Publications
Articles
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Q.L. Nguyen, K. Hees, S. Hernandez Penna, F. König, M. Posch, M. Bofill Roig, E.L. Meyer, M.M. Freitag, T. Parke, M. Otte, H.-P. Dauben, T. Mielke,
C. Spiertz, P. Mesenbrink, M. Gidh-Jain, S. Pierre, S. Morello, B. Hofner (2024).
"Regulatory Issues of Platform Trials: Learnings from EU-PEARL".
Clinical Pharmacology & Therapeutics. 1-12.
DOI 10.1002/cpt.3244.
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Q. Nguyen, K. Hees, B. Hofner (2023).
"Adaptive platform trials: the impact of common controls on type one error and power".
Journal of Biopharmaceutical Statistics. 1-18.
DOI 10.1080/10543406.2023.2275765.
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A. Mayr, T. Wistuba, J. Speller, F. Gude, B. Hofner (2023).
"Linear or smooth? Enhanced model choice in boosting via deselection of base-learners".
Statistical Modelling. 23(5-6):441-455.
DOI 10.1177/1471082X231170045.
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B. Hofner, E. Asikanius, W. Jacquet, T. Framke, K. Oude Rengerink, L. Aguirre Dávila, M. Grünewald, F. Klinglmüller, M. Posch,
F.P. Leacy, T. Lang, A. Koch, J. Zinserling, K. Roes (2023).
"Vaccine Development during a Pandemic: General Lessons for Clinical Trial Design".
Statistics in Biopharmaceutical Research. 1-13.
DOI 10.1080/19466315.2023.2211538.
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I. Papadouli, J. Mueller-Berghaus, C. Beuneu, S. Ali, B. Hofner, F. Petavy,
K. Tzogani, A. Miermont, K. Norga, O. Kholmanskikh, T. Leest, M. Schuessler-Lenz, T. Salmonson, C. Gisselbrecht, J. Llinares Garcia, F. Pignatti (2020).
"EMA Review of Axicabtagene Ciloleucel (Yescarta) for the Treatment of Diffuse Large B-Cell Lymphoma".
The Oncologist. 25:894-902.
DOI 10.1634/theoncologist.2019-0646
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O. Collignon, C. Gartner, A.-B. Haidich, R.Hemmings, B. Hofner, F. Pétavy, M. Posch, K. Rantell, K. Roes, A. Schiel (2020).
"Current statistical considerations and regulatory perspectives on the planning of confirmatory basket, umbrella and platform trials".
Clinical Pharmacology & Therapeutics. 107:1059-1067.
DOI 10.1002/cpt.1804.
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J.-H. Trösemeier, S. Rudorf, H. Loessner, B. Hofner, C. Kamp (2020). "Modellentwicklung und maschinelles Lernen erhöhen die Proteinausbeute".
Biospektrum. 26:262-264. DOI 10.1007/s12268-020-1369-3.
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T. Richter-Heitmann*, B. Hofner*, F.-S. Krah, J. Sikorski, P. Wüst, B. Bunk, S. Huang, K. Regan, D. Berner, R. Boeddinghaus,
S. Marhan, D. Prati, E. Kandeler, J. Overmann, M. Friedrich (2020). "Stochastic Dispersal Rather Than Deterministic Selection Explains
the Spatio-Temporal Distribution of Soil Bacteria in a Temperate Grassland".
Frontiers in Microbiology. 11:1391.DOI 10.3389/fmicb.2020.01391.
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R. Fietkau, M. Hecht, B. Hofner, D. Lubgan, H. Iro, O. Gefeller, C. Rödel, M.Hautmann,
O. Kölbl, A. Salay, C. Rübe, P. Melchior, P. Breinl, W. Krings, S. Gripp, B. Wollenberg,
R. Keerl, U. Schreck, B. Siekmeyerm, G. Grabenbauer, P. Balermpas, for the PacCis-Study Group (2020).
"Randomized phase-III-trial of concurrent chemoradiation for locally advanced head and neck
cancer comparing dose reduced radiotherapy with paclitaxel/cisplatin to standard radiotherapy
with fluorouracil/cisplatin: The PacCis-trial"
Radiotherapy and Oncology, 144:209-217.
DOI 10.1016/j.radonc.2020.01.016.
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C. Weniger, A. Fujak, B. Hofner, M. Fuchs, R. Forst, R. Richter (2019).
"Long-term Results of Conservative Therapy of Adolescent Idiopathic Scoliosis Using the Cheneau Brace".
Klinische Pädiatrie, 231:248-254.
DOI 10.1055/a-0963-8996.
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G. Casalicchio, J. Bossek, M. Lang, D. Kirchhoff, P. Kerschke, B. Hofner
H. Seibold, J. Vanschoren, B. Bischl (2019).
"OpenML: An R Package to Connect to the Networked Machine Learning Platform OpenML".
Computational Statistics, 34:977-991.
DOI 10.1007/s00180-017-0742-2.
(Full text, view only).
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J.-H. Trösemeier, S. Rudorf, H. Loessner, B. Hofner, A. Reuter, T. Schulenborg,
I. Koch, I. Bekeredjian-Ding, R. Lipowsky, C. Kamp (2019).
"Optimizing the dynamics of protein expression".
Scientific Reports. 9:7511(2019).
DOI 10.1038/s41598-019-43857-5.
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G. Rauch, J. Röhmel, J. Gerß, A. Scherag, B. Hofner (2019).
"Aktuelle Herausforderungen bei der Bewertung von Ethikanträgen -
Aspekte der Digitalisierung und Personalisierung im Gesundheitswesen".
Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz. 62(6):758-764.
DOI 10.1007/s00103-019-02955-5.
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K. Blankenbach, N. Schwab, B. Hofner, O. Adams, B. Keller-Stanislawski, C. Warnke (2019).
"Natalizumab-associated progressive multifocal leukoencephalopathy in Germany".
Neurology. 92(19): e2232-e2239.
DOI 10.1212/WNL.0000000000007451.
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A. Smith, B. Hofner, J. Lamb, J. Osenkowski, T. Allison, G. Sadoti, S. McWilliams, P. Paton (2019).
"Modeling spatiotemporal abundance of mobile wildlife in highly variable environments using boosted GAMLSS hurdle models".
Ecology and Evolution. 9:2346-2364.
DOI 10.1002/ece3.4738.
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A. Mayr, L. Weinhold, B. Hofner, S. Titze, O. Gefeller, M. Schmid (2018).
"The betaboost package - a software tool for modelling bounded outcome variables
in potentially high-dimensional epidemiological data".
International Journal of Epidemiology. 47:1383-1388.
DOI 10.1093/ije/dyy093.
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E.-M. Stelzer, S. Book, E. Graessel, B. Hofner, J. Kornhuber, K. Luttenberger (2018).
"Bouldering psychotherapy reduces depressive symptoms even when general physical
activity is controlled for: a randomized controlled trial".
Heliyon. 4(3):e00580.
DOI 10.1016/j.heliyon.2018.e00580.
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J. Thomas, A. Mayr, B. Bischl, M. Schmid, A. Smith, B. Hofner (2018).
"Gradient boosting for distributional regression - faster tuning and improved variable selection via noncyclical updates".
Statistics and Computing. 28:673-687.
DOI 10.1007/s11222-017-9754-6.
(Full text, view only)
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A. Mayr, B. Hofner (2018). "Boosting for statistical modelling - a non-technical introduction".
Statistical Modelling: An International Journal. 18: 365-384.
DOI 10.1177/1471082X17748086.
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O. Gefeller, B. Hofner, A. Mayr, E. Waldmann (2017).
Editorial: "Predictive Modelling Based on Statistical Learning in Biomedicine".
Computational and Mathematical Methods in Medicine. 2017,
Article ID 4041736, 1-3. DOI 10.1155/2017/4041736.
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P. Bahrmann, T. Bertsch, E. Giannitsis, M. Christ, B. Hofner, R. Christenson, B. Lindahl,
C. Mueller (2017). "Quantification of renal function and cardiovascular mortality in patients
admitted to the emergency department with suspected acute coronary syndromes: results from the
TRAPID-AMI study".
Clinical Laboratory, 63:1457-1466. DOI 10.7754/Clin.Lab.2017.170326"
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A. Mayr, B. Hofner, E. Waldmann, T. Hepp, O. Gefeller, M, Schmid (2017).
"An update on statistical boosting in biomedicine".
Computational and Mathematical Methods in Medicine. 2017, Article ID 6083072, 1-12. DOI 10.1155/2017/6083072.
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S. Friedrichs, J. Manitz, P. Burger, C.I. Amos, A. Risch, J.C. Chang-Claude, H.E. Wichmann, T. Kneib,
H. Bickeböller, B. Hofner (2017).
"Pathway-Based Kernel Boosting for the Analysis of Genome-Wide Association Studies".
Computational and Mathematical Methods in Medicine, 2017, Article ID 6742763, 1-17. DOI 10.1155/2017/6742763.
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I. Dörfler, J. Müller, M. Gossner, B. Hofner, W. Weisser (2017).
"Success of a deadwood enrichment strategy in production forests depends on stand type and management intensity".
Forest Ecology and Management, 400, 607-620.
DOI 10.1016/j.foreco.2017.06.013.
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M. Burow, R. Forst, J. Forst, B. Hofner, A. Fujak (2017).
"Perioperative complications of scoliosis surgery in patients
with Duchenne muscular dystrophy and spinal muscular atrophy,
focussing on wound healing disorders".
International Journal of Neuroscience, 127(6):479-485. DOI 10.1080/00207454.2016.1196688.
(Abstract,
PDF)
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P. Bahrmann, M. Christ, B. Hofner, A. Bahrmann, S. Achenbach,
C. Sieber, T. Bertsch (2016). "Prognostic value of different biomarkers
for cardiovascular death in unselected older patients in the emergency
department". European Heart Journal: Acute
Cardiovascular Care, 5:568-578. DOI 10.1177/2048872615612455.
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B. Hofner, A. Mayr, M. Schmid
(2016). "gamboostLSS: An R Package for Model Building and Variable
Selection in the GAMLSS Framework". Journal of Statistical
Software, 74(1):1-31.
DOI 10.18637/jss.v074.i01.
(Abstract,
PDF)
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A. Mayr, B. Hofner, M. Schmid (2016).
"Boosting the discriminatory power of sparse survival models
via optimization of the concordance index and stability selection".
BMC Bioinformatics,
17:288. DOI 10.1186/s12859-016-1149-8.
(PDF)
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S. Engel, A. Reiter-Jäschke, B. Hofner (2016). "EduKation demenz®: Psychoedukatives
Schulungsprogramm für Angehörige von Menschen mit Demenz". Zeitschrift
für Gerontologie und Geriatrie, 49:187-195.
DOI 10.1007/s00391-016-1034-0.
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B. Hofner, M. Schmid, L. Edler (2016). "Reproducible
research in statistics: A review and guidelines for the
Biometrical Journal". Biometrical Journal,
58:416-427. DOI 10.1002/bimj.201500156.
(Abstract,
PDF)
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B. Hofner, T. Kneib, T. Hothorn (2016). "A Unified Framework of Constrained Regression".
Statistics
and Computing, 26:1-14. DOI 10.1007/s11222-014-9520-y.
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R. Belli, A. Petschelt, B. Hofner, J. Hajto, S. Scherrer, U.
Lohbauer (2016). "Fracture rates and lifetime estimations of CAD/CAM
all-ceramic restorations". Journal
of Dental Research. 95, 67-73. DOI 10.1177/0022034515608187.
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B. Hofner, L. Boccuto and M. Göker (2015). "Controlling false
discoveries in high-dimensional situations: Boosting with stability
selection". BMC
Bioinformatics, 16:144. DOI 10.1186/s12859-015-0575-3
(Abstract,
PDF)
P. Bahrmann, A. Bahrmann, B. Hofner, M. Christ, S.
Achenbach, C. Sieber, T. Bertsch (2015). "Multiple biomarker strategy
for improved diagnosis of acute heart failure in older patients
presenting to the emergency department." European Heart Journal: Acute
Cardiovascular Care, 4:137-147. DOI 10.1177/2048872614541904
(Abstract,
PDF)
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S. Letz, C. Haag, E. Schulze, K. Frank-Raue, F. Raue, B.
Hofner, B. Mayr, C. Schöfl (2014). "Amino Alcohol- (NPS-2143)
and Quinazolinone-Derived Calcilytics (ATF936 and AXT914)
Differentially Mitigate Excessive Signalling of Calcium-Sensing
Receptor Mutants Causing Bartter Syndrome Type 5 and Autosomal
Dominant Hypocalcemia". PLoS
ONE, 9(12): e115178,
DOI 10.1371/journal.pone.0115178.
B. Balzien, B. Hofner, E. Harlander-Weikert, P. Frommelt, H.
Bork, R. Forst, A. Fujak (2014). "Orthopädische Beschwerden und
Funktionseinschränkungen beim Post-Polio-Syndrom" (English Title:
Musculoskeletal Symptoms in Patients with Post-Polio Syndrome).
Z Orthop Unfall, 152:241-246.
(Abstract,
PDF)
M. d. C. Montero-Calasanz, B. Hofner, M. Göker, M. Rohde, C.
Spröer, K. Hezbri, M. Gtari, P. Schumann, H.-P. Klenk (2014).
"Geodermatophilus poikilotrophi sp. nov., a multi-tolerant actinomycete
isolated from dolomitic marble." BioMed Research International, 2014(914767):1-11.
(Abstract,
PDF)
- Dedicated software package: lethal now available on
R-forge.
B. Hofner, A. Mayr, N. Robinzonov, M. Schmid (2014).
"Model-based Boosting in R: A Hands-on Tutorial Using the R Package mboost".
Computational
Statistics, 29:3-35.
(Abstract,
PDF)
L. A. I. Vaas, J. Sikorski, B. Hofner, A. Fiebig, N. Buddruhs,
H.-P. Klenk, M. Göker (2013). "opm: An R Package for Analysing
OmniLog® Phenotype MicroArray Data".
Bioinformatics,
29: 1823-1824.
(Abstract,
PDF)
- Dedicated software package: opm now available on
CRAN.
B. Hofner, T. Hothorn, T. Kneib (2013). "Variable Selection
and Model Choice in Structured Survival Models".
Computational
Statistics, 28:1079-1101.
(Abstract,
PDF)
K. Luttenberger, B. Hofner, E. Graessel (2012). "Are the
effects of a non-drug multimodal activation therapy of dementia
sustainable? Follow-up study 10 months after completion of a
randomised controlled
trial". BMC
Neurology, 12:151.
(Abstract and PDF)
A. Mayr, N. Fenske, B. Hofner, T. Kneib, M. Schmid (2012).
"Generalized additive models for location, scale and shape for high dimensional data - a flexible approach based on
boosting." Journal of
the Royal Statistical Society, Series C (Applied Statistics),
61:403-427.
(Abstract,
PDF)
- Dedicated software package: gamboostLSS now available on
CRAN.
A. Mayr, B. Hofner, M. Schmid (2012).
"The importance of knowing when to stop - a sequential stopping rule for component-wise gradient boosting".
Methods of Information in Medicine, 51:178-186.
(Abstract,
PDF)
C. P. Schneider, J. Fertmann, J. Miesen, H. Wolf, C.
Flexeder, B. Hofner, H. Küchenhoff, K.-W. Jauch, W. H. Hartl
(2012). "Short-term prognosis of critically ill surgical patients: The
impact of duration of invasive organ support therapies."
Journal of Critical
Care, 27:73-82.
(Abstract,
PDF)
B. Hofner, T. Hothorn, T. Kneib, M. Schmid (2011).
"A Framework for Unbiased Model Selection Based on Boosting".
Journal of
Computational and Graphical Statistics, 20:956-971.
(Abstract,
PDF,
Supplements)
B. Hofner, J. Müller, T. Hothorn (2011).
"Monotonicity-Constrained Species Distribution Models".
Ecology, 92:1895-1901.
(Abstract,
PDF, Supplements)
K. Bayerlein, T. Kraus, I. Leinonen, D. Pilniok, A. Rotter, B.
Hofner, J. Schwitulla, W. Sperling, J. Kornhuber, T. Biermann (2011).
"Orexin A expression and promoter methylation in patients with
alcohol dependence comparing acute and protracted withdrawal".
Alcohol, 45:541-547.
(Abstract)
A. Tzschoppe, E. Struwe, W. Rascher, H. Dörr, R. Schild, T. Goecke,
M. Beckmann, B. Hofner, J. Kratzsch, J. Dötsch (2011).
"Intrauterine growth restriction (IUGR) is associated with increased
leptin synthesis and binding capability in neonates".
Clinical Endocrinology, 74:459-466.
(Abstract,
PDF)
B. Hofner, T. Kneib, W. Hartl, H. Küchenhoff (2011).
"Building Cox-Type Structured Hazard Regression Models with
Time-Varying Effects."
Statistical Modelling: An
International Journal, 11:3-24.
(Abstract,
PDF)
T. Hothorn, P. Bühlmann, T. Kneib, M. Schmid, B. Hofner
(2010). "Model-based Boosting 2.0".
Journal of Machine Learning
Research, 11:2109-2113
(Abstract,
PDF)
C. P. Schneider, J. Fertmann, S. Geiger, H. Wolf, H.
Biermeier, B. Hofner, H. Küchenhoff, K.-W. Jauch, W. H. Hartl (2010).
"Long-term survival after surgical critical illness: the impact of
prolonged organ support therapy."
Annals of
Surgery, 251(6):1145-1153.
(Abstract)
- This mauscript was awarded with the Georg Heberer Award 2011
(ger,
en).
C. P. Schneider, C. Seyboth, M. Vilsmaier, H. Küchenhoff, B.
Hofner, K.-W. Jauch, W. H. Hartl (2009). "Prognostic factors in
critically ill patients suffering from secondary peritonitis: a
retrospective observational survival time analysis." World Journal
of Surgery, 33:34-43.
(Abstract,
PDF)
P. Moubarak, S. Zilker, H. Wolf, B. Hofner, T. Kneib, H.
Küchenhoff, K.-W. Jauch, W. H. Hartl (2008). "Activity-guided
antithrombin III therapy in severe surgical sepsis: Efficacy and
safety according to a retrospective data analysis".
Shock,
30:634-641.
(Abstract)
J. Fertmann, H. Wolf, H. Küchenhoff, B. Hofner, K.W. Jauch
KW, W.H. Hartl (2008). "Prognostic factors in critically ill surgical
patients requiring continuous renal replacement therapy." Journal
of Nephrology, 21:909-918. (Abstract)
Book Review
Books / Book chapters
F. Otto-Sobotka, R. Mirkov, B. Hofner, T. Kneib (2021).
"Modeling flow in gas transmission networks using shape-constrained expectile regression".
Daouia, A., Ruiz-Gazen, A. (eds) Advances in Contemporary Statistics and Econometrics, pp. 261-280.
Springer, Cham. DOI: 10.1007/978-3-030-73249-3_14
B. Hofner, A. Smith (2015).
"Boosted negative binomial hurdle models for spatiotemporal abundance of sea birds".
In H. Friedl, H. Wagner (eds.) Proceedings of the 30th International Workshop on Statistical Modelling, pp. 221-226.
Linz, Austria. (PDF)
A. Mayr, B. Hofner, M. Schmid (2015).
"Boosting the discriminatory power of survival models via the C-index and stability selection".
In H. Friedl, H. Wagner (eds.) Proceedings of the 30th International Workshop on Statistical Modelling, pp. 296-301.
Linz, Austria.
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C. Benhamda, A. Benkahla, S. Ben Miled, H. Ouled-Haddar, M.d.C. Montero-Calasanz, M. Gtari, A. Cherif, B. Hofner, K. Ghedira, H. Sghaier (2015).
"The RadioP1: An Integrative Web Resource for Radioresistant Prokaryotes", Evolution of Ionizing Radiation Research, Dr. Mitsuru Nenoi (Ed.), InTech.
(Abstract,
PDF)
F. Sobotka, R. Mirkov, B. Hofner, P. H. C. Eilers, T. Kneib (2012).
"Modeling flow in gas transmission networks using shape-constrained expectile regression".
In A. Komárek and S. Nagy (eds.) Proceedings of the 27th
International Workshop on Statistical Modelling, pp. 315-320.
Prague, Czech Republic.
A. Mayr, N. Fenske, B. Hofner,T. Kneib, M. Schmid (2011).
"Boosting Generalized Additive Models for Location, Scale and Shape".
In D. Conesa, A. Forte, A. Lopez-Quilez and F. Munoz (eds.) Proceedings of the 26th International Workshop on Statistical Modelling, pp. 384-389.
Valencia, Spain.
- Best student paper award of the IWSM 2011 was awarded to A. Mayr for this work.
-
B. Hofner (2011). "Boosting in Structured Additive Models".
Dissertation, LMU München. Verlag Dr. Hut, München.
(Abstract and PDF)
Other documents (not peer-reviewed)
-
B. Hofner (2018). "Boosting methods for complex biological and biomedical applications". Habilitationsschrift.
Available upon request.
B. Hofner*, L. Vaas*, J.-P. Lawo, T. Müller, J. Sikorski, D. Repsilber (2012).
"Biologists meet statisticians: A workshop for young scientists to foster interdisciplinary team work".
Technical Report, arXiv:1208.5597v1.
* equal contributions
B. Hofner, F. Scheipl (2016).
Guidelines for Code and Data Submission: Speciffc Guidance on Reproducible Research (RR).
URL
http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1521-4036/homepage/RR_Guideline.pdf
B. Hofner (2008). "Variable Selection and Model Choice in Survival
Models with Time-Varying Effects". Diplomarbeit,
Ludwig-Maximilians-Universität München.
(PDF)
External Resources
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