@article{PelkaFriedrichNensaetal.2020,
  author    = {Pelka, Obioma and Friedrich, Christoph M. and Nensa, Felix and M{\"o}nninghoff, Christoph and Bloch, Louise and J{\"o}ckel, Karl-Heinz and Schramm, Sara and Sanchez Hoffmann, Sarah and Winkler, Angela and Weimar, Christian and Jokisch, Martha},
  title     = {Sociodemographic data and APOE-ε4 augmentation for MRI-based detection of amnestic mild cognitive impairment using deep learning systems},
  series = {PLoS ONE},
  volume    = {2020},
  issn      = {1932-6203},
  year      = {2020},
  language  = {en}
}
@article{van't HofRuigrokFriedrich2016,
  author    = {van't Hof, Femke N. G. and Ruigrok, Ynte M. and Friedrich, Christoph M.},
  title     = {Shared genetic risk factors of intracranial, abdominal and thoracic aneurysms},
  series = {Journal of the American Heart Association},
  volume    = {5 (2016)},
  number    = {7},
  year      = {2016},
  language  = {en}
}
@article{SahadevanHofmann-ApitiusFriedrich2012,
  author    = {Sahadevan, S. and Hofmann-Apitius, M. and Friedrich, Christoph M.},
  title     = {Text mining in livestock animal science},
  series = {Journal of animal science},
  volume    = {90 (2012)},
  number    = {10},
  issn      = {1525-3163},
  pages     = {11},
  year      = {2012},
  language  = {en}
}
@article{ThomasKlingerFriedrich2011,
  author    = {Thomas, Philippe E. and Klinger, Roman and Friedrich, Christoph M.},
  title     = {Challenges in the association of human single nucleotide polymorphism mentions with unique database identifiers},
  series = {BMC Bioinformatics},
  volume    = {12 (2011)},
  number    = {Supplement 4},
  issn      = {1471-2105},
  year      = {2011},
  language  = {en}
}
@article{BijlengaEbelingFriedrich2013,
  author    = {Bijlenga, Philippe and Ebeling, Christian and Friedrich, Christoph M.},
  title     = {Risk of rupture of small anterior communicating artery aneurysms is similar to posterior circulation aneurysms},
  series = {Stroke},
  volume    = {44 (2013)},
  number    = {11},
  issn      = {0039-2499},
  pages     = {9},
  year      = {2013},
  language  = {en}
}
@incollection{H{\"u}lsmannBorscheidFriedrich2011,
  author    = {H{\"u}lsmann, Marco and Borscheid, Detlef and Friedrich, Christoph M.},
  title     = {General sales forecast models for automobile markets based on time series analysis and data mining techniques},
  series = {Advances in data mining : applications and theoretical aspects},
  publisher = {Springer-Verlag},
  address   = {Berlin},
  pages     = {15},
  year      = {2011},
  language  = {en}
}
@incollection{CheboutiFriedrich2015,
  author    = {Chebouti, Issam and Friedrich, Christoph M.},
  title     = {Association between tumor infiltrating immune cells, circulating tumor cells in blood and disseminated tumor cells in the bone marrow in patients with primary ovarian cancer},
  series = {Proceedings : AACR 106th annual meeting 2015 ; April 18-22, 2015, Philadelphia, PA},
  publisher = {American Association for Cancer Research},
  address   = {Philadelphia, PA},
  year      = {2015},
  language  = {en}
}
@incollection{PelkaFriedrich2015,
  author    = {Pelka, Obioma and Friedrich, Christoph M.},
  title     = {FHDO biomedical computer science group at medical classication task of ImageCLEF 2015},
  series = {CLEF 2015 working notes : working notes of CLEF 2015 - Conference and Labs of the Evaluation forum, Toulouse, France, September 8 - 11, 2015},
  year      = {2015},
  language  = {en}
}
@incollection{GurulingappaM{\"u}llerFriedrich2010,
  author    = {Gurulingappa, Harsha and M{\"u}ller, Bernd and Friedrich, Christoph M.},
  title     = {Prior art search in chemistry patents based on semantic concepts and co-citation analysis},
  series = {The nineteenth text REtrieval conference (TREC 2010) proceedings},
  year      = {2010},
  language  = {en}
}
@article{PelkaFriedrich2016,
  author    = {Pelka, Obioma and Friedrich, Christoph M.},
  title     = {Modality prediction of biomedical literature images using multimodal feature representation = Klassifikation von Bildern der biomedizinischen Literatur unter Anwendung multimodaler Merkmale},
  series = {GMS Medizinische Informatik, Biometrie und Epidemiologie},
  volume    = {12 (2016)},
  number    = {2},
  issn      = {1860-9171},
  pages     = {11},
  year      = {2016},
  language  = {en}
}
@article{KoitkaFriedrich2016,
  author    = {Koitka, Sven and Friedrich, Christoph M.},
  title     = {nmfgpu4R: GPU-accelerated computation of the Non-Negative Matrix Factorization (NMF) using CUDA capable hardware},
  series = {The R Journal},
  volume    = {8 (2016)},
  number    = {2},
  pages     = {11},
  year      = {2016},
  language  = {en}
}
@incollection{M{\"u}llerPl{\"o}gerFriedrich2016,
  author    = {M{\"u}ller, David and Pl{\"o}ger, Sabrina and Friedrich, Christoph M.},
  title     = {Random-Forest-Implementierung auf SAP HANA},
  series = {Schriftenreihe des Fachbereichs Informatik der Fachhochschule Dortmund - Band 2},
  publisher = {Monsenstein und Vannerdat},
  address   = {M{\"u}nster},
  pages     = {15},
  year      = {2016},
  language  = {de}
}
@article{YounesiToldoFriedrich2012,
  author    = {Younesi, E. and Toldo, L. and Friedrich, Christoph M.},
  title     = {Mining biomarker information in biomedical literature},
  series = {BMC Medical informatics \& decision making},
  issn      = {1472-6947},
  year      = {2012},
  language  = {en}
}
@article{H{\"u}lsmannBorscheidFriedrich2012,
  author    = {H{\"u}lsmann, Marco and Borscheid, Detlef and Friedrich, Christoph M.},
  title     = {General sales forecast models for automobile markets and their analysis},
  series = {Transactions on machine learning and data mining},
  volume    = {5 (2012)},
  number    = {2},
  issn      = {1865-6781},
  pages     = {22},
  year      = {2012},
  language  = {en}
}
@article{{\"U}st{\"u}nkar{\"O}z{\"o}ğ{\"u}r-Ayk{\"u}zFriedrich2012,
  author    = {{\"U}st{\"u}nkar, G{\"u}rkan and {\"O}z{\"o}ğ{\"u}r-Ayk{\"u}z, S{\"u}reyya and Friedrich, Christoph M.},
  title     = {Selection of representative SNP sets for genome-wide association studies},
  series = {Optimization letters},
  volume    = {6 (2012)},
  number    = {6},
  issn      = {1862-4472},
  pages     = {12},
  year      = {2012},
  language  = {en}
}
@article{BenknerArbonaFriedrich2010,
  author    = {Benkner, Siegfried and Arbona, Antonia and Friedrich, Christoph M.},
  title     = {@neurIST},
  series = {IEEE transactions on information technology in biomedicine},
  volume    = {14 (2010)},
  number    = {6},
  issn      = {1089-7771},
  pages     = {13},
  year      = {2010},
  language  = {en}
}
@incollection{KoitkaFriedrich2016,
  author    = {Koitka, Sven and Friedrich, Christoph M.},
  title     = {Traditional feature engineering and deep learning approaches at medical classification task of ImageCLEF 2016},
  series = {Working notes of CLEF 2016 : conference and labs of the evaluation forum, {\´E}vora, Portugal, 5-8 September 2016},
  pages     = {14},
  year      = {2016},
  language  = {en}
}
@article{Bakkervan der SpekFriedrich2020,
  author    = {Bakker, Mark K. and van der Spek, Rick A. A. and Friedrich, Christoph M.},
  title     = {Genome-wide association study of intracarnial aneurysms identifies 17 risk loci and genetic overlap with clinical risk factors},
  series = {Nature Genetics},
  volume    = {2020},
  number    = {12},
  issn      = {1061-4036},
  pages     = {1303 -- 1313},
  year      = {2020},
  language  = {en}
}
@article{MechWohllebenGhanemetal.2020,
  author    = {Mech, Agnieszka and Wohlleben, Wendel and Ghanem, Antoine and Hodoroaba, Vasile-Dan and Weigel, Stefan and Babick, Frank and Br{\"u}ngel, Raphael and Friedrich, Christoph M. and Rasmussen, Kirsten and Rauscher, Hubert},
  title     = {Nano or not nano? A structured approach for identifying nanomaterials according to the European Commission's definition},
  series = {Small},
  volume    = {16 (2020)},
  number    = {36},
  issn      = {1613-6810},
  year      = {2020},
  language  = {en}
}
@incollection{BlochBokettaKeibeletal.2020,
  author    = {Bloch, Louise and Boketta, Adrian and Keibel, Christopher and Mense, Eric and Michailutschenko, Alex and Pelka, Obioma and R{\"u}ckert, Johannes and Willemeit, Leon and Friedrich, Christoph M.},
  title     = {Combination of image and location information for snake species identification using object detection and EfficientNets},
  series = {CLEF 2020: CLEF 2020 working notes : working notes of CLEF 2020 - Conference and Labs of the Evaluation Forum : Thessaloniki, Greece, September 22-25, 202},
  publisher = {RWTH Aachen},
  address   = {Aachen},
  year      = {2020},
  language  = {en}
}
@incollection{Seco de HerreraIonescuM{\"u}lleretal.2022,
  author    = {Seco de Herrera, Alba G. and Ionescu, Bogdan and M{\"u}ller, Henning and P{\´e}teri, Renaud and Ben Abacha, Asma and Friedrich, Christoph M. and R{\"u}ckert, Johannes and Bloch, Louise and Br{\"u}ngel, Raphael and Idrissi-Yaghir, Ahmad and Sch{\"a}fer, Henning and Kozlovski, Serge and Dicente Cid, Yashin and Kovalev, Vassili and Chamberlain, Jon and Clark, Adrian and Campello, Antonio and Schindler, Hugo and Deshayes, J{\´e}rome and Popescu, Adrian and Ştefan, Liviu-Daniel and Constantin, Mihai Gabriel and Dogariu, Mihai},
  title     = {ImageCLEF 2022: multimedia retrieval in medical, nature, fusion and internet applications},
  series = {Advances in Information Retrieval: 44th European Conference on IR Research, ECIR 2022, Stavanger, Norway, April 10-14, 2022, Proceedings, Part II},
  publisher = {Springer International Publishing},
  address   = {Cham},
  pages     = {382 -- 389},
  year      = {2022},
  language  = {en}
}
@article{KoitkaKimQuetal.2020,
  author    = {Koitka, Sven and Kim, Moon S. and Qu, Ming and Fischer, Asja and Friedrich, Christoph M. and Nensa, Felix},
  title     = {Mimicking the radiologists' workflow: estimating pediatric hand bone age with stacked deep neural networks},
  series = {Medical Image Analysis},
  volume    = {64 (2020)},
  issn      = {1361-8415},
  year      = {2020},
  language  = {en}
}
@incollection{FritzlerKoitkaFriedrich2017,
  author    = {Fritzler, Andreas and Koitka, Sven and Friedrich, Christoph M.},
  title     = {Recognizing bird species in audio files using transfer learning},
  series = {CLEF 2017 working notes : working notes of CLEF 2017 - Conference and Labs of the Evaluation Forum : Dublin, Ireland, September 11-14, 2017},
  publisher = {RWTH Aachen},
  address   = {Aachen},
  year      = {2017},
  language  = {en}
}
@incollection{Br{\"u}ngelR{\"u}ckertWohllebenetal.2017,
  author    = {Br{\"u}ngel, Raphael and R{\"u}ckert, Johannes and Wohlleben, Wendel and Babick, Frank and Ghanem, Antoine and Gaillard, Claire and Mech, Agnieszka and Rauscher, Hubert and Weigel, Stefan and Friedrich, Christoph M.},
  title     = {The NanoDefiner e-tool},
  series = {Proceedings of the 2017 IEEE Nanotechnology Material and Devices Conference : October 2-4, 2017, Singapore},
  publisher = {IEEE},
  address   = {Piscataway, NJ},
  pages     = {71 -- 72},
  year      = {2017},
  language  = {en}
}
@incollection{EckertBlexFriedrich2018,
  author    = {Eckert, Martin and Blex, Matthias and Friedrich, Christoph M.},
  title     = {Object detection featuring 3D audio localization for Microsoft HoloLens},
  series = {BIOSTEC 2018 : Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies},
  publisher = {SCITEPRESS - Science and Technology Publications, Lda},
  address   = {Set{\´u}bal},
  pages     = {555 -- 561},
  year      = {2018},
  language  = {en}
}
@incollection{EhmkeWesslingFriedrich2018,
  author    = {Ehmke, Christopher and Wessling, Florian and Friedrich, Christoph M.},
  title     = {Proof-of-Property - a lightweight and scalable blockchain protocol},
  series = {2018 ACM/IEEE 1st International Workshop on Emerging Trends in Software Engineering for Blockchain : WETSEB 2018 : 27 May 2018, Gothenburg, Sweden : proceedings},
  publisher = {IEEE},
  address   = {Piscataway, NJ},
  pages     = {48 -- 51},
  year      = {2018},
  language  = {en}
}
@incollection{KoitkaFriedrich2017,
  author    = {Koitka, Sven and Friedrich, Christoph M.},
  title     = {Optimized convolutional neural network ensembles for medical subfigure classification},
  series = {Experimental IR meets multilinguality, multimodality, and interaction : 8th International Conference of the CLEF Association, CLEF 2018, Avignon, France, September 11-14, 2017, proceedings},
  publisher = {Springer International Publishing},
  address   = {Cham},
  pages     = {57 -- 68},
  year      = {2017},
  language  = {en}
}
@incollection{LudwigPiorekKelchetal.2017,
  author    = {Ludwig, Andreas and Piorek, Helga and Kelch, Andreas and Rex, David and Koitka, Sven and Friedrich, Christoph M.},
  title     = {Improving model performance for plant image classification with filtered noisy images},
  series = {CLEF 2017 working notes : working notes of CLEF 2017 - Conference and Labs of the Evaluation Forum : Dublin, Ireland, September 11-14, 2017},
  publisher = {RWTH Aachen},
  address   = {Aachen},
  year      = {2017},
  language  = {en}
}
@article{M{\"u}thingJ{\"a}schkeFriedrich2017,
  author    = {M{\"u}thing, Jannis and J{\"a}schke, Thomas and Friedrich, Christoph M.},
  title     = {Client-focused security assessment of mHealth apps and recommended practices to prevent or mitigate transport security issues},
  series = {JMIR mHealth and uHealth},
  volume    = {5 (2017)},
  number    = {10},
  issn      = {2291-5222},
  year      = {2017},
  language  = {en}
}
@article{NashanFriedrichGeissleretal.2018,
  author    = {Nashan, D. and Friedrich, Christoph M. and Geissler, E. and Schmitt-Graeff, A. and Klein, F. and Meiss, F.},
  title     = {Prim{\"a}r kutane Lymphome - eine Fallserie von 163 Patienten},
  series = {Der Hautarzt},
  volume    = {69 (2018)},
  number    = {12},
  issn      = {0017-8470},
  pages     = {1014 -- 1020},
  year      = {2018},
  language  = {de}
}
@incollection{PelkaFriedrich2017,
  author    = {Pelka, Obioma and Friedrich, Christoph M.},
  title     = {Keyword generation for biomedical image retrieval with recurrent neural networks},
  series = {CLEF 2017 working notes : working notes of CLEF 2017 - Conference and Labs of the Evaluation Forum : Dublin, Ireland, September 11-14, 2017},
  publisher = {RWTH Aachen},
  address   = {Aachen},
  year      = {2017},
  language  = {en}
}
@incollection{PelkaKoitkaR{\"u}ckertetal.2018,
  author    = {Pelka, Obioma and Koitka, Sven and R{\"u}ckert, Johannes and Nensa, Felix and Friedrich, Christoph M.},
  title     = {Radiology Objects in Context (ROCO)},
  series = {Intravascular imaging and computer assisted stenting and large-scale annotation of biomedical data and expert label synthesis : 7th Joint International Workshop, CVII-STENT 2018 and Third International Workshop, LABELS 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16, 2018, proceedings},
  publisher = {Springer International Publishing},
  address   = {Cham},
  pages     = {180 -- 189},
  year      = {2018},
  language  = {en}
}
@incollection{PelkaNensaFriedrich2018,
  author    = {Pelka, Obioma and Nensa, Felix and Friedrich, Christoph M.},
  title     = {Adopting semantic information of grayscale radiographs for image classification and retrieval},
  series = {BIOSTEC 2018 : Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies},
  publisher = {SCITEPRESS - Science and Technology Publications, Lda},
  address   = {Set{\´u}bal},
  pages     = {179 -- 187},
  year      = {2018},
  language  = {en}
}
@article{PelkaNensaFriedrich2018,
  author    = {Pelka, Obioma and Nensa, Felix and Friedrich, Christoph M.},
  title     = {Annotation of enhanced radiographs for medical image retrieval with deep convolutional neural networks},
  series = {PLOS ONE},
  volume    = {2018},
  issn      = {1932-6203},
  year      = {2018},
  language  = {en}
}
@incollection{PelkaNensaFriedrich2019,
  author    = {Pelka, Obioma and Nensa, Felix and Friedrich, Christoph M.},
  title     = {Optimizing body region classification with deep convolutional activation features},
  series = {Computer Vision - ECCV 2018 workshops : Munich, Germany, September 8-14, 2018, Proceedings, Part IV},
  publisher = {Springer International Publishing},
  address   = {Cham},
  pages     = {699 -- 704},
  year      = {2019},
  language  = {en}
}
@incollection{TrotzekKoitkaFriedrich2017,
  author    = {Trotzek, Marcel and Koitka, Sven and Friedrich, Christoph M.},
  title     = {Linguistic metadata augmented classifiers at the CLEF 2017 task for early detection of depression},
  series = {CLEF 2017 working notes : working notes of CLEF 2017 - Conference and Labs of the Evaluation Forum : Dublin, Ireland, September 11-14, 2017},
  publisher = {RWTH Aachen},
  address   = {Aachen},
  year      = {2017},
  language  = {en}
}
@incollection{TrotzekKoitkaFriedrich2018,
  author    = {Trotzek, Marcel and Koitka, Sven and Friedrich, Christoph M.},
  title     = {Early detection of depression based on linguistic metadata augmented classifiers revisited},
  series = {Experimental IR meets multilinguality, multimodality, and interaction : 9th International Conference of the CLEF Association, CLEF 2018, Avignon, France, September 10-14, 2018, proceedings},
  publisher = {Springer International Publishing},
  address   = {Cham},
  pages     = {191 -- 202},
  year      = {2018},
  language  = {en}
}
@incollection{TrotzekKoitkaFriedrich2018,
  author    = {Trotzek, Marcel and Koitka, Sven and Friedrich, Christoph M.},
  title     = {Word embeddings and linguistic metadata at the CLEF 2018 Tasks for early detection of depression and anorexia},
  series = {Experimental IR meets multilinguality, multimodality, and interaction : 9th International Conference of the CLEF Association, CLEF 2018, Avignon, France, September 10-14, 2018, proceedings},
  publisher = {Springer International Publishing},
  address   = {Cham},
  year      = {2018},
  language  = {en}
}