DN
D.V.Q. Nguyen
2 records found
1
Bachelor thesis
(2022)
-
D.V.Q.
Nguyen
(author),
T.J.
Viering
(mentor),
M.
Loog
(mentor),
G.
Smaragdakis
(graduation committee member)
Learning curves have been used extensively to analyse learners' behaviour and practical tasks such as model selection, speeding up training and tuning models. Nonetheless, we still have a relatively limited understanding of the behaviour of learning curves themselves, in particul
...
Learning curves have been used extensively to analyse learners' behaviour and practical tasks such as model selection, speeding up training and tuning models. Nonetheless, we still have a relatively limited understanding of the behaviour of learning curves themselves, in particular, whether there exists a parametric function that can best model all learning curves. Therefore, this study aims to determine which parametric models proposed over the years provide the best fit when applied to empirical learning curves. To answer this question, the study focuses on supervised learning and is divided into two parts: classification and regression tasks, and the learning curve data for each task was fitted using the Levenberg-Marquardt algorithm. Subsequently, the fitted models were analysed using the Friedman test, the Wilcoxon signed-rank test, and other metrics. The results indicate that a power law applies in most cases. However, a universal model has not been found, as the best model differs between classification and regression tasks, even though they belong to the power law family. Moreover, there are some deviations from these aggregate results when examining the learners individually, suggesting that a more granular approach is better suited for practical applications.
Journal article
(2010)
-
B.C.
Arnold
(author),
B.C.
Arnold
(author),
G
Chen
(author),
G
Chen
(author),
G.
Kim
(author),
G.
Kim
(author),
D.
Kong
(author),
D.
Kong
(author),
H.
Park
(author),
H.
Park
(author),
D.
Son
(author),
D.
Son
(author),
S.
Song
(author),
S.
Song
(author),
S.
Jung
(author),
S.
Jung
(author),
B.C.
Hong
(author),
B.C.
Hong
(author),
H.
Kim
(author),
H.
Kim
(author),
J.H.
Kim
(author),
J.H.
Kim
(author),
K.S.
Lee
(author),
K.S.
Lee
(author),
H
Chen
(author),
H
Chen
(author),
S.
Park
(author),
S.
Park
(author),
J.
Kim
(author),
J.
Kim
(author),
M.
Choi
(author),
M.
Choi
(author),
G.
Hahn
(author),
G.
Hahn
(author),
S.
Choi
(author),
S.
Choi
(author),
YH
Choi
(author),
YH
Choi
(author),
J.L.
Goh
(author),
J.L.
Goh
(author),
H.
Jeong
(author),
H.
Jeong
(author),
T.
Kim
(author),
T.
Kim
(author),
J
Lee
(author),
J
Lee
(author),
C.
Jiang
(author),
C.
Jiang
(author),
S
Lee
(author),
S
Lee
(author),
P.I.
Petrov
(author),
P.I.
Petrov
(author),
J.
Williams
(author),
J.
Williams
(author),
M.
Ahmad
(author),
M.
Ahmad
(author),
M.
Ahmad
(author),
I.
Ahmed
(author),
I.
Ahmed
(author),
I.
Ahmed
(author),
M.S.
Asghar
(author),
M.S.
Asghar
(author),
M.S.
Asghar
(author),
M.A.A.
Awan
(author),
M.A.A.
Awan
(author),
M.A.A.
Awan
(author),
I.
Hussain
(author),
I.
Hussain
(author),
I.
Hussain
(author),
M.W.
Khan
(author),
M.W.
Khan
(author),
M.W.
Khan
(author),
S.
Muhammad
(author),
S.
Muhammad
(author),
S.
Muhammad
(author),
D.
Liang
(author),
D.
Liang
(author),
H.
Shahzad
(author),
H.
Shahzad
(author),
H.
Shahzad
(author),
P.M.
Zalewski
(author),
P.M.
Zalewski
(author),
A.E.
David
(author),
A.E.
David
(author),
P
Ribeiro
(author),
P
Ribeiro
(author),
PGR
Silva
(author),
PGR
Silva
(author),
M.
Finger
(author),
M.
Finger
(author),
M.
Finger
(author),
M.
Finger
(author),
A.
Denisov
(author),
A.
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(author),
V.
Kim
(author),
V.
Kim
(author),
A.
Anisimov
(author),
A.
Anisimov
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B.
Liu
(author),
B.
Liu
(author),
A.J.
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(author),
A.J.
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V.
Petrov
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V.
Petrov
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M.
Daniël
(author),
M.
Daniël
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J.I.
Hernández
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J.I.
Hernández
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B.
Gómez
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B.
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J.
Bos
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J.
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D.
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D.
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M.
Hansen
(author),
M.
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(author),
J.
Harvey
(author),
J.
Harvey
(author),
H.
Hoffmann
(author),
H.
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(author),
X
Meng
(author),
X
Meng
(author),
R.A.
Loos
(author),
R.A.
Loos
(author),
F.E.
Meijers
(author),
F.E.
Meijers
(author),
M.
Mulders
(author),
M.
Mulders
(author),
L.
Orsini
(author),
L.
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(author),
E
Perez
(author),
E
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(author),
A.
Sharma
(author),
A.
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(author),
S.
König
(author),
S.
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(author),
F.A.
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(author),
F.A.
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Z.
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(author),
Z.
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(author),
A.J.H.
Herve
(author),
A.J.H.
Herve
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J.
Tao
(author),
J.
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A.
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A.
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M.
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(author),
M.
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(author),
A.
Schmidt
(author),
A.
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(author),
Y.
Chang
(author),
Y.
Chang
(author),
E.
Chen
(author),
E.
Chen
(author),
W.
Chen
(author),
W.
Chen
(author),
A.C.S.
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(author),
A.C.S.
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(author),
C.
Kuo
(author),
C.
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(author),
S
Li
(author),
S
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(author),
W
Lin
(author),
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J
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P.L.T.
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(author),
P.L.T.
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(author),
Y.
Chao
(author),
Y.
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(author),
K.
Chen
(author),
K.
Chen
(author),
Y.
LEI
(author),
Y.
LEI
(author),
S.
Lin
(author),
S.
Lin
(author),
R.
Lu
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R.
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(author),
J
Schumann
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J
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C.C.
Wang
(author),
C.C.
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M.
Wang
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M.
Wang
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M.
Kaya
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M.
Kaya
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M.
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M.
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Z
Wang
(author),
Z
Wang
(author),
M.O.
Kaya
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M.O.
Kaya
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M.O.
Kaya
(author),
M.O.
Kaya
(author),
N.O.
Sonmez
(author),
N.O.
Sonmez
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N.O.
Sonmez
(author),
N.O.
Sonmez
(author),
T.O.C.
Cheng
(author),
T.O.C.
Cheng
(author),
M.
Hansen
(author),
M.
Hansen
(author),
RR
Brown
(author),
RR
Brown
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J.
Williams
(author),
J.
Williams
(author),
J.P.
Hays
(author),
J.P.
Hays
(author),
A.
Papageorgiou
(author),
A.
Papageorgiou
(author),
A.P.D.
Rose
(author),
A.P.D.
Rose
(author),
A.
khan
(author),
A.
khan
(author),
Z.
Xue
(author),
Z.
Xue
(author),
R.E.
Taylor
(author),
R.E.
Taylor
(author),
J.
Rohlf
(author),
J.
Rohlf
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S
Wu
(author),
S
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S.
Bhattacharya
(author),
S.
Bhattacharya
(author),
D.V.Q.
Nguyen
(author),
D.V.Q.
Nguyen
(author),
P.
Cox
(author),
P.
Cox
(author),
H
Liu
(author),
H
Liu
(author),
M.
Nikolic
(author),
M.
Nikolic
(author),
J.N.V.
Smith
(author),
J.N.V.
Smith
(author),
M.
Tripathi
(author),
M.
Tripathi
(author),
S.
Schmid
(author),
S.
Schmid
(author),
Z.
Zhang
(author),
Z.
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J.H.C.
Hauser
(author),
J.H.C.
Hauser
(author),
X.
Yang
(author),
X.
Yang
(author),
A.
Chandra
(author),
A.
Chandra
(author),
F.
Liu
(author),
F.
Liu
(author),
H
Liu
(author),
H
Liu
(author),
A.
Luthra
(author),
A.
Luthra
(author),
H.
Nguyen
(author),
H.
Nguyen
(author),
B.
Shen
(author),
B.
Shen
(author),
V.
Sharma
(author),
V.
Sharma
(author),
S.C.
Simon
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S.C.
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J.
Cai
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J.
Cai
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Y.
Ma
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Y.
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Y.
Yang
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Y.
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L
Zhang
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L
Zhang
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K.
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K.
Zhu
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R.
Zhu
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R.
Zhu
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B.
Akgün
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B.
Akgün
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S.
Wagner
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S.
Wagner
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A.
Chatterjee
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A.
Chatterjee
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S.
Das
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S.
Das
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B.A.
Kreis
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B.A.
Kreis
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Y.
Ge
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Y.
Ge
(author),
VB
Kuznetsov
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VB
Kuznetsov
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X.
Shi
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X.
Shi
(author),
W.
Sun
(author),
W.
Sun
(author),
W.Y.
Teo
(author),
W.Y.
Teo
(author),
Y.
Weng
(author),
Y.
Weng
(author),
S.
Banerjee
(author),
S.
Banerjee
(author),
P.
Bhat
(author),
P.
Bhat
(author),
J.G.
Butler
(author),
J.G.
Butler
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H.Y.
Cheung
(author),
H.Y.
Cheung
(author),
D.M.J.
Dykstra
(author),
D.M.J.
Dykstra
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S.
Guo
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S.
Guo
(author),
L.
feng
(author),
L.
feng
(author),
Y.
Guo
(author),
Y.
Guo
(author),
M.K.P.
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M.K.P.
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(author),
C.
Jones
(author),
C.
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(author),
J.
Kaiser
(author),
J.
Kaiser
(author),
C.O.S.
Lei
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C.O.S.
Lei
(author),
S.A.
Los
(author),
S.A.
Los
(author),
K.A.
Mishra
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K.A.
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R.V.
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R.V.
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S.
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S.
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Z.
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Z.
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R.
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R.A.
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J.
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B.
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D.
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Y.
MAO
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L.
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J.L.
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M
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RO
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I
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Guo
(author),
Z.
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N.Q.
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N.Q.
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Zhang
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Y
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S.J.
Sanders
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S.J.
Sanders
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H.H.
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H.H.
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T.K.
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T.K.
Bolton
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A.
Liu
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A.
Liu
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Z.
Wan
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Z.
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D.J.
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D.J.
Wright
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G.
Bauer
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G.
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M.
Chan
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M.
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Y.
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Y.
Kim
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Y.
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Y.
Lee
(author),
W
Li
(author),
W
Li
(author),
T.
MA
(author),
T.
MA
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B.
Zhu
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B.
Zhu
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M.
Rudolph
(author),
M.
Rudolph
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S.
Xie
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S.
Xie
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A.
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A.
Yoon
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J.H.A.
Mans
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J.H.A.
Mans
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J
Zhang
(author),
J
Zhang
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D.
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D.
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D.
Claes
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D.
Claes
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J.
Keller
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J.
Keller
(author),
S.
Malik
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S.
Malik
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A
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A
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A.M.
Gomez
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Gomez
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K.L.
Smith
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K.L.
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L.I.P.
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L.I.P.
Taylor
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S.
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D.K.
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J.
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J.
Gu
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G.F.
Williams
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G.F.
Williams
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N.J.
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N.J.
Adam
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A.
Hunt
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A.
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J.K.
Jones
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J.K.
Jones
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E.A.
Laird
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E.A.
Laird
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A
Fedorov
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A
Fedorov
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A.K.
Hektor
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A.K.
Hektor
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M.T.
Mooney
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M.T.
Mooney
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J.M.M.
Werner
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J.M.M.
Werner
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Z.
XIE
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Z.
XIE
(author),
X
Huang
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X
Huang
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A.J.M.
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A.J.M.
Lopez
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N.I.
Ippolito
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N.I.
Ippolito
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M.
Jones
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M.
Jones
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C
Liu
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C
Liu
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H.W.
Yoo
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H.W.
Yoo
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Y.
ZHENG
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Y.
ZHENG
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L.D.
Gross
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L.D.
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P.
Jindal
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P.
Jindal
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F.
Geurts
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F.
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J
Liu
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J
Liu
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L.
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L.
Sabbatini
(author),
Y.S.
Chung
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Y.S.
Chung
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M.A.
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M.A.
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M.
Yan
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M.
Yan
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S.
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S.
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T.G.
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Z.
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Z.
Yang
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P.D.
van Hove
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P.D.
van Hove
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C.T.
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S.
Sengupta
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S.
Sengupta
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H.
Kim
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H.
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Lee
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Lee
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BE
Cox
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BE
Cox
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M.C.
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M.C.
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S.
Dutta
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S.
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A.
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A.
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W.A.
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W.A.
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T.R.
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T.R.
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T.R.
Le Grand
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K.T.J.
Klein
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K.T.J.
Klein
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M.R.
Thomas
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M.R.
Thomas
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M.
Weber
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M.
Weber
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G.
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G.
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G.
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A.
Meyer
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A.
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A.
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S.A.
Schmitz
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S.A.
Schmitz
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S.A.
Schmitz
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M.
Hashemi
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M.
Hashemi
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M.C.W.
Davids
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M.C.W.
Davids
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M.C.W.
Davids
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M.M.
Duda
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M.M.
Duda
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M.M.
Duda
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A.
Meyer
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A.
Meyer
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R.
Schmidt
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R.
Schmidt
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C.C.
Wissing
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C.C.
Wissing
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C.
Sander
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C.
Sander
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J.
Bauer
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J.
Bauer
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P.I.
Blum
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P.I.
Blum
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W.
de Boer
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W.
de Boer
(author),
M.D.
Frey
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M.D.
Frey
(author),
X.J.A.
Janssen
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X.J.A.
Janssen
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M.F.
Heinrich
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M.F.
Heinrich
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P.L.A.
Sturm
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P.L.A.
Sturm
(author),
P.L.A.
Sturm
(author),
I.
PAPADOPOULOS
(author),
I.
PAPADOPOULOS
(author),
D.A.
Horváth
(author),
D.A.
Horváth
(author),
D.A.
Horváth
(author),
N.G.
Toth
(author),
N.G.
Toth
(author),
S.
Bansal
(author),
S.
Bansal
(author),
M.
Jindal
(author),
M.
Jindal
(author),
M.
Kaur
(author),
M.
Kaur
(author),
M.
Mehta
(author),
M.
Mehta
(author),
A.
Sharma
(author),
A.
Sharma
(author),
J.
Maes
(author),
J.
Maes
(author),
A.
Singh
(author),
A.
Singh
(author),
J.
Singh
(author),
J.
Singh
(author),
S
Singh
(author),
S
Singh
(author),
S.
Ahuja
(author),
S.
Ahuja
(author),
S.
Arora
(author),
S.
Arora
(author),
S.
Bhattacharya
(author),
S.
Bhattacharya
(author),
S.
Bhattacharya
(author),
S.
Chauhan
(author),
S.
Chauhan
(author),
P.
Gupta
(author),
P.
Gupta
(author),
S.
Jain
(author),
S.
Jain
(author),
S.
Jain
(author),
S.
Jain
(author),
M.G.V.
Maes
(author),
M.G.V.
Maes
(author),
M.
Jha
(author),
M.
Jha
(author),
A
Kumar
(author),
A
Kumar
(author),
A.
Srivastava
(author),
A.
Srivastava
(author),
R.D.
Choudhury
(author),
R.D.
Choudhury
(author),
D.
Dutta
(author),
D.
Dutta
(author),
A.
Mohanty
(author),
A.
Mohanty
(author),
T.
Aziz
(author),
T.
Aziz
(author),
A.
Gurtu
(author),
A.
Gurtu
(author),
A.
Nayak
(author),
A.
Nayak
(author),
A.
Saha
(author),
A.
Saha
(author),
A.
Marinov
(author),
A.
Marinov
(author),
S.
Banerjee
(author),
S.
Banerjee
(author),
A.
Jafari
(author),
A.
Jafari
(author),
M.
Maggi
(author),
M.
Maggi
(author),
R.T.
Rajan
(author),
R.T.
Rajan
(author),
A.
Perrotta
(author),
A.
Perrotta
(author),
R.
Travaglini
(author),
R.
Travaglini
(author),
R.
Travaglini
(author),
S.
Costa
(author),
S.
Costa
(author),
S.
Costa
(author),
R.
D'Alessandro
(author),
R.
D'Alessandro
(author),
R.
D'Alessandro
(author),
A.
Russo
(author),
A.
Russo
(author),
M.
Michelotto
(author),
M.
Michelotto
(author),
A.
Dimitrov
(author),
A.
Dimitrov
(author),
S.
Ventura
(author),
S.
Ventura
(author),
C.
Riccardi
(author),
C.
Riccardi
(author),
C.
Riccardi
(author),
A.O.
Kraan
(author),
A.O.
Kraan
(author),
L.
Martini
(author),
L.
Martini
(author),
S
Sarkar
(author),
S
Sarkar
(author),
M.
Costa
(author),
M.
Costa
(author),
M.
Costa
(author),
M.
Marone
(author),
M.
Marone
(author),
M.
Marone
(author),
S.
Chang
(author),
S.
Chang
(author),
J.
Chung
(author),
J.
Chung
(author),
D.H.
Kim
(author),
D.H.
Kim
(author)
The CMS Hadron Calorimeter in the barrel, endcap and forward regions is fully commissioned. Cosmic ray data were taken with and without magnetic field at the surface hall and after installation in the experimental hall, hundred meters underground. Various measurements were also p
...
The CMS Hadron Calorimeter in the barrel, endcap and forward regions is fully commissioned. Cosmic ray data were taken with and without magnetic field at the surface hall and after installation in the experimental hall, hundred meters underground. Various measurements were also performed during the few days of beam in the LHC in September 2008. Calibration parameters were extracted, and the energy response of the HCAL determined from test beam data has been checked.
@en