{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,25]],"date-time":"2025-11-25T20:26:51Z","timestamp":1764102411810},"reference-count":11,"publisher":"Springer Science and Business Media LLC","issue":"S2","license":[{"start":{"date-parts":[[2007,5,1]],"date-time":"2007-05-01T00:00:00Z","timestamp":1177977600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/2.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["BMC Bioinformatics"],"published-print":{"date-parts":[[2007,5]]},"DOI":"10.1186\/1471-2105-8-s2-s1","type":"journal-article","created":{"date-parts":[[2007,5,3]],"date-time":"2007-05-03T14:24:15Z","timestamp":1178202255000},"source":"Crossref","is-referenced-by-count":3,"title":["Probabilistic modeling and machine learning in structural and systems biology"],"prefix":"10.1186","volume":"8","author":[{"given":"Samuel","family":"Kaski","sequence":"first","affiliation":[]},{"given":"Juho","family":"Rousu","sequence":"additional","affiliation":[]},{"given":"Esko","family":"Ukkonen","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2007,5,3]]},"reference":[{"issue":"Suppl 2","key":"1885_CR1","doi-asserted-by":"publisher","first-page":"S2","DOI":"10.1186\/1471-2105-8-S2-S2","volume":"8","author":"S Rogers","year":"2007","unstructured":"Rogers S, Khanin R, Girolami M: Bayesian model-based inference of transcription factor activity. BMC Bioinformatics 2007, 8(Suppl 2):S2. 10.1186\/1471-2105-8-S2-S2","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR2","doi-asserted-by":"publisher","first-page":"S3","DOI":"10.1186\/1471-2105-8-S2-S3","volume":"8","author":"R Opgen-Rhein","year":"2007","unstructured":"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. 10.1186\/1471-2105-8-S2-S3","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR3","doi-asserted-by":"publisher","first-page":"S4","DOI":"10.1186\/1471-2105-8-S2-S4","volume":"8","author":"P Geurts","year":"2007","unstructured":"Geurts P, Touleimat N, Dutreix M, d'Alch\u00e9-Buc F: Inferring biological networks with output kernel trees. BMC Bioinformatics 2007, 8(Suppl 2):S4. 10.1186\/1471-2105-8-S2-S4","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR4","doi-asserted-by":"publisher","first-page":"S5","DOI":"10.1186\/1471-2105-8-S2-S5","volume":"8","author":"T Michoel","year":"2007","unstructured":"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. 10.1186\/1471-2105-8-S2-S5","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR5","doi-asserted-by":"publisher","first-page":"S6","DOI":"10.1186\/1471-2105-8-S2-S6","volume":"8","author":"D Yoon","year":"2007","unstructured":"Yoon D, Lee EK, Park T: Robust imputation method for missing values in microarray data. BMC Bioinformatics 2007, 8(Suppl 2):S6. 10.1186\/1471-2105-8-S2-S6","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR6","doi-asserted-by":"publisher","first-page":"S7","DOI":"10.1186\/1471-2105-8-S2-S7","volume":"8","author":"A Bertoni","year":"2007","unstructured":"Bertoni A, Valentini G: Model order selection for bio-molecular data clustering. BMC Bioinformatics 2007, 8(Suppl 2):S7. 10.1186\/1471-2105-8-S2-S7","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR7","doi-asserted-by":"publisher","first-page":"S8","DOI":"10.1186\/1471-2105-8-S2-S8","volume":"8","author":"A Vehtari","year":"2007","unstructured":"Vehtari A, M\u00e4kinen VP, Soininen P, Ingman P, M\u00e4kel\u00e4 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. 10.1186\/1471-2105-8-S2-S8","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR8","doi-asserted-by":"publisher","first-page":"S9","DOI":"10.1186\/1471-2105-8-S2-S9","volume":"8","author":"N Landwehr","year":"2007","unstructured":"Landwehr N, Mielik\u00e4inen T, Eronen L, Toivonen H, Mannila H: Constrained Hidden Markov Models for population-based haplotyping. BMC Bioinformatics 2007, 8(Suppl 2):S9. 10.1186\/1471-2105-8-S2-S9","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR9","doi-asserted-by":"publisher","first-page":"S10","DOI":"10.1186\/1471-2105-8-S2-S10","volume":"8","author":"TI Dix","year":"2007","unstructured":"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. 10.1186\/1471-2105-8-S2-S10","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR10","doi-asserted-by":"publisher","first-page":"S11","DOI":"10.1186\/1471-2105-8-S2-S11","volume":"8","author":"M Oja","year":"2007","unstructured":"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. 10.1186\/1471-2105-8-S2-S11","journal-title":"BMC Bioinformatics"},{"issue":"Suppl 2","key":"1885_CR11","doi-asserted-by":"publisher","first-page":"S12","DOI":"10.1186\/1471-2105-8-S2-S12","volume":"8","author":"V Roth","year":"2007","unstructured":"Roth V, Fisher B: Improved functional prediction of proteins by learning kernel combinations in multilabel settings. BMC Bioinformatics 2007, 8(Suppl 2):S12. 10.1186\/1471-2105-8-S2-S12","journal-title":"BMC Bioinformatics"}],"container-title":["BMC Bioinformatics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1471-2105-8-S2-S1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1186\/1471-2105-8-S2-S1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1471-2105-8-S2-S1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,1,23]],"date-time":"2019-01-23T03:51:59Z","timestamp":1548215519000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcbioinformatics.biomedcentral.com\/articles\/10.1186\/1471-2105-8-S2-S1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007,5]]},"references-count":11,"journal-issue":{"issue":"S2","published-print":{"date-parts":[[2007,5]]}},"alternative-id":["1885"],"URL":"https:\/\/doi.org\/10.1186\/1471-2105-8-s2-s1","relation":{},"ISSN":["1471-2105"],"issn-type":[{"value":"1471-2105","type":"electronic"}],"subject":[],"published":{"date-parts":[[2007,5]]},"article-number":"S1"}}