Probabilistic modeling and machine learning in structural and systems biology

BMC Bioinformatics

Volumn 8, Issue SUPPL. 2, 2008, Pages

  Kaski, Samuel ^a   Rousu, Juho ^b   Ukkonen, Esko ^b  

^a HELSINKI INSTITUTE FOR INFORMATION TECHNOLOGY   (Finland)

^b UNIVERSITY OF HELSINKI   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

EXTENDED VERSIONS; FINLAND; PROBABILISTIC MODELING; SYSTEMS BIOLOGY;

LEARNING SYSTEMS;

BAYESIAN LEARNING; BIOINFORMATICS; CLUSTER ANALYSIS; EDITORIAL; KERNEL METHOD; PROBABILITY; STATISTICAL MODEL; STRUCTURAL PROTEOMICS; SYSTEMS BIOLOGY;

EID: 45149104277     PISSN: None     EISSN: 14712105     Source Type: Journal    
DOI: 10.1186/1471-2105-8-S2-S1     Document Type: Editorial

References (11)

1. Rogers S Khanin R Girolami M Bayesian model-based inference of transcription factor activity BMC Bioinformatics 2007, 8(Suppl 2):S2 1892071 17493251 10.1186/1471-2105-8-S2-S2
2. Opgen-Rhein R Strimmer K Learning causal networks from systems biology time course data: An effective model selection procedure for the vector autoregressive process BMC Bioinformatics 2007, 8(Suppl 2):S3 1892072 17493252 10.1186/1471-2105-8-S2-S3
3. Geurts P Touleimat N Dutreix M d'Alché-Buc F Inferring biological networks with output kernel trees BMC Bioinformatics 2007, 8(Suppl 2):S4 1892073 17493253 10.1186/1471-2105-8-S2-S4
4. Michoel T Maere S Bonnet E Joshi A Saeys Y Van den Bulcke T Van Leemput K van Remortel P Kuiper M Marchal K Van de Peer Y Validating module network learning algorithms using simulated data BMC Bioinformatics 2007, 8(Suppl 2):S5 1892074 17493254 10.1186/1471-2105-8-S2-S5
5. Yoon D Lee EK Park T Robust imputation method for missing values in microarray data BMC Bioinformatics 2007, 8(Suppl 2):S6 1892075 17493255 10.1186/1471-2105-8-S2-S6
6. Bertoni A Valentini G Model order selection for bio-molecular data clustering BMC Bioinformatics 2007, 8 (Suppl 2):S7 1892076 17493256 10.1186/1471-2105-8-S2-S7
7. Vehtari A Mäkinen VP Soininen P Ingman P Mäkelä SM Savolainen MJ Hannuksela ML Kaski K Ala-Korpela M A novel Bayesian approach to quantify clinical variables and to determine their spectroscopic counterparts in 1H NMR metabonomic data BMC Bioinformatics 2007, 8(Suppl 2):S8 1892077 17493257 10.1186/1471-2105-8-S2-S8
8. Landwehr N Mielikäinen T Eronen L Toivonen H Mannila H Constrained Hidden Markov Models for population-based haplotyping BMC Bioinformatics 2007, 8(Suppl 2):S9 1892078 17493258 10.1186/1471-2105-8-S2-S9
9. Dix TI Powell DR Allison L Bernal J Jaeger S Stern L Comparative analysis of long DNA sequences by per element information content using different contexts BMC Bioinformatics 2007, 8(Suppl 2):S10 1892068 17493248 10.1186/1471-2105-8-S2-S10
10. Oja M Peltonen J Blomberg J Kaski S Methods for estimating human endogenous retrovirus activities from EST databases BMC Bioinformatics 2007, 8(Suppl 2):S11 1892069 17493249 10.1186/1471-2105-8-S2-S11
11. Roth V Fisher B Improved functional prediction of proteins by learning kernel combinations in multilabel settings BMC Bioinformatics 2007, 8(Suppl 2):S12 1892070 17493250 10.1186/1471-2105-8-S2-S12