When People and Algorithms Meet: User-reported Problems in Intelligent Everyday Applications

Survey 6.1 Survey Design 6.2 Participants 6.3 Data Analysis 7 Results: Coping Strategies & System Support 7.1 Facebook (Table 4) 7.2 Netflix (Table 5) 7.3 Google Maps (Table 6) 8 Discussion 8.1 Implications [...] includes participants who completed the survey, participant IDs may be bigger than 286. 7.1 Facebook (Table 4) 7.1.1 Addressing Problems with Curation Algorithm. Coping Stra- tegies: Participants tried [...] claim that the algorithm should more strongly take into account users’ needs and wishes. 7.2 Netflix (Table 5) 7.2.1 Addressing Problems with Knowledge Base. Coping Strategies: Participants experienced …

99 0 51 398 - - - DGA(Our) 99.92 0.08 35 137 735 8 27 AntNet(Global) 99.7 0.3 9 30 65 2.8 5.2 BeeHive 99.99 0 2.7 23 42 0.37 2.7 OSPF 99.99 0 0 20 36 0.1 1.02 a These results were published in [5] b These [...] S90d 6.8 DGA 13.6 86.0 38.0 577 2147 2842 3748 OSPF 15.5 99.9 98.1 44 188 2643 2845 AntNet 15.7 99.8 99.7 30 82 2629 2785 BeeHive 15.8 99.9 99.6 25 68 2620 2771 4.8 DGA 20.8 81.2 43.0 693 2404 2834 3558 [...] 2987 AntNet 43.5 99.2 90.1 210 699 2797 3256 BeeHive 43.3 99.8 95.4 110 391 2746 3110 1.8 DGA 40.7 60.1 21.7 1268 3324 2857 3419 OSPF 47.6 70.6 41.6 849 2473 2692 2984 AntNet 63.2 93.8 49.0 721 1762 2992 …

LNAI 5211 - Exact and Approximate Inference for Annotating Graphs with Structural SVMs

$2(ȳ$ k , ȳ$ l )& 5 (6) = exp 6 %",$1(xi, yi) + ! k"N (i) %",$2(yk, yi)& 7 ! $"% exp 6 %",$1(xi,+) + ! k"N (i) %",$2(yk,+)& 7 (7) A heuristic test for convergence can be implemented by testing whether the [...] alone to find good optima – they seem to be surprisingly well-suited for many practical applications [7,10,3]. In this paper, we present a substantial comparison of exact and approxi- mate inference techniques [...] algorithms and Section 5 reports on our empirical results. We discuss our findings in Section 6 and Section 7 concludes. 2 Learning with Graphs Let G = (V, E) be a graph such that the set of nodes decomposes into …

found that (1) was met for 7.6%, 5.7%, 1.0% of the synchronization rounds, for ε assuming 700, 800, 900 nsec. (2a) held for 7.6%, 5,7%, 1.0%, and (2b) was valid for 6.7%, 5,7%, 1.0%. This demonstrates [...] of this phase are ignored. Time Node Sb Node Sa Node M t5t4t2 t3t1 t8 t9t7 30 usec 43 usec 30 usec ± 100 nsec Master Slave Figure 7: Real-Time Burst Protocol (RTBP) Each synchronization phase consists of [...] for adjusting the other clocks like in case of RTNP. Time t1 t2 Node S t3 Node Mb Node Ma t5 t6t4 t7 t8t9 t11 t12t10 ± 100 nsec 50.1 usec Figure 6: Real-Time Duplex Protocol (RTDP) If Ma‘ s message does …

A PRACTICAL OVERVIEW OF QUANTITATIVE STRUCTURE-ACTIVITY RELATIONSHIP

Zuccato et al., 2005 Eastern Spain 500-1400 410-680 - N/A Bijlsma et al., 2009 2 STPs, Italy 4.6 + 7.3-8.7 0.9 + 1.9-1.1 + 1.5 - 1-2 L Castiglioni et al. 2006 5 STPs, Spain 03-266 1-200 - 1.5 L Huerta-Fontela [...] 1 mm, 1.7 µm) A: AcN/0.1 % HCOOH B: 30 mM HCOOH/NH4HCO2 (pH 3.5) QqQ (EST + ) 5 and 850 Huerta-Fontela et al., 2008 1 ALC SW 100 mL SPE (Oasis, MCX, 60 mg) 65-106 % UPLC: Acquity BEH C18 (1.7 µm, 1 mm [...] N/A Zuccato et al., 2008 Eastern Spain 1400 110-210 - N/A Bijlsma et al., 2009 2 STPs, Italy 5.4-14.7 + 10.6 2.8 - 1-2 L Castiglioni et al., 2006 42 STPs, NE Spain 03-6880 04-2100 - N/A Huerta-Fontela et …

70,5 98,5 10 2 33,7 74,7 30 2 53,7 78,0 30 3 28,8 55,7 30 4 20,2 10,6 n = 30 individus 10 1 96,7 98,8 30 1 98,8 99,8 10 2 86,2 93,0 30 2 97,3 97,7 30 3 87,0 71,1 30 4 85,9 33,5 Tab. 7.3 – Structure 2 : [...] 5000 5000 Groupe 1 5 15 10 7 Groupe 2 5 15 10 7 Groupe 3 - - 10 8 Groupe 4 - - - 8 Nombre d’ensembles 5000 5000 5000 5000 Groupe 1 3 10 4 4 Groupe 2 7 20 13 7 Groupe 3 - - 13 7 Groupe 4 - - - 12 Tab. 6.2 [...] descripteurs n’est pas bien reflétée par la partition obtenue. partition 2 4 0 0 3 7 0 4 3 0 7partition 1 0 0 4 0 4 0 3 0 9 12 4 7 7 12 30 Tab. 6.5 – Croisement de deux partitions de quatre groupes dont la valeur …