FA*IR: A Fair Top-k Ranking Algorithm

ofm(·),m−1(·), and b(·) for p = 0.5,α = 0.1. k 1 2 3 4 5 6 7 8 9 10 11 12 m(k ) 0 0 0 1 1 1 2 2 3 3 3 4 Inverse m−1(1) = 4 m−1(2) = 7 m−1(3) = 9 m−1(4) = 12 Blocks b(1) = 4 b(2) = 3 b(3) = 2 b(4) = 3 0.5, [...] 7 74% 1.0000 0.0000 0 0.0000 gender=female Feldman et al. 69% 0.9988 0.1197 8 0.0224 D5 (14.9%) Color-blind 9% 1.0000 0.0000 0 0.0000 Ger. cred, FA*IR p=0.2 15% 0.9983 0.0436 7 0.0462 age < 25 Feldman et [...] unfair. However, it also requires to have at least 2 individuals from the protected group in the rst 9 positions: therefore also the ranking for “economist” is rejected as unfair, while the ranking for “market …

............................. 155 9. Anhang ................................................................................................................... 156 9.1 Lebenslauf ..................... [...] ................................. 156 9.2 Publikationen .................................................................................................... 158 9.3 Tagungsbeiträge ................... [...] Migrationszeit t: Gleichung 9: Ö Das elektrische Feld kann aus der Gesamtlänge der Kapillare L und der angelegten Spannung U ermittelt werden: Gleichung 10: % Durch Einsetzen von Gleichung 9 und 10 in 8 erhält …

6420 14.42 22 47.9 Lecturers and assistants 464 1.04 1 2.2 Scientific staff 36,804 82.68 4 8.7 Teachers for special tasks 824 1.85 11 23.9 Honorary staff – – 7 15.2 Total 44,512 17.84 46 9.4 Human medicine [...] Lecturers and assistants 344 0.68 0 0 Scientific staff 36,833 73.08 11 9.6 Teachers for special tasks 841 1.67 15 13.2 Honorary staff – – 11 9.6 Total 50,404 2020 114 23.4 Sports Professors 267 1371 1 6.7 Lecturers [...] applied sci- ences must teach 18h per week, professors at research universities only have to teach 9h per week. 2. The career path to professorship is different—professors at a university of applied sciences …

C:\DOCUME~1\MS\Desktop\HDZJOU~1

AdressatInnen: wissenschaftlicher Nachwuchs nach der Promotion, HabilitandInnen Zeit: Freitag, 9. 05. 2003, 9 - 17.00 Uhr Ort: HDZ, Raum 115 Anmeldung: Tel.: 0231/755-5526, Email: hdz@hdz.uni-dortmund.de [...] werden wissenschaftliche Kontakte in alle Kontinente über die Internetpräsenz der ifu im virtuel- 8/9JOURNAL HOCHSCHULDIDAKTIK 14. JG. 2003, NR. 1 len Netzwerk „vifu“ (virtuelle Internationale Frauen- [...] Schlaflos im Reich der Mitte. Arbeits- chancen für Ingenieure in China. In: VDI nachrichten, 28.2.2003, Nr. 9, Ingenieurkarriere, S. 8. JOURNAL HOCHSCHULDIDAKTIK 14. JG. 2003, NR. 1 Konradt, Udo & Behr, Blanka: …

tion was 9.2%  in 2007, almost three times the rate of unemployment (3.6%) for those that had a tertiary  education (Europe in Figures 2009: 280).    In  the whole European Union a bit over 9% of children  [...] 8.7% and 12.9%) to the highest figure in Sweden (28.2%). In the most countries,  the  measure  stands  between  20%  and  25%  (Housing  Statistics  in  the  European  Union  2005/2006:  9‐  10).  The  [...] (Cameron: 8‐ 9). 40% of  Europeans report living in dwellings that are badly situated (Giorgi 2003: 31).    There are tendencies towards spatial segregation of different income groups (Czasny 2004:  9).  The  …

Learning Low-Rank Document Embeddings with Weighted Nuclear Norm Regularization

[7]; applications in social network analysis include community detection [8] and link prediction [9]. Recently, embedding learning has become a popular ap- proach to the analysis of high-dimensional, [...] Gradient Descent To solve an optimization problem of the form arg min X∈Rm×n f(X) + ||X||ε︸ ︷︷ ︸ :=F (X) (9) where f(X) is a convex and smooth function, we can apply proximal gradient descent [18]. With a stepsize [...] offs between low rank and loss than other convex regularizers. 25 20 40 60 80 100 120 140 160 6 7 8 9 Rank L os s ||X||∗ ||X||ε Fig. 1. Loss vs. Rank for different regularizers. We compare the nuclear norm …

Microsoft Word - PROOF_Chapter5_SchmittGreiving (002).docx

only  name three prominent examples, hail storm Andreas/Bernd1 caused damage costs of  more  than  1.9  billion  in  2013,  heavy  precipitation  event Quintia  led  to  large‐scale  inundations  in  the  [...] the  first  damages  of  the  weekend.  The  most  severe  weather  developed  on  Pentecost  Monday,  9  June  2014,  above  France,  as  the MCC  formed. When  the  cold  front of  low‐pressure area Ela [...] (DWD  2015).    The police registered more than 5,000 weather‐related operations  in the night of  9  June 2014, being accompanied by an unrecorded number of  fire brigade and aid  agencies  interventions  …