-
1
-
-
0031531764
-
A characterization of Markov equivalence classes for acyclic digraphs
-
ANDERSSON, S. A., MADIGAN, D. & PERLMAN, M. D. (1997). A characterization of Markov equivalence classes for acyclic digraphs. Ann. Statist. 25, 505-41.
-
(1997)
Ann. Statist.
, vol.25
, pp. 505-541
-
-
Andersson, S.A.1
Madigan, D.2
Perlman, M.D.3
-
2
-
-
84895791592
-
High-dimensional statistics with a view towards applications in biology
-
BUHLMANN, P., KALISCH, M. & MEIER, L. (2014). High-dimensional statistics with a view towards applications in biology. Ann. Rev. Statist. Appl. 1, 255-78.
-
(2014)
Ann. Rev. Statist. Appl.
, vol.1
, pp. 255-278
-
-
Buhlmann, P.1
Kalisch, M.2
Meier, L.3
-
3
-
-
0002013121
-
A transformational characterization of equivalent Bayesian network structures
-
(UAI1995). San Francisco, California: Morgan Kaufmann
-
CHICKERING, D. M. (1995). A transformational characterization of equivalent Bayesian network structures. In Proc. 11th Conf. Uncertainty Artificial Intel. (UAI1995). San Francisco, California: Morgan Kaufmann, pp. 87-98.
-
(1995)
Proc. 11th Conf. Uncertainty Artificial Intel
, pp. 87-98
-
-
Chickering, D.M.1
-
4
-
-
0042967741
-
Optimal structure identification with greedy search
-
CHICKERING, D. M. (2002). Optimal structure identification with greedy search. J. Mach. Learn. Res. 3, 507-54.
-
(2002)
J. Mach. Learn. Res.
, vol.3
, pp. 507-554
-
-
Chickering, D.M.1
-
6
-
-
0038391397
-
Boosting for tumor classification with gene expression data
-
DETTLING, M. & BUHLMANN, P. (2003). Boosting for tumor classification with gene expression data. Bioinformatics 19, 1061-9.
-
(2003)
Bioinformatics
, vol.19
, pp. 1061-1069
-
-
Dettling, M.1
Buhlmann, P.2
-
7
-
-
84858789485
-
Nonlinear causal discovery with additive noise models
-
(NIPS 2008). Red Hook, New York: Curran Associates
-
HOYER, P., JANZING, D., MOOIJ, J., PETERS, J. & SCHOLKOPF, B. (2009). Nonlinear causal discovery with additive noise models. In Adv. Neural Info. Proces. Syst. 21 (NIPS 2008). Red Hook, New York: Curran Associates, pp. 689-96.
-
(2009)
Adv. Neural Info. Proces. Syst.
, vol.21
, pp. 689-696
-
-
Hoyer, P.1
Janzing, D.2
Mooij, J.3
Peters, J.4
Scholkopf, B.5
-
8
-
-
0004047518
-
-
New York: Oxford University Press
-
LAURITZEN, S. (1996). Graphical Models. New York: Oxford University Press.
-
(1996)
Graphical Models
-
-
Lauritzen, S.1
-
11
-
-
80053168312
-
Identifiability of causal graphs using functional models
-
(UAI2011). Corvallis, Oregon: AUAI Press
-
PETERS, J., MOOIJ, J. M., JANZING, D. & SCHOLKOPF, B. (2011). Identifiability of causal graphs using functional models. In 27th Conf. Uncertainty Artificial Intel. (UAI2011). Corvallis, Oregon: AUAI Press, pp. 589-98.
-
(2011)
27th Conf. Uncertainty Artificial Intel
, pp. 589-598
-
-
Peters, J.1
Mooij, J.M.2
Janzing, D.3
Scholkopf, B.4
-
12
-
-
33749326177
-
A linear non-Gaussian acyclic model for causal discovery
-
SHIMIZU, S., HOYER, P. O., HYVARINEN, A. & KERMINEN, A. (2006). A linear non-Gaussian acyclic model for causal discovery. J. Mach. Learn. Res. 7, 2003-30.
-
(2006)
J. Mach. Learn. Res.
, vol.7
, pp. 2003-2030
-
-
Shimizu, S.1
Hoyer, P.O.2
Hyvarinen, A.3
Kerminen, A.4
-
13
-
-
0003614273
-
-
Cambridge, Massachusetts: MIT Press 2nd ed
-
SPIRTES, P., GLYMOUR, C. & SCHEINES, R. (2000). Causation, Prediction, and Search. Cambridge, Massachusetts: MIT Press, 2nd ed.
-
(2000)
Causation, Prediction, and Search
-
-
Spirtes, P.1
Glymour, C.2
Scheines, R.3
-
14
-
-
79955877490
-
Nonlinear directed acyclic structure learning with weakly additive noise models
-
(NIPS 2009). Red Hook, New York: Curran Associates
-
TILLMAN, R., GRETTON, A. & SPIRTES, P. (2010). Nonlinear directed acyclic structure learning with weakly additive noise models. In Adv. Neural Info. Proces. Syst. 22 (NIPS 2009). Red Hook, New York: Curran Associates, pp. 1847-55.
-
(2010)
Adv. Neural Info. Proces. Syst.
, vol.22
, pp. 1847-1855
-
-
Tillman, R.1
Gretton, A.2
Spirtes, P.3
-
15
-
-
84879127873
-
Geometry of the faithfulness assumption in causal inference
-
UHLER, C, RASKUTTI, G., BUHLMANN, P. & YU, B. (2013). Geometry of the faithfulness assumption in causal inference. Ann. Statist. 41, 436-63.
-
(2013)
Ann. Statist.
, vol.41
, pp. 436-463
-
-
Uhler, C.1
Raskutti, G.2
Buhlmann, P.3
Yu, B.4
-
16
-
-
84879140981
-
0-penalized maximum likelihood for sparse directed acyclic graphs
-
0-penalized maximum likelihood for sparse directed acyclic graphs. Ann. Statist. 41, 536-67.
-
(2013)
Ann. Statist.
, vol.41
, pp. 536-567
-
-
Van De Geer, S.1
Buhlmann, P.2
-
17
-
-
44349095903
-
Detection of unfaithfulness and robust causal inference
-
ZHANG, J. & SPIRTES, P. (2008). Detection of unfaithfulness and robust causal inference. Minds Mach. 18, 239-71.
-
(2008)
Minds Mach.
, vol.18
, pp. 239-271
-
-
Zhang, J.1
Spirtes, P.2
|