5 Cross analysis of all additional experiments

5.1 Summary data

experimentId	simulationId	agentNumber	similarityConnectThreshold	chainLength	similaritySearchThreshold	maxDistance	randomWorksNumberMultiplier	edges_offers	edges_similarity	edges_owns	edges_demands	edges_knows	edges_total	vertices_agent	vertices_item	vertices_work	vertices_total	sum_wallTime_ms_total	process_total	foundCycles	foundPaths	sum_wallTime_min_total	simulationType
EXP09-05-02-15-an9jYp	SIM09-05-02-15-GbI7At–CV	400	0.9	10	1	10	1	410	131,000	410	410	2,401	134,631	401	820	410	1,631	1,672,231	1,047	1	0	27.870517	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-02-15-GbI7At–DV	400	0.9	10	1	10	1	410	130,561	410	410	2,401	134,192	401	820	410	1,631	1,341,547	511	18	0	22.359117	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-02-44-2F8BLS–CV	400	0.93	10	1	10	1	410	94,248	410	410	2,401	97,879	401	820	410	1,631	1,323,622	977	1	0	22.060367	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-02-44-2F8BLS–DV	400	0.93	10	1	10	1	410	93,950	410	410	2,401	97,581	401	820	410	1,631	1,103,746	497	18	0	18.395767	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-03-07-a6ciiw–CV	400	0.96	10	1	10	1	410	54,712	410	410	2,401	58,343	401	820	410	1,631	978,199	940	1	0	16.303317	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-03-07-a6ciiw–DV	400	0.96	10	1	10	1	410	54,484	410	410	2,401	58,115	401	820	410	1,631	819,015	451	3	0	13.650250	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-03-25-dk7PZu–CV	400	0.99	10	1	10	1	410	13,554	410	410	2,401	17,185	401	820	410	1,631	569,954	852	1	0	9.499233	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-03-25-dk7PZu–DV	400	0.99	10	1	10	1	410	13,506	410	410	2,401	17,137	401	820	410	1,631	674,384	473	12	2	11.239733	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-03-35-JEKiMx–CV	500	0.9	10	1	10	1	510	203,218	510	510	3,001	207,749	501	1,020	510	2,031	2,990,829	1,320	1	0	49.847150	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-03-35-JEKiMx–DV	500	0.9	10	1	10	1	510	202,595	510	510	3,001	207,126	501	1,020	510	2,031	2,174,521	721	33	6	36.242017	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-04-27-kUGfQG–CV	500	0.93	10	1	10	1	510	145,916	510	510	3,001	150,447	501	1,020	510	2,031	2,401,506	1,228	1	0	40.025100	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-04-27-kUGfQG–DV	500	0.93	10	1	10	1	510	145,516	510	510	3,001	150,047	501	1,020	510	2,031	1,878,712	669	30	0	31.311867	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-05-09-yMqjcT–CV	500	0.96	10	1	10	1	510	85,058	510	510	3,001	89,589	501	1,020	510	2,031	1,761,087	1,197	1	0	29.351450	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-05-09-yMqjcT–DV	500	0.96	10	1	10	1	510	84,806	510	510	3,001	89,337	501	1,020	510	2,031	1,288,589	555	3	1	21.476483	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-05-39-kF9FXt–CV	500	0.99	10	1	10	1	510	21,000	510	510	3,001	25,531	501	1,020	510	2,031	969,360	1,058	1	0	16.156000	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-05-39-kF9FXt–DV	500	0.99	10	1	10	1	510	20,940	510	510	3,001	25,471	501	1,020	510	2,031	1,069,371	590	13	0	17.822850	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-05-57-fvqRNr–CV	600	0.9	10	1	10	1	610	286,882	610	610	3,601	292,313	601	1,220	610	2,431	3,606,126	830	1	0	60.102100	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-05-57-fvqRNr–DV	600	0.9	10	1	10	1	610	286,442	610	610	3,601	291,873	601	1,220	610	2,431	4,049,753	878	40	0	67.495883	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-07-00-zrM33e–CV	600	0.93	10	1	10	1	610	206,192	610	610	3,601	211,623	601	1,220	610	2,431	3,604,163	1,117	1	0	60.069383	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-07-00-zrM33e–DV	600	0.93	10	1	10	1	610	205,746	610	610	3,601	211,177	601	1,220	610	2,431	2,904,668	835	35	0	48.411133	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-08-02-Lrzqji–CV	600	0.96	10	1	10	1	610	119,194	610	610	3,601	124,625	601	1,220	610	2,431	2,778,741	1,341	1	0	46.312350	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-08-02-Lrzqji–DV	600	0.96	10	1	10	1	610	118,968	610	610	3,601	124,399	601	1,220	610	2,431	2,173,703	773	25	0	36.228383	Decentralized
EXP09-05-02-15-an9jYp	SIM09-05-08-51-5PgQ8m–CV	600	0.99	10	1	10	1	610	30,004	610	610	3,601	35,435	601	1,220	610	2,431	1,486,093	1,263	1	0	24.768217	Centralized
EXP09-05-02-15-an9jYp	SIM09-05-08-51-5PgQ8m–DV	600	0.99	10	1	10	1	610	29,934	610	610	3,601	35,365	601	1,220	610	2,431	1,427,065	743	18	7	23.784417	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-05-11-49-Zfitmw–CV	700	0.9	10	1	10	1	710	390,090	710	710	4,201	396,421	701	1,420	710	2,831	3,852,279	764	1	0	64.204650	Centralized
EXP09-05-11-49-gcWcHs	SIM09-05-11-49-Zfitmw–DV	700	0.9	10	1	10	1	710	389,714	710	710	4,201	396,045	701	1,420	710	2,831	5,519,881	804	3	0	91.998017	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-01-57-weh222–CV	700	0.96	10	1	10	1	710	161,698	710	710	4,201	168,029	701	1,420	710	2,831	3,603,433	1,036	1	0	60.057217	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-01-57-weh222–DV	700	0.96	10	1	10	1	710	161,400	710	710	4,201	167,731	701	1,420	710	2,831	2,960,342	927	30	0	49.339033	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-02-59-TNfsQt–CV	700	0.99	10	1	10	1	710	40,964	710	710	4,201	47,295	701	1,420	710	2,831	2,153,399	1,479	1	0	35.889983	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-02-59-TNfsQt–DV	700	0.99	10	1	10	1	710	40,862	710	710	4,201	47,193	701	1,420	710	2,831	2,255,981	863	18	0	37.599683	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-12-53-gtcCvK–CV	700	0.93	10	1	10	1	710	278,904	710	710	4,201	285,235	701	1,420	710	2,831	3,608,111	731	1	0	60.135183	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-12-53-gtcCvK–DV	700	0.93	10	1	10	1	710	278,618	710	710	4,201	284,949	701	1,420	710	2,831	4,328,244	991	41	0	72.137400	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-03-37-UDs3YI–CV	800	0.9	10	1	10	1	810	507,696	810	810	4,801	514,927	801	1,620	810	3,231	3,778,890	762	1	0	62.981500	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-03-37-UDs3YI–DV	800	0.9	10	1	10	1	810	507,393	810	810	4,801	514,624	801	1,620	810	3,231	8,298,082	991	3	0	138.301367	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-04-43-xhtRRy–CV	800	0.93	10	1	10	1	810	359,148	810	810	4,801	366,379	801	1,620	810	3,231	3,695,952	752	1	0	61.599200	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-04-43-xhtRRy–DV	800	0.93	10	1	10	1	810	358,884	810	810	4,801	366,115	801	1,620	810	3,231	5,695,591	950	3	4	94.926517	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-05-48-vZUWy3–CV	800	0.96	10	1	10	1	810	209,080	810	810	4,801	216,311	801	1,620	810	3,231	3,607,078	763	1	0	60.117967	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-05-48-vZUWy3–DV	800	0.96	10	1	10	1	810	208,826	810	810	4,801	216,057	801	1,620	810	3,231	3,816,109	1,041	21	5	63.601817	Decentralized
EXP09-05-11-49-gcWcHs	SIM09-06-06-51-hiGdwx–CV	800	0.99	10	1	10	1	810	52,374	810	810	4,801	59,605	801	1,620	810	3,231	3,007,060	1,804	1	0	50.117667	Centralized
EXP09-05-11-49-gcWcHs	SIM09-06-06-51-hiGdwx–DV	800	0.99	10	1	10	1	810	52,250	810	810	4,801	59,481	801	1,620	810	3,231	2,678,268	893	3	6	44.637800	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-02-54-AmUqkP–CV	700	0.9	10	1	10	2	1,410	1,542,412	1,410	1,410	4,201	1,550,843	701	2,820	1,410	4,931	3,659,007	1,864	1	0	60.983450	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-02-54-AmUqkP–DV	700	0.9	10	1	10	2	1,410	1,542,107	1,410	1,410	4,201	1,550,538	701	2,820	1,410	4,931	33,786,013	2,140	129	4	563.100217	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-04-13-Tqhuy8–CV	700	0.93	10	1	10	2	1,410	1,084,042	1,410	1,410	4,201	1,092,473	701	2,820	1,410	4,931	3,668,599	1,075	1	0	61.143317	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-04-13-Tqhuy8–DV	700	0.93	10	1	10	2	1,410	1,083,862	1,410	1,410	4,201	1,092,293	701	2,820	1,410	4,931	21,052,415	1,635	109	0	350.873583	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-05-25-o9GkLq–CV	700	0.96	10	1	10	2	1,410	634,532	1,410	1,410	4,201	642,963	701	2,820	1,410	4,931	3,623,457	641	1	0	60.390950	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-05-25-o9GkLq–DV	700	0.96	10	1	10	2	1,410	634,404	1,410	1,410	4,201	642,835	701	2,820	1,410	4,931	10,259,525	1,119	26	5	170.992083	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-06-32-2MR3Ho–CV	700	0.99	10	1	10	2	1,410	159,898	1,410	1,410	4,201	168,329	701	2,820	1,410	4,931	3,636,382	735	1	0	60.606367	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-06-32-2MR3Ho–DV	700	0.99	10	1	10	2	1,410	159,802	1,410	1,410	4,201	168,233	701	2,820	1,410	4,931	5,619,561	911	3	2	93.659350	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-07-36-mFck8t–CV	800	0.9	10	1	10	2	1,610	2,010,342	1,610	1,610	4,801	2,019,973	801	3,220	1,610	5,631	3,697,017	2,655	1	0	61.616950	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-07-36-mFck8t–DV	800	0.9	10	1	10	2	1,610	2,010,169	1,610	1,610	4,801	2,019,800	801	3,220	1,610	5,631	53,443,275	2,608	126	0	890.721250	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-09-04-3czu4g–CV	800	0.93	10	1	10	2	1,610	1,424,774	1,610	1,610	4,801	1,434,405	801	3,220	1,610	5,631	4,191,731	1,413	1	0	69.862183	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-09-04-3czu4g–DV	800	0.93	10	1	10	2	1,610	1,424,656	1,610	1,610	4,801	1,434,287	801	3,220	1,610	5,631	29,825,284	1,448	3	1	497.088067	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-10-22-fh4Yzs–CV	800	0.96	10	1	10	2	1,610	821,174	1,610	1,610	4,801	830,805	801	3,220	1,610	5,631	3,624,024	804	1	0	60.400400	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-10-22-fh4Yzs–DV	800	0.96	10	1	10	2	1,610	821,082	1,610	1,610	4,801	830,713	801	3,220	1,610	5,631	15,377,098	1,600	99	4	256.284967	Decentralized
EXP09-07-02-54-hATxwM	SIM09-07-11-31-vI2Zz9–CV	800	0.99	10	1	10	2	1,610	208,276	1,610	1,610	4,801	217,907	801	3,220	1,610	5,631	3,724,704	730	1	0	62.078400	Centralized
EXP09-07-02-54-hATxwM	SIM09-07-11-31-vI2Zz9–DV	800	0.99	10	1	10	2	1,610	208,208	1,610	1,610	4,801	217,839	801	3,220	1,610	5,631	7,552,795	992	3	3	125.879917	Decentralized

5.2 Scatterplots of all experiments

5.3 Regression analysis

	Dependent variable:
	sum_wallTime_min_total
	Centralized	Decentralized	All
	(1)	(2)	(3)
agentNumber	0.214*	-0.717	-0.252
	(0.105)	(0.421)	(0.748)
vertices_total	-0.029	0.173	0.072
	(0.025)	(0.101)	(0.179)
edges_total	0.00001	0.0004***	0.0002***
	(0.00001)	(0.00002)	(0.00004)
factor(simulationType)Decentralized			90.582***
			(27.689)
chainLength
randomWorksNumberMultiplier	64.801	-371.707	-153.487
	(55.729)	(223.883)	(397.351)
Constant	-80.553	362.995	95.931
	(57.536)	(231.144)	(410.472)
Observations	28	28	56
R2	0.723	0.965	0.570
Adjusted R2	0.675	0.959	0.527
Residual Std. Error	10.274 (df = 23)	41.276 (df = 23)	103.601 (df = 50)
F Statistic	14.987*** (df = 4; 23)	159.274*** (df = 4; 23)	13.257*** (df = 5; 50)
Note:	p<0.1; p<0.05; p<0.01