.696318663	0.095392299	DPN	0.658308	0.091892	46.93510556
59	Model \| Taiwan \| seed=33	auroc	auprc	Model \| Taiwan \| seed=33	auroc	auprc	training time	Model \| Taiwan \| seed=37	auroc	auprc	Model \| Taiwan \| seed=37	auroc	auprc	training time
60	Federated Learning	0.696069	0.095649	SSW	0.715584047	0.089543886	9.926717281	Federated Learning	0.651061667	0.079356765	SSW	0.605326	0.068382	5.497548342
61	Localized Learning	0.695822	0.094685	DPN	0.721020814	0.09722871	57.68386555	Localized Learning	0.704298184	0.101596302	DPN	0.601189	0.071166	34.35956454
62	Model \| Taiwan \| seed=34	auroc	auprc	Model \| Taiwan \| seed=34	auroc	auprc	training time	Model \| Taiwan \| seed=38	auroc	auprc	Model \| Taiwan \| seed=38	auroc	auprc	training time
63	Federated Learning	0.684223	0.096344	SSW	0.763358624	0.181117269	9.058026552	Federated Learning	0.703966838	0.108165691	SSW	0.705544	0.10123	6.662023067
64	Localized Learning	0.722592	0.104218	DPN	0.770103867	0.183408334	55.40987778	Localized Learning	0.726202148	0.102153464	DPN	0.715407	0.093322	34.46622586
65	Model \| Taiwan \| seed=35	auroc	auprc	Model \| Taiwan \| seed=35	auroc	auprc	training time	Model \| Taiwan \| seed=40	auroc	auprc	Model \| Taiwan \| seed=40	auroc	auprc	training time
66	Federated Learning	0.685135	0.085691	SSW	0.72963241	0.1171887	9.275455713	Federated Learning	0.692276705	0.089711158	SSW	0.711008	0.097415	6.458784103
67	Localized Learning	0.701506	0.089224	DPN	0.718403863	0.105063587	55.63237357	Localized Learning	0.688002124	0.086962768	DPN	0.707111	0.094752	34.95690036
68	Model \| Taiwan \| seed=36	auroc	auprc	Model \| Taiwan \| seed=36	auroc	auprc	training time	Model \| Taiwan \| seed=41	auroc	auprc	Model \| Taiwan \| seed=41	auroc	auprc	training time
69	Federated Learning	0.696447	0.087407	SSW	0.704801801	0.093999194	9.326009989	Federated Learning	0.712200541	0.090786429	SSW	0.683739	0.084684	5.402898073
70	Localized Learning	0.675057	0.087675	DPN	0.680204487	0.218595296	54.69988298	Localized Learning	0.714258967	0.093637543	DPN	0.665779	0.078401	32.59300065
71	Model \| Taiwan \| seed=37	auroc	auprc	Model \| Taiwan \| seed=37	auroc	auprc	training time	Model \| Taiwan \| seed=42	auroc	auprc	Model \| Taiwan \| seed=42	auroc	auprc	training time
72	Federated Learning	0.715108	0.093985	SSW	0.767902787	0.117644794	37.2821939	Federated Learning	0.642882431	0.076975855	SSW	0.746124	0.14863	7.189783573
73	Localized Learning	0.707613	0.105596	DPN	0.757394409	0.112335567	143.2901571	Localized Learning	0.720152827	0.110053376	DPN	0.74254	0.144434	40.69671178
74	Model \| Taiwan \| seed=38	auroc	auprc	Model \| Taiwan \| seed=38	auroc	auprc	training time	Model \| Taiwan \| seed=43	auroc	auprc	Model \| Taiwan \| seed=43	auroc	auprc	training time
75	Federated Learning	0.723402	0.093983	SSW	0.660719357	0.083596261	21.81758213	Federated Learning	0.711368774	0.093951859	SSW	0.72249	0.094736	16.08259511
76	Localized Learning	0.714165	0.102409	DPN	0.667028442	0.099277427	144.6081347	Localized Learning	0.686380575	0.09841287	DPN	0.737807	0.097023	84.30832481
77	Model \| Taiwan \| seed=39	auroc	auprc	Model \| Taiwan \| seed=39	auroc	auprc	training time	Model \| Taiwan \| seed=44	auroc	auprc	Model \| Taiwan \| seed=44	auroc	auprc	training time
78	Federated Learning	0.679561	0.088832	SSW	0.742970747	0.136418033	6.962487221	Federated Learning	0.747434344	0.10441492	SSW	0.752654	0.106484	6.31981802
79	Localized Learning	0.719424	0.102688	DPN	0.756217795	0.137738282	83.16391754	Localized Learning	0.726230516	0.092501101	DPN	0.727976	0.089594	36.96405864
80	Model \| Taiwan \| seed=40	auroc	auprc	Model \| Taiwan \| seed=40	auroc	auprc	training time	Model \| Taiwan \| seed=45	auroc	auprc	Model \| Taiwan \| seed=45	auroc	auprc	training time
81	Federated Learning	0.703125	0.099275	SSW	0.747707632	0.110498291	7.678013086	Federated Learning	0.677810988	0.092692015	SSW	0.73344	0.147492	4.927392483
82	Localized Learning	0.704157	0.104783	DPN	0.730372865	0.113810154	83.03663325	Localized Learning	0.6719489	0.101726178	DPN	0.642406	0.128707	25.88158417
83	Model \| Taiwan \| seed=42	auroc	auprc	Model \| Taiwan \| seed=42	auroc	auprc	training time	Model \| Taiwan \| seed=46	auroc	auprc	Model \| Taiwan \| seed=46	auroc	auprc	training time
84	Federated Learning	0.701602	0.089386	SSW	0.63853613	0.069526012	6.411960602	Federated Learning	0.733581388	0.097518016	SSW	0.718813	0.108483	8.194915295
85	Localized Learning	0.729907	0.115524	DPN	0.646539133	0.098109218	46.58499765	Localized Learning	0.717051572	0.107695918	DPN	0.718186	0.10571	47.52306843
86	Model \| Taiwan \| seed=43	auroc	auprc	Model \| Taiwan \| seed=43	auroc	auprc	training time	Model \| Taiwan \| seed=47	auroc	auprc	Model \| Taiwan \| seed=47	auroc	auprc	training time
87	Federated Learning	0.704404	0.085877	SSW	0.756400373	0.117573006	6.617823362	Federated Learning	0.702451955	0.10201288	SSW	0.70778	0.125162	4.914649725
88	Localized Learning	0.713477	0.100033	DPN	0.74272731	0.118501427	83.08152652	Localized Learning	0.714938678	0.105936418	DPN	0.699891	0.116778	29.7580986
89	Model \| Taiwan \| seed=44	auroc	auprc	Model \| Taiwan \| seed=44	auroc	auprc	training time	Model \| Taiwan \| seed=50	auroc	auprc	Model \| Taiwan \| seed=50	auroc	auprc	training time
90	Federated Learning	0.687182	0.078334	SSW	0.773339555	0.117945465	4.737649441	Federated Learning	0.719540066	0.098939323	SSW	0.755475	0.123558	4.712008715
91	Localized Learning	0.716613	0.092825	DPN	0.777234552	0.11484279	83.05790782	Localized Learning	0.699055666	0.125323491	DPN	0.739479	0.120999	30.27661157
92
93
94	AVERAGE	auroc	auprc	AVERAGE	auroc	auprc	training time	AVERAGE	auroc	auprc	AVERAGE	auroc	auprc	training time
95	Federated Learning	0.6959417333	0.0911572	SSW	0.7279327437	0.1082787612	12.6993048	Federated Learning	0.701431631	0.09370350887	SSW	0.7156309333	0.1069119667	6.143491737
96	Localized Learning	0.7135325	0.10265	DPN	0.7279783882	0.1143544602	75.4908278	Localized Learning	0.7130258404	0.1022924786	DPN	0.7063896333	0.1018935333	36.78472098
97
98	Standard Deviation	auroc	auprc	Standard Deviation	auroc	auprc		Standard Deviation	auroc	auprc	Standard Deviation	auroc	auprc
99	Federated Learning	0.01759593429	0.009045126165	SSW	0.03617844096	0.02293375686		Federated Learning	0.02764726962	0.01147167809	SSW	0.04507427432	0.02027628528
100	Localized Learning	0.01527082565	0.01016924537	DPN	0.03786473162	0.03004393895		Localized Learning	0.01891388029	0.008958754142	DPN	0.04726944107	0.02167505686