Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics

Education HS 0.00 [-0.10, 0.10] 0.989 Post-secondary, no BS 0.09 [-0.01, 0.18] 0.078 Bachelor’s and above 0.14 [0.04, 0.23] < 0.004 Definition EO -0.08 [-0.14, 0.01] 0.020 FPR -0.05 [-0.11, 0.01] 0.124 FNR [...] Q12 (p < 0.001). Correct (mean comprehension score = 0.83) responses were associated with higher comprehension scores than partially correct (0.58), neither (0.44), incorrect (0.52), and none (0.48) responses [...] degree or above resulted in a score increase of 0.14, and the FNR condition caused a score decrease of -0.11 (p < 0.004 for both; corrected α = 0.05/11 = 0.0045). A regression table of the best fit model …

KOMDAT28_11.vp

or true /PDFXTrimBoxToMediaBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXSetBleedBoxToMediaBox true /PDFXBleedBoxToTrimBoxOffset [ 0.00000 0.00000 0.00000 0.00000 ] /PDFXOutputIntentProfile () /P [...] 7304d307e30593002> /KOR <FEFFc7740020c124c815c7440020c0acc6a9d558c5ec0020b370c2a4d06cd0d10020d504b9b0d1300020bc0f0020ad50c815ae30c5d0c11c0020ace0d488c9c8b85c0020c778c1c4d560002000410064006f00620065002 [...] temberg Mitte Dezember gemacht. KomDat greift erste Eckwerte auf. MK Jugen dhilfe 13,2 9,6 -0,8 82,0 80,3 61,0 DAT Konsolidierungskurs für die Kinder- und Jugendhilfe – Ausgabenentwicklung stagniert Inhalt …

6 1.6 1.6 1.6 1.6 𝐷𝐷 [𝑚𝑚𝑚𝑚] 6.0 12.0 12.0 12.0 24.0 24.0 24.0 𝑃𝑃 [𝑚𝑚𝑚𝑚] 3.0 3.0 3.0 3.0 6.0 6.0 6.0 ̅𝑣 [𝑐𝑐𝑚𝑚 ⋅ 𝑠𝑠−1] 3.0 3.0 3.0 12.0 3.0 6.0 12.0 Page 3 of 4 The technical realization [...] 𝜕𝜕𝑠𝑠 + 𝐮𝐮 ∙ ∇𝐮𝐮 − ∇ ∙ (𝜇𝜇(𝐱𝐱)[∇𝐮𝐮 + ∇𝐮𝐮𝑇𝑇]) + ∇𝑝𝑝 = 𝐟𝐟𝑠𝑠𝑠𝑠 (3) 𝛻𝛻 ∙ 𝒖𝒖 = 0 (4) where 𝜌𝜌(𝐱𝐱) and 𝜇𝜇(𝐱𝐱) represent the density and viscosity of the given phase which, however [...] mesh, 𝐝𝐝, has been computed by a simple mesh deformation equation: ∇ ∙ (∇𝐝𝐝 + (∇𝐝𝐝)𝑇𝑇 ) = 0 (5) with tangential slip boundary conditions at the g/l interface and at the compartment walls of each …

: Class Operator

Version 1.0 OPCLASSIC public static final int OPCLASSIC Diese Integer-Konstante bedeutet im Zusammenhang mit dem operatorType, dass es sich um einen klassischen Operator handelt. Since: Version 1.0 OPREACTIVE [...] Version 1.0 getOpID public long getOpID () Liefert die Operator-ID . Returns: long die Operator-ID erm?glicht die eindeutige Identifikation der Operatoren innerhalb einer OperatorDB . Since: Version 1.0 See [...] Version 1.0 See Also: Planner setOpType public int setOpType (int i) Setzt den Typ des Operators . Parameters: t - der zu setzende Operatortyp . Returns: int der neue Operatortyp Since: Version 1.0 See Also: …

: Class PlanInformation

Since: Version 1.0 searchID protected long searchID Das ist die, ?ber alle Suchen, eindeutige search_ID, die es dem Planarchiv erm?glicht Teilpl?ne zusammenzusetzen. Since: Version 1.0 planSuccess protected [...] n Since: Version 1.0 tBox protected T_Box tBox Die suchspezifische T-Box . Suchspezifisch, weil die suchspezifischen Zielkonzepte markiert werden. See Also: T_Box Since: Version 1.0 targetPredicates protected [...] Instanzen, die auf die Zielvorgaben passen Since: Version 1.0 plan protected transient PlanTree plan der eigentlich Plan. Since: Version 1.0 alreadyUsedList protected transient java.util.LinkedList al …

Aktuelle Entwicklungen in den Hilfen zur Erziehung

andauernden Hilfen. 8 6 6 .4 0 5 8 7 7 .3 1 0 8 8 2 .3 6 8 8 9 5 .6 8 2 9 1 3 .5 6 6 9 2 7 .9 6 9 9 5 6 .2 6 8 9 8 5 .6 2 8 1 .0 0 3 .1 1 7 1 .0 1 6 .5 9 4 9 6 3 .0 2 0 9 5 7 .6 0 3 0 200.000 400.000 600.000 [...] 2015 2016 2017 2018 2019 2020 2021 A n za h l d er H ilf en + 1,3% + 0,6% + 1,5% + 2,0% + 1,6% + 3,0% + 3,1% + 1,8% + 1,3% -5,3% -0,6% Online-Publikation: www.akjstat.tu-dortmund.de/fileadmin/user_upl [...] 300 41.768 41.543 -7,8 -0,5 Intensive sozialpädagogische Einzelbetreuung § 35 SGB VIII 3.663 3.233 3.072 -11,7 -5,0 Familienorientierte Hilfen insg. 70.004 69.120 70.495 -1,3 2,0 § 27 SGB VIII insgesamt …

Aktuelle Entwicklungen in den Hilfen zur Erziehung

andauernden Hilfen. 8 6 6 .4 0 5 8 7 7 .3 1 0 8 8 2 .3 6 8 8 9 5 .6 8 2 9 1 3 .5 6 6 9 2 7 .9 6 9 9 5 6 .2 6 8 9 8 5 .6 2 8 1 .0 0 3 .1 1 7 1 .0 1 6 .5 9 4 9 6 3 .0 2 0 9 5 7 .6 0 3 0 200.000 400.000 600.000 [...] 2015 2016 2017 2018 2019 2020 2021 A n za h l d er H ilf en + 1,3% + 0,6% + 1,5% + 2,0% + 1,6% + 3,0% + 3,1% + 1,8% + 1,3% -5,3% -0,6% Online-Publikation: www.akjstat.tu-dortmund.de/fileadmin/user_upl [...] 300 41.768 41.543 -7,8 -0,5 Intensive sozialpädagogische Einzelbetreuung § 35 SGB VIII 3.663 3.233 3.072 -11,7 -5,0 Familienorientierte Hilfen insg. 70.004 69.120 70.495 -1,3 2,0 § 27 SGB VIII insgesamt …

3, p1 = 0.7, p2 = 0.6, p1 = 0.9, p2 = 0.7, p3 = 0.8, pij = 0.1, p3 = 0.9, pij = 0.2, n1 = n2 = 33, n3 = 34 n1 = n2 = n3 = 40 2 K = 3, p1 = 0.7, p2 = 0.6, p3 = 0.8, pij = 0.1, p1 = 0.4, p2 = 0.9 n1 = n2 [...] small p = 0.3, p̃ = 0.31 moderate p = 0.7, p̃ = 0.68 heavy p = 0.4, p̃ = 0.45 LLC small p = 0.2, p̃ = 0.3, k = 5 moderate p = 0.4, p̃ = 0.55, k = 3 heavy p = 0.3, p̃ = 0.6, k = 1 GNC small d = 0.05, m = [...] d = 0.05, m = 1500, ñ = 130 heavy d = 0.05, m = 1500, ñ = 150 LNC small d = 0.03, p = 0.2, ñ = 105, p̃ = 0.3, k = 5 moderate d = 0.03, p = 0.7, ñ = 102, p̃ = 0.85, k = 2 heavy d = 0.03, p = 0.3, ñ …

DeepLearning on FPGAs - Introduction to Data Mining

+1 if ~x · ~wT ≥ 0 0 else DeepLearning on FPGAs 19 Artificial Neural Networks: Perceptron A perceptron is a linear classifier f : Rd → {0, 1} with f̂(~x) = { +1 if ∑d i=1wi · xi ≥ b 0 else Linear function [...] +1 if ~x · ~wT ≥ 0 0 else DeepLearning on FPGAs 19 Artificial Neural Networks: Perceptron A perceptron is a linear classifier f : Rd → {0, 1} with f̂(~x) = { +1 if ∑d i=1wi · xi ≥ b 0 else Linear function [...] the weights ~w? Observation: We look at ~x · ~wT ≥ 0 if output was 0 but should have been 1 increment weights if output was 1 but should have been 0 decrement weights if output was correct, don’t change …