-
1
-
-
33845297319
-
Simple and multiple P-splines regression with shape constraints
-
Bollaerts, K., Eilers, P.H.C., van Mechelen, I.: Simple and multiple P-splines regression with shape constraints. Br. J. Math. Stat. Psychol. 59, 451–469 (2006)
-
(2006)
Br. J. Math. Stat. Psychol.
, vol.59
, pp. 451-469
-
-
Bollaerts, K.1
Eilers, P.H.C.2
van Mechelen, I.3
-
2
-
-
41549141939
-
Boosting algorithms: regularization, prediction and model fitting
-
Bühlmann, P., Hothorn, T.: Boosting algorithms: regularization, prediction and model fitting. Stat. Sci. 22, 477–505 (2007)
-
(2007)
Stat. Sci.
, vol.22
, pp. 477-505
-
-
Bühlmann, P.1
Hothorn, T.2
-
3
-
-
0043245810
-
Boosting with the L(Formula presented.) loss: regression and classification
-
Bühlmann, P., Yu, B.: Boosting with the L(Formula presented.) loss: regression and classification. J. Am. Stat. Assoc. 98, 324–339 (2003)
-
(2003)
J. Am. Stat. Assoc.
, vol.98
, pp. 324-339
-
-
Bühlmann, P.1
Yu, B.2
-
4
-
-
0034952790
-
Air pollution and child mortality: a time-series study in São Paulo, Brazil
-
Conceição, G.M.S., Miraglia, S.G.E.K., Kishi, H.S., Saldiva, P.H.N., Singer, J.M.: Air pollution and child mortality: a time-series study in São Paulo, Brazil. Environ. Health Perspect. 109, 347–350 (2001)
-
(2001)
Environ. Health Perspect.
, vol.109
, pp. 347-350
-
-
Conceição, G.M.S.1
Miraglia, S.G.E.K.2
Kishi, H.S.3
Saldiva, P.H.N.4
Singer, J.M.5
-
5
-
-
33846090365
-
A simple nonparametric estimator of a strictly monotone regression function
-
Dette, H., Neumeyer, N., Pilz, K.F.: A simple nonparametric estimator of a strictly monotone regression function. Bernoulli 12, 469–490 (2006)
-
(2006)
Bernoulli
, vol.12
, pp. 469-490
-
-
Dette, H.1
Neumeyer, N.2
Pilz, K.F.3
-
6
-
-
70450171127
-
Isotone optimization in R: pool-adjacent-violators algorithm (PAVA) and active set methods
-
de Leeuw, J., Hornik, K., Mair, P.: Isotone optimization in R: pool-adjacent-violators algorithm (PAVA) and active set methods. J. Stat. Softw. 32, 5 (2009)
-
(2009)
J. Stat. Softw.
, vol.32
, pp. 5
-
-
de Leeuw, J.1
Hornik, K.2
Mair, P.3
-
7
-
-
32444440300
-
Unimodal smoothing
-
Eilers, P.H.C.: Unimodal smoothing. J. Chemom. 19, 317–328 (2005)
-
(2005)
J. Chemom.
, vol.19
, pp. 317-328
-
-
Eilers, P.H.C.1
-
8
-
-
25444532788
-
Flexible smoothing with B-splines and penalties
-
(with discussion)
-
Eilers, P.H.C., Marx, B.D.: Flexible smoothing with B-splines and penalties. Stat. Sci. 11, 89–121 (1996). (with discussion)
-
(1996)
Stat. Sci.
, vol.11
, pp. 89-121
-
-
Eilers, P.H.C.1
Marx, B.D.2
-
9
-
-
78650827945
-
Splines, knots, and penalties
-
Eilers, P.H.C., Marx, B.D.: Splines, knots, and penalties. Wiley Interdiscip. Rev. Comput. Stat. 2, 637–653 (2010)
-
(2010)
Wiley Interdiscip. Rev. Comput. Stat.
, vol.2
, pp. 637-653
-
-
Eilers, P.H.C.1
Marx, B.D.2
-
10
-
-
8644257675
-
Penalized structured additive regression: a Bayesian perspective
-
Fahrmeir, L., Kneib, T., Lang, S.: Penalized structured additive regression: a Bayesian perspective. Stat. Sin. 14, 731–761 (2004)
-
(2004)
Stat. Sin.
, vol.14
, pp. 731-761
-
-
Fahrmeir, L.1
Kneib, T.2
Lang, S.3
-
11
-
-
84859817260
-
LASSO isotone for high-dimensional additive isotonic regression
-
Fang, Z., Meinshausen, N.: LASSO isotone for high-dimensional additive isotonic regression. J. Comput. Gr. Stat. 21, 72–91 (2012)
-
(2012)
J. Comput. Gr. Stat.
, vol.21
, pp. 72-91
-
-
Fang, Z.1
Meinshausen, N.2
-
12
-
-
79960127235
-
Identifying risk factors for severe childhood malnutrition by boosting additive quantile regression
-
Fenske, N., Kneib, T., Hothorn, T.: Identifying risk factors for severe childhood malnutrition by boosting additive quantile regression. J. Am. Stat. Assoc. 106, 494–510 (2011)
-
(2011)
J. Am. Stat. Assoc.
, vol.106
, pp. 494-510
-
-
Fenske, N.1
Kneib, T.2
Hothorn, T.3
-
13
-
-
84953348752
-
Dual and primal-dual methods for solving strictly convex quadratic programs. Numer. Anal
-
Springer-Verlag, Berlin
-
Goldfarb, D., Idnani, A.: Dual and primal-dual methods for solving strictly convex quadratic programs. Numer. Anal., pp. 226–239. Springer-Verlag, Berlin (1982)
-
(1982)
pp
, vol.226-239
-
-
Goldfarb, D.1
Idnani, A.2
-
14
-
-
0020826623
-
A numerically stable dual method for solving strictly convex quadratic programs
-
Goldfarb, D., Idnani, A.: A numerically stable dual method for solving strictly convex quadratic programs. Math. Program. 27, 1–33 (1983)
-
(1983)
Math. Program.
, vol.27
, pp. 1-33
-
-
Goldfarb, D.1
Idnani, A.2
-
16
-
-
84953369130
-
Boosting in structured additive models. PhD thesis, LMU München
-
Hofner,B.: Boosting in structured additive models. PhD thesis, LMU München, http://nbn-resolving.de/urn:nbn:de:bvb:19-138053, Verlag Dr. Hut, München (2011)
-
(2011)
Verlag Dr. Hut, München
-
-
-
17
-
-
80053581322
-
A framework for unbiased model selection based on boosting
-
Hofner, B., Hothorn, T., Kneib, T., Schmid, M.: A framework for unbiased model selection based on boosting. J. Comput. Gr. Stat. 20, 956–971 (2011a)
-
(2011)
J. Comput. Gr. Stat.
, vol.20
, pp. 956-971
-
-
Hofner, B.1
Hothorn, T.2
Kneib, T.3
Schmid, M.4
-
18
-
-
80053616945
-
Monotonicity-constrained species distribution models
-
Hofner, B., Müller, J., Hothorn, T.: Monotonicity-constrained species distribution models. Ecology 92, 1895–1901 (2011b)
-
(2011)
Ecology
, vol.92
, pp. 1895-1901
-
-
Hofner, B.1
Müller, J.2
Hothorn, T.3
-
19
-
-
84878621391
-
Variable selection and model choice in structured survival models
-
Hofner, B., Hothorn, T., Kneib, T.: Variable selection and model choice in structured survival models. Comput. Stat. 28, 1079–1101 (2013)
-
(2013)
Comput. Stat.
, vol.28
, pp. 1079-1101
-
-
Hofner, B.1
Hothorn, T.2
Kneib, T.3
-
20
-
-
84953360514
-
Controlling false discoveries in high-dimensional situations: Boosting with stability selection
-
Hofner, B., Boccuto, L., Göker, M.: Controlling false discoveries in high-dimensional situations: Boosting with stability selection, unpublished manuscript (2014a)
-
(2014)
unpublished manuscript
-
-
Hofner, B.1
Boccuto, L.2
Göker, M.3
-
21
-
-
84893967115
-
Model-based boosting in R: a hands-on tutorial using the R package mboost
-
Hofner, B., Mayr, A., Robinzonov, N., Schmid, M.: Model-based boosting in R: a hands-on tutorial using the R package mboost. Comput. Stat. 29, 3–35 (2014b)
-
(2014)
Comput. Stat.
, vol.29
, pp. 3-35
-
-
Hofner, B.1
Mayr, A.2
Robinzonov, N.3
Schmid, M.4
-
22
-
-
84953366363
-
-
Hofner, B., Mayr, A., Schmid, M.: gamboostLSS: An R package for model building and variable selection in the GAMLSS framework, , (2014c)
-
Hofner, B., Mayr, A., Schmid, M.: gamboostLSS: An R package for model building and variable selection in the GAMLSS framework, http://arxiv.org/abs/1407.1774, arXiv:1407.1774 (2014c)
-
-
-
-
23
-
-
77956921559
-
Model-based boosting 2.0
-
Hothorn, T., Bühlmann, P., Kneib, T., Schmid, M., Hofner, B.: Model-based boosting 2.0. J. Mach. Learn. Res. 11, 2109–2113 (2010)
-
(2010)
J. Mach. Learn. Res.
, vol.11
, pp. 2109-2113
-
-
Hothorn, T.1
Bühlmann, P.2
Kneib, T.3
Schmid, M.4
Hofner, B.5
-
24
-
-
84857129539
-
Large-scale model-based assessment of deer-vehicle collision risk
-
Hothorn, T., Brandl, R., Müller, J.: Large-scale model-based assessment of deer-vehicle collision risk. PLOS One 7(2), e29,510 (2012)
-
(2012)
PLOS One
, vol.7
, Issue.2
, pp. 510
-
-
Hothorn, T.1
Brandl, R.2
Müller, J.3
-
25
-
-
84953347870
-
mboost: Model-Based Boosting.
-
Hothorn, T., Bühlmann, P., Kneib, T., Schmid, M., Hofner, B.: mboost: Model-Based Boosting. http://CRAN.R-project.org/package=mboost, R package version 2.4-0 (2014a)
-
(2014)
R package version 2.4-0
-
-
-
26
-
-
84891832147
-
Conditional transformation models
-
Hothorn, T., Kneib, T., Bühlmann, P.: Conditional transformation models. J. Royal Stat. Soc. Ser. B Stat. Methodol. 76, 3–27 (2014b)
-
(2014)
J. Royal Stat. Soc. Ser. B Stat. Methodol.
, vol.76
, pp. 3-27
-
-
Hothorn, T.1
Kneib, T.2
Bühlmann, P.3
-
27
-
-
66949120727
-
Variable selection and model choice in geoadditive regression models
-
Kneib, T., Hothorn, T., Tutz, G.: Variable selection and model choice in geoadditive regression models. Biometrics 65, 626–634 (2009)
-
(2009)
Biometrics
, vol.65
, pp. 626-634
-
-
Kneib, T.1
Hothorn, T.2
Tutz, G.3
-
28
-
-
78649434657
-
Simultaneous confidence bands for penalized spline estimators
-
Krivobokova, T., Kneib, T., Claeskens, G.: Simultaneous confidence bands for penalized spline estimators. J. Am. Stat. Assoc. 105, 852–863 (2010)
-
(2010)
J. Am. Stat. Assoc
, vol.105
, pp. 852-863
-
-
Krivobokova, T.1
Kneib, T.2
Claeskens, G.3
-
29
-
-
84859815011
-
Generalized additive models for location, scale and shape for high-dimensional data: a flexible approach based on boosting
-
Mayr, A., Fenske, N., Hofner, B., Kneib, T., Schmid, M.: Generalized additive models for location, scale and shape for high-dimensional data: a flexible approach based on boosting. J. Royal Stat. Soc. Ser. C Appl. Stat. 61, 403–427 (2012)
-
(2012)
J. Royal Stat. Soc. Ser. C Appl. Stat.
, vol.61
, pp. 403-427
-
-
Mayr, A.1
Fenske, N.2
Hofner, B.3
Kneib, T.4
Schmid, M.5
-
31
-
-
84953352892
-
-
Pya, N.: scam: Shape constrained additive models. , R package version 1.1-7 (2014)
-
Pya, N.: scam: Shape constrained additive models. http://CRAN.R-project.org/package=scam, R package version 1.1-7 (2014)
-
-
-
-
32
-
-
84894277295
-
-
Pya, N., Wood, S.N.: Shape constrained additive models. Stat. Comput. pp 1–17, (2014)
-
Pya, N., Wood, S.N.: Shape constrained additive models. Stat. Comput. pp 1–17,doi:10.1007/s11222-013-9448-7 (2014)
-
-
-
-
33
-
-
84953357906
-
-
R Core Team (2014) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, , R version 3.1.1
-
R Core Team (2014) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, http://www.R-project.org/, R version 3.1.1
-
-
-
-
34
-
-
18544382833
-
Generalized additive models for location, scale and shape
-
(with discussion)
-
Rigby, R.A., Stasinopoulos, D.M.: Generalized additive models for location, scale and shape. J. Royal Stat. Soc. Ser. C Appl. Stat. 54, 507–554 (2005). (with discussion)
-
(2005)
J. Royal Stat. Soc. Ser. C Appl. Stat.
, vol.54
, pp. 507-554
-
-
Rigby, R.A.1
Stasinopoulos, D.M.2
-
35
-
-
0029044345
-
Air pollution and mortality in elderly people: a time-series study in São Paulo, Brazil
-
Saldiva, P., Pope, C.I., Schwartz, J., Dockery, D., Lichtenfels, A., Salge, J., Barone, I., Bohm, G.: Air pollution and mortality in elderly people: a time-series study in São Paulo, Brazil. Arch. Environ. Health 50, 159–164 (1995)
-
(1995)
Arch. Environ. Health
, vol.50
, pp. 159-164
-
-
Saldiva, P.1
Pope, C.I.2
Schwartz, J.3
Dockery, D.4
Lichtenfels, A.5
Salge, J.6
Barone, I.7
Bohm, G.8
-
36
-
-
55549110371
-
Boosting additive models using component-wise P-splines
-
Schmid, M., Hothorn, T.: Boosting additive models using component-wise P-splines. Comput. Stat. Data Anal. 53, 298–311 (2008)
-
(2008)
Comput. Stat. Data Anal.
, vol.53
, pp. 298-311
-
-
Schmid, M.1
Hothorn, T.2
-
37
-
-
84876556361
-
Boosted beta regression
-
Schmid, M., Wickler, F., Maloney, K.O., Mitchell, R., Fenske, N., Mayr, A.: Boosted beta regression. PLOS One 8(4), e61623 (2013)
-
(2013)
PLOS One
, vol.8
, Issue.4
-
-
Schmid, M.1
Wickler, F.2
Maloney, K.O.3
Mitchell, R.4
Fenske, N.5
Mayr, A.6
-
38
-
-
84871371181
-
Variable selection with error control: another look at stability selection
-
Shah, R.D., Samworth, R.J.: Variable selection with error control: another look at stability selection. J. Royal Stat. Soc. Ser. B Stat. Methodol. 75, 55–80 (2013)
-
(2013)
J. Royal Stat. Soc. Ser. B Stat. Methodol.
, vol.75
, pp. 55-80
-
-
Shah, R.D.1
Samworth, R.J.2
-
40
-
-
84953349166
-
Modelling flow in gas transmission networks using shape-constrained expectile regression
-
Sobotka, F., Mirkov, R., Hofner, B., Eilers, P., Kneib, T.: Modelling flow in gas transmission networks using shape-constrained expectile regression, unpublished manuscript (2014)
-
(2014)
unpublished manuscript
-
-
Sobotka, F.1
Mirkov, R.2
Hofner, B.3
Eilers, P.4
Kneib, T.5
-
41
-
-
84885736136
-
Activity patterns of European roe deer (Capreolus capreolus) are strongly influenced by individual behaviour
-
Stache, A., Heller, E., Hothorn, T., Heurich, M.: Activity patterns of European roe deer (Capreolus capreolus) are strongly influenced by individual behaviour. Folia Zool. 62, 67–75 (2013)
-
(2013)
Folia Zool.
, vol.62
, pp. 67-75
-
-
Stache, A.1
Heller, E.2
Hothorn, T.3
Heurich, M.4
-
43
-
-
33645690420
-
Low-rank scale-invariant tensor product smooths for generalized additive mixed models
-
Wood, S.N.: Low-rank scale-invariant tensor product smooths for generalized additive mixed models. Biometrics 62, 1025–1036 (2006b)
-
(2006)
Biometrics
, vol.62
, pp. 1025-1036
-
-
Wood, S.N.1
-
44
-
-
42149179133
-
Fast stable direct fitting and smoothness selection for generalized additive models
-
Wood, S.N.: Fast stable direct fitting and smoothness selection for generalized additive models. J. Royal Stat. Soc. Ser. B Stat. Methodol. 70, 495–518 (2008)
-
(2008)
J. Royal Stat. Soc. Ser. B Stat. Methodol.
, vol.70
, pp. 495-518
-
-
Wood, S.N.1
-
45
-
-
84953366260
-
-
Wood, S.N.: mgcv: GAMs with GCV/AIC/REML smoothness estimation and GAMMs by PQL. , (2010). R package version 1.7-2
-
Wood, S.N.: mgcv: GAMs with GCV/AIC/REML smoothness estimation and GAMMs by PQL. http://CRAN.R-project.org/package=mgcv, (2010). R package version 1.7-2
-
-
-
|