Popularity Analysis and Influence Maxization Showcase

Popularity Analysis
Influence Maximization
All Users

Username

Assuming you are a business owner, you want to promote a brand using Instagram influencers.
Select number of influencers, algorithm, and diffusion model. The algorithm will generate the preferred influencers.

Number of Influencers
Algorithm
Diffusion Model

UAD, IC-u, LT-u (proposed models) produced activated users that have higher Likers Overlap (LO) and popularity metrics (EG, FG, ER). In other words, the activated users are more real (based on LO), more engaging (EG, ER), and more active (FG).

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Username	Pos	Flr	Flr Real	Flg	Flg Real	Bl	Lin	Pic	Flgd	Posd	Pi	Ni	Hc	Clp	Cl	Kc	Kl	Aest	Tech	Ut	Hp	Hv	Hl	Hr	Hrel	Ptext	Pnature	Pfood	Proom	Pperson	Pwearable	Pactivity	Eg	Fg	Pred Ppl	Pred Er	Pred Op
0.81_tiff	61	21	1100	14	934	59	✓	✓	11	3	386.188	0	0	50.1176	50.1176	2.23529	17.6471	3.9415	4.86836	0	0	0	0	0	0	0.0588235	0.411765	0	0.176471	0.529412	0.470588	0.764706	5.23364	2.45902	0.057564	9.37367	23.7009
0.rn10	2	4	470	0	1100	34		✓	0	-1	0	0	0	78	78	3	36	3.99886	4.86871	0	0	0	0	0	0	0	0	0	0	0	0	1	4.9314	0	0.054696	10.4387	26.4896
00.824_	11	1	132	0	287	15		✓	7	0	1141.78	0.2	0	8.5	8.5	0.4	2.7	3.83868	4.60918	0	0	0	0	0	0	0.1	0.1	0.1	0.2	0.1	0.1	0.7	7.78815	1.44416	0.060752	10.8644	29.2855
000_fenny	95	15	1200	13	978	32		✓	13	-2	366.471	0.277778	0.166667	14.1667	15.8333	0.611111	5	3.81519	4.7702	0.888889	10079.1	381.638	3081.33	3800390	0.555556	0	0.333333	0	0.166667	0.388889	0.111111	0.777778	3.03219	1.6331	0.061724	10.6867	23.7703
00dionlim00	29	5	412	5	371	107	✓	✓	7	1	701.059	0.666667	2.38889	51.1111	75.8333	2.38889	17.7222	3.72139	4.52545	4.72222	23159200	73647.5	12694.9	324762000000	7.77778	0	0.388889	0	0.0555556	0.0555556	0.111111	0.722222	5.23245	0.190985	0.067814	9.52896	29.5655
00i_y0ng_zh3	61	5	457	5	626	101	✓	✓	48	1	227.824	0.111111	0	28.8333	28.8333	1.33333	11.0556	3.92425	4.36429	0.722222	0	0	0	0	0	0.0555556	0.277778	0.222222	0.0555556	0	0.166667	0.388889	6.53503	10	0.066675	9.22154	23.2761
00_ahsan	88	4	362	16	1200	22		✓	18	2	275.824	0.388889	0	1	1	0	0	3.72466	4.47674	0	0	0	0	0	0	0	0	0	0	0.277778	0	0.166667	1.76704	0.835713	0.058062	10.1343	24.5396
01.04.05.tl	4	5	334	9	440	37		✓	24	0	2719.67	0.25	0	35.25	35.25	1.5	13.5	3.9197	4.53855	0	0	0	0	0	0	0	0.25	0	0	0	0	0.5	12	3.61563	0.064894	10.4684	40.4163
01.04th	2	0	563	9	416	0		✓	-165	0	0	1	4	55	114	2	22	3.68519	4.59148	3	8237	163537	15238	227048000	10	0	0	0	0	0	0	1	9.89361	10	0.076916	9.83965	26.7553
01.ali_850	300	8	1400	10	545	73		✓	5	0	585.875	0.0588235	0.0588235	6.11765	7.23529	0.294118	2.52941	3.8868	4.70523	0.411765	0.529412	88.4253	41.5882	795.829	0	0.0588235	0.0588235	0	0.0588235	0.470588	0.117647	0.588235	1.95869	0.511	0.059316	10.2395	24.8806