Publications
- Mordelet, F., Horton, J., Hartemink, A., Engelhardt, B., & Gordân, R. (2013) “Stability selection for regression-based models of transcription factor-DNA binding specificity.” Intelligent Systems in Molecular Biology 2013 (ISMB13). Bioinformatics, (in press).
- Guo, X., Bernard, A., Orlando, D., Haase, S., & Hartemink, A. (2013) “Branching process deconvolution algorithm reveals a detailed cell-cycle transcription program.” PNAS, 110, 5 March 2013. pp. E968–E977. [Deconvolution Website] [Author Summary] [Supp. Info.]
- Perez-Pinera, P., Ousterout, D., Brunger, J., Farin, A., Glass, K., Guilak, F., Crawford, G., Hartemink, A. & Gersbach, C. (2013) “Synergistic and tunable gene activation in human cells by combinations of synthetic transcription factors.” Nature Methods, 10, 3 February 2013. pp. 239–242. [Supp. Info.]
- Luo, K. & Hartemink, A. (2013) “Using DNase digestion data to accurately identify transcription factor binding sites.” In Pacific Symposium on Biocomputing 2013 (PSB13), Altman, R., Dunker, A.K., Hunter, L., Murray, T., & Klein, T., eds. World Scientific: New Jersey, pp. 80–91. [Supp. Info.] [Code]
- Landt, S., Marinov, G., Kundaje, A., Kheradpour, P., Pauli, F., Batzoglou, S., Bernstein, B., Bickel, P., Brown, B., Cayting, P., Chen, Y., DeSalvo, G., Epstein, C., Euskirchen, G., Fisher-Aylor, K., Gerstein, M., Gertz, J., Hartemink, A., Hoffman, M., Iyer, V., Jung, Y., Karmakar, S., Kellis, M., Kharchenko, P., Li, Q., Liu, T., Liu, X., Ma, L., Milosavljevic, A., Myers, R., Park, P., Pazin, M., Perry, M., Raha, D., Reddy, T., Rozowsky, J., Shoresh, N., Sidow, A., Slattery, M., Stammatoyonnopoulous, J., Tolstorukov, M., White, K., Xi, S., Farnham, P., Lieb, J., Wold, B., & Snyder, M. (2012) “ChIP-seq guidelines and practices of the ENCODE and modENCODE consortia.” Genome Research, 22, September 2012. pp. 1813–1831.
- Mayhew, M., Guo, X., Haase, S., & Hartemink, A. (2012) “Close encounters of the collaborative kind.” IEEE Computer, Special Issue on Computationally Driven Experimental Biology, 45, March 2012. pp. 24–30. [Cover Feature]
- Guo, X., Bulyk, M., & Hartemink, A. (2012) “Intrinsic disorder within and flanking the DNA-binding domains of human transcription factors.” In Pacific Symposium on Biocomputing 2012 (PSB12), Altman, R., Dunker, A.K., Hunter, L., Murray, T., & Klein, T., eds. World Scientific: New Jersey, pp. 104–115.
- Meyer, P., Alexopoulos, L., Bonk, T., Califano, A., Cho, C., de la Fuente, A., de Graaf, D., Hartemink, A., Hoeng, J., Ivanov, N., Koeppl, H., Linding, R., Marbach, D., Norel, R., Peitsch, M., Rice, J., Royyuru, A., Schacherer, F., Sprengel, J., Stolle, K., Vitkup, D., & Stolovitzky, G. (2011) “Verification of systems biology research in the age of collaborative competition.” Nature Biotechnology, 29, September 2011. pp. 811–815.
- Mayhew, M., Robinson, J., Jung, B., Haase, S., & Hartemink, A. (2011) “A generalized model for multi-marker analysis of cell cycle progression in synchrony experiments.” Intelligent Systems in Molecular Biology 2011 (ISMB11). Bioinformatics, 27, July 2011. pp. i295–i303.
- Miller, H., Robinson, T., Gordân, R., Hartemink, A., & Garcia-Blanco, M. (2011) “Identification of Tat-SF1 cellular targets by exon array analysis reveals dual roles in transcription and splicing.” RNA, 17, April 2011. pp. 665–674.
- Robinson, J. & Hartemink, A. (2010) “Learning non-stationary dynamic Bayesian networks.” Journal of Machine Learning Research, 11, December 2010. pp. 3647–3680.
- Gordân, R., Narlikar, L., & Hartemink, A. (2010) “Finding regulatory DNA motifs using alignment-free evolutionary conservation information.” Nucleic Acids Research, 38, April 2010. p. e90. [Supp. Info.]
- MacAlpine, H., Gordân, R., Powell, S., Hartemink, A., & MacAlpine, D. (2010) “Drosophila ORC localizes to open chromatin and marks sites of cohesin complex loading.” Genome Research, 20, February 2010. pp. 201–211.
- Orlando, D., Iversen, E., Hartemink, A., & Haase, S. (2009) “A branching process model for flow cytometry and budding index measurements in cell synchrony experiments.” Annals of Applied Statistics, 3, December 2009. pp. 1521–1541.
- Wasson, T. & Hartemink, A. (2009) “An ensemble model of competitive multi-factor binding of the genome.” Genome Research, 19, November 2009. pp. 2101–2112.
- Gordân, R., Hartemink, A., & Bulyk, M. (2009) “Distinguishing direct versus indirect transcription factor-DNA interactions.” Genome Research, 19, November 2009. pp. 2090–2100. [Supp. Info.]
- Guo, X. & Hartemink, A. (2009) “Domain-oriented edge-based alignment of protein interaction networks.” Intelligent Systems in Molecular Biology 2009 (ISMB09). Bioinformatics, 25, 15 June 2009. pp. i240–i246.
- Robinson, J. & Hartemink, A. (2009) “Non-stationary dynamic Bayesian networks.” In Advances in Neural Information Processing Systems 21 (NIPS08), Koller, D., Schuurmans, D., Bengio, Y., & Bottou, L., eds. MIT Press: Cambridge, MA. pp. 1369–1376. [Appendix]
- Orlando, D., Lin, C., Bernard, A., Wang, J., Socolar, J., Iversen, E., Hartemink, A., & Haase, S. (2008) “Global control of cell-cycle transcription by coupled CDK and network oscillators.” Nature, 453, 12 June 2008. pp. 944–947. [Supp. Info.]
- Gordân, R., Narlikar, L., & Hartemink, A. (2008) “A fast, alignment-free, conservation-based method for transcription factor binding site discovery.” Research in Computational Molecular Biology 2008 (RECOMB08). Lecture Notes in Bioinformatics, Vingron, M. & Wong, L., eds. 4955, April 2008. pp. 98–111. [Supp. Info.]
- Gordân, R. & Hartemink, A. (2008) “Using DNA duplex stability information for transcription factor binding site discovery.” In Pacific Symposium on Biocomputing 2008 (PSB08), Altman, R., Dunker, A.K., Hunter, L., Murray, T., & Klein, T., eds. World Scientific: New Jersey. pp. 453–464. [Supp. Info.]
- Lüdi, P., Dietrich, F., Weidman, J., Bosko, J., Jirtle, R., & Hartemink, A. (2007) “Computational and experimental identification of novel human imprinted genes.” Genome Research, 17, December 2007. pp. 1723–1730. [Supp. Info.] [Cover] [Nature Reviews Genetics] [Science] [AP] [Wired]
- Narlikar, L., Gordân, R., & Hartemink, A. (2007) “A nucleosome-guided map of transcription factor binding sites in yeast.” PLoS Computational Biology, 3, November 2007. pp. 2199–2208.
- Bernard, A., Vaughn, D., & Hartemink, A. (2007) “Reconstructing the topology of protein complexes.” Research in Computational Molecular Biology 2007 (RECOMB07). Lecture Notes in Bioinformatics, Speed, T. & Huang, H., eds. 4453, April 2007. pp. 32–46.
- Narlikar, L., Gordân, R., & Hartemink, A. (2007) “Nucleosome occupancy information improves de novo motif discovery.” Research in Computational Molecular Biology 2007 (RECOMB07). Lecture Notes in Bioinformatics, Speed, T. & Huang, H., eds. 4453, April 2007. pp. 107–121. [Supp. Info.]
- Orlando, D., Lin, C., Bernard, A., Iversen, E., Hartemink, A., & Haase, S. (2007) “A probabilistic model for cell cycle distributions in synchrony experiments.” RECOMB Satellite Conference on Systems Biology 2006, Cell Cycle, 6, February 2007. pp. 478–488.
- Smith, V., Yu, J., Smulders, T., Hartemink, A., & Jarvis, E. (2006) “Computational inference of neural information flow networks.” PLoS Computational Biology, 2, November 2006. pp. 1436–1449. [Supp. Info.] [Code] [Most Viewed Research Article at PLoS Computational Biology]
- Bernard, A. & Hartemink, A. (2006) “Evaluating algorithms for learning biological networks.” DREAM Workshop, September 2006.
- Narlikar, L., Gordân, R., Ohler, U., & Hartemink, A. (2006) “Informative priors based on transcription factor structural class improve de novo motif discovery.” Intelligent Systems in Molecular Biology 2006 (ISMB06), Bioinformatics, 22, July 2006. pp. e384–e392. [Supp. Info.] [Code] [Input Data]
- Hartemink, A. (2006) “Bayesian networks and informative priors: Transcriptional regulatory network models.” In Bayesian Inference for Gene Expression and Proteomics, Do, K.-A., Müller, P., & Vannucci, M., eds. Cambridge University Press: Cambridge, UK. pp. 401–424.
- Narlikar, L. & Hartemink, A. (2006) “Sequence features of DNA binding sites reveal structural class of associated transcription factor.” Bioinformatics, 22, January 2006. pp. 157–163.
- Pratapa, P., Patz, E., & Hartemink, A. (2006) “Finding diagnostic biomarkers in proteomic spectra.” In Pacific Symposium on Biocomputing 2006 (PSB06), Altman, R., Dunker, A.K., Hunter, L., Murray, T., & Klein, T., eds. World Scientific: New Jersey. pp. 279–290. [Larger Figs.]
- Krishnapuram, B., Williams, D., Xue, Y., Carin, L., Figueiredo, M., & Hartemink, A. (2005) “Active Learning of Features and Labels.” Learning with Multiple Views Workshop at ICML05, August 2005.
- Lüdi, P., Hartemink, A., & Jirtle, R. (2005) “Genome-wide Prediction of Imprinted Murine Genes.” Genome Research, 15, June 2005. pp. 875–884.
- Krishnapuram, B., Figueiredo, M., Carin, L., & Hartemink, A. (2005) “Sparse Multinomial Logistic Regression: Fast Algorithms and Generalization Bounds.” IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 27, June 2005. pp. 957–968. [Code]
- Hartemink, A. (2005) “Reverse Engineering Gene Regulatory Networks.” Nature Biotechnology, 23, May 2005. pp. 554–555.
- Yin, P. & Hartemink, A. (2005) “Theoretical and Practical Advances in Genome Halving.” Bioinformatics, 21, April 2005. pp. 869–879.
- Bernard, A. & Hartemink, A. (2005) “Informative Structure Priors: Joint Learning of Dynamic Regulatory Networks from Multiple Types of Data.” In Pacific Symposium on Biocomputing 2005 (PSB05), Altman, R., Dunker, A.K., Hunter, L., Jung, T., & Klein, T., eds. World Scientific: New Jersey. pp. 459–470. [Supp. Info.]
- Krishnapuram, B., Williams, D., Xue, Y., Hartemink, A., Carin, L., & Figueiredo, M. (2005) “On Semi-Supervised Classification.” In Advances in Neural Information Processing Systems 17 (NIPS04), Saul, L., Weiss, Y., & Bottou, L., eds. MIT Press: Cambridge, MA. pp. 721–728.
- Yu, J., Smith, V., Wang, P., Hartemink, A., & Jarvis, E. (2004) “Advances to Bayesian Network Inference for Generating Causal Networks from Observational Biological Data.” Bioinformatics, 20, December 2004. pp. 3594–3603.
- Krishnapuram, B., Hartemink, A., Carin, L., & Figueiredo, M. (2004) “A Bayesian Approach to Joint Feature Selection and Classifier Design.” IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 26, September 2004. pp. 1105–1111.
- Krishnapuram, B., Carin, L., & Hartemink, A. (2004) “Joint Classifier and Feature Optimization for Comprehensive Cancer Diagnosis Using Gene Expression Data.” Journal of Computational Biology, 11, March 2004. pp. 227–242.
- Krishnapuram, B., Carin, L., & Hartemink, A. (2004) “Gene Expression Analysis: Joint Feature Selection and Classifier Design.” In Kernel Methods in Computational Biology, Schölkopf, B., Tsuda, K., & Vert, J.-P., eds. MIT Press: Cambridge, MA. pp. 299–318.
- Liu, Q., Krishnapuram, B., Pratapa, P., Liao, X., Hartemink, A., & Carin, L. (2003) “Identification of Differentially Expressed Proteins Using MALDI-TOF Mass Spectra.” ASILOMAR Conference: Biological Aspects of Signal Processing, November 2003.
- Krishnapuram, B., Carin, L., & Hartemink, A. (2003) “Joint Classifier and Kernel Design.” Kernel Methods in Bioinformatics Workshop at RECOMB03, April 2003.
- Krishnapuram, B., Carin, L., & Hartemink, A. (2003) “Joint Classifier and Feature Optimization for Cancer Diagnosis Using Gene Expression Data.” Research in Computational Molecular Biology 2003 (RECOMB03), April 2003.
- Smith, V., Jarvis, E., & Hartemink, A. (2003) “Influence of Network Topology and Data Collection on Network Inference.” In Pacific Symposium on Biocomputing 2003 (PSB03), Altman, R., Dunker, A.K., Hunter, L., Jung, T., & Klein, T., eds. World Scientific: New Jersey. pp. 164–175.
- Yu, J., Smith, V., Wang, P., Hartemink, A., & Jarvis, E. (2002) “Using Bayesian Network Inference Algorithms to Recover Molecular Genetic Regulatory Networks.” International Conference on Systems Biology 2002 (ICSB02), December 2002.
- Jarvis, E., Smith, V., Wada, K., Rivas, M., McElroy, M., Smulders, T., Carninci, P., Hayashisaki, Y., Dietrich, F., Wu, X., McConnell, P., Yu, J., Wang, P., Hartemink, A., & Lin, S. (2002) “A Framework for Integrating the Songbird Brain.” Journal of Comparative Physiology A, 188, December 2002. pp. 961–980.
- Krishnapuram, B., Hartemink, A., & Carin, L. (2002) “Applying Logistic Regression and RVM to Achieve Accurate Probabilistic Cancer Diagnosis from Gene Expression Profiles.” GENSIPS: Workshop on Genomic Signal Processing and Statistics, October 2002.
- Smith, V., Jarvis, E., & Hartemink, A. (2002) “Evaluating Functional Network Inference Using Simulations of Complex Biological Systems.” Intelligent Systems in Molecular Biology 2002 (ISMB02), Bioinformatics, 18:S1. pp. S216–S224.
- Hartemink, A., Gifford, D., Jaakkola, T., & Young, R. (2002) “Bayesian Methods for Elucidating Genetic Regulatory Networks.” IEEE Intelligent Systems, special issue on Intelligent Systems in Biology, 17, March/April 2002. pp. 37–43.
- Hartemink, A., Gifford, D., Jaakkola, T., & Young, R. (2002) “Combining Location and Expression Data for Principled Discovery of Genetic Regulatory Networks.” In Pacific Symposium on Biocomputing 2002 (PSB02), Altman, R., Dunker, A.K., Hunter, L., Lauderdale, K., & Klein, T., eds. World Scientific: New Jersey. pp. 437–449.
- Hartemink, A. (2001) “Principled Computational Methods for the Validation and Discovery of Genetic Regulatory Networks.” Massachusetts Institute of Technology, Ph.D. dissertation.
- Hartemink, A., Gifford, D., Jaakkola, T., & Young, R. (2001) “Maximum Likelihood Estimation of Optimal Scaling Factors for Expression Array Normalization.” SPIE International Symposium on Biomedical Optics 2001 (BiOS01). In Microarrays: Optical Technologies and Informatics, Bittner, M., Chen, Y., Dorsel, A., & Dougherty, E., eds. Proceedings of SPIE, 4266. pp. 132–140.
- Hartemink, A., Gifford, D., Jaakkola, T., & Young, R. (2001) “Using Graphical Models and Genomic Expression Data to Statistically Validate Models of Genetic Regulatory Networks.” In Pacific Symposium on Biocomputing 2001 (PSB01), Altman, R., Dunker, A.K., Hunter, L., Lauderdale, K., & Klein, T., eds. World Scientific: New Jersey. pp. 422–433.
- Hartemink, A., Mikkelsen, T., & Gifford, D. (2000) “Simulating Biological Reactions: A Modular Approach.” DNA Based Computers V. Winfree, E. & Gifford, D., eds. DIMACS Series in Discrete Mathematics and Theoretical Computer Science, 54, American Mathematical Society. pp. 111–121.
- Schechter, S., Parnell, T., & Hartemink, A. (1999) “Anonymous Authentication of Membership in Dynamic Groups.” Financial Cryptography '99. Franklin, M., ed. Lecture Notes in Computer Science, 1648, Springer-Verlag. pp. 184–195.
- Hartemink, A., Gifford, D., & Khodor, J. (1999) “Automated Constraint-Based Nucleotide Sequence Selection for DNA Computation.” Biosystems, 52, October 1999, Elsevier Press. pp. 227–235.
- Hartemink, A. & Gifford, D. (1999) “Thermodynamic Simulation of Deoxyoligonucleotide Hybridization for DNA Computation.” DNA Based Computers III. Rubin, H. & Wood, D., eds. DIMACS Series in Discrete Mathematics and Theoretical Computer Science, 48, American Mathematical Society. pp. 25–38.