Pierre Baldi
   

School of  Information and Computer Sciences (ICS)
Institute for Genomics and Bioinformatics (IGB)
University of California at Irvine ( UCI)
   

 

  







Publications

Refereed Journals - Book Chapters - Refereed Conference Proceedings

 This page was last updated on 05/16/06.
(Downloadable versions may differ slightly from published versions)

Refereed Journals

93.    93.  Suman Sundaresh, Denise L. Doolan, Siddiqua Hirst, Yunxiang Mu, Berkay Unal, D. Huw Davies, Phil Felgner, and Pierre Baldi. Identification of Humoral Immune Responses in Protein Microarrays using DNA Microarray Data Analysis Techniques. Bioinformatics, in press, (2006).

92. M. Brandon, P. Baldi, and D. C. Wallace. Mitochondrial Mutations in Cancer.  Oncogene, in press, (2006).

91. J. Cheng and P. Baldi.  A Machine Learning Information Retrieval Approach to Protein Fold Recognition.  Bioinformatics, in press, (2006).

90 C. V. Lopes, A. Haghighat, A. Mandal, P. Baldi, and T. Givargis. Localization of Off-the-Shelf Mobile Devices Using Audible Sound: Architectures, Protocols and Performance Assessment. ACM SIGMOBILE Mobile Computing and Communications Review, in press, (2006).

89. C. Tagwerker, K. Flick1, M. Cui, C. Guerrero, Y. Dou, B. Auer, P. Baldi, L. Huang,  and Peter Kaiser. A tandem-affinity tag for two-step purification under fully denaturing conditions: Application in ubiquitin profiling and protein complex identification combined with in vivo cross-linking. Molecular and Cellular Proteomics, in press, (2006).

88. T. Lin, M. Melgar, S. J. Swamidass, J. Purdon, T. Tseng, G. Gago, D. Kurth, P. Baldi, H. Gramajo, and S. Tsai. Structure-Based Inhibitor Design of AccD5, an Essential acyl-CoA Carboxylase Carboxyltransferase Domain of Mycobacterium tuberculosis. Proceedings of the National Academy of Sciences USA, 103, 9, 3072-3077, (2006).

87. G. Pollastri, A. Vullo, P. Frasconi, and P. Baldi. Modular DAG-RNN Architectures for Assembling Coarse Protein Structures. Journal of Computational Biology, in press, (2006).

86. J. Cheng, M. J. Sweredoski, and P. Baldi. DOMpro: Protein Domain Prediction Using Profiles, Secondary Structure, Relative Solvent Accessibility, and Recursive Neural Networks. Data Mining and Knowledge Discovery. In press, (2006).

85. J. Cheng, A. Randall, and P. Baldi. Prediction of Protein Stability Changes for Single Site Mutations Using Support Vector Machines. Proteins, 62, 4, 1125-1132, (2006).

84. E. T. Wang, G. Kodama, P. Baldi, and R. K. Moyzis. Global Landscape of Recent Inferred Darwinian Selection for Homo Sapiens. Proceedings of the National Academy of Sciences USA, 103, 135-140,  (2006).

83. J. Cheng, H. Saigo, and P. Baldi. Large-Scale Prediction of Disulphide Bridges Using Kernel Methods, Two-Dimensional Recursive Neural Networks, and Weighted Graph Matching. Proteins, 62, 3, 617-629, (2006).

82. Kristi L. Fox-Walsh1, Yimeng Dou, Bianca J. Lam1, She-pin Hung, Pierre F. Baldi, and Klemens J. Hertel. The Architecture of pre-mRNAs Affects Mechanisms of Splice-Site Pairing.. Proceedings of the National Academy of Sciences USA, 102, 16176-16181, (2005).

81. J. Chen, S. J. Swamidass, Y. Dou, J. Bruand, and P. Baldi. ChemDB: A Public Database of Small Molecules and Related Chemoinformatics Resourrces. Bioinformatics, 21, 4133-4139,  (2005).

80. S. A. Danziger, S. J. Swamidass, J. Zeng, L. R. Dearth, Q. Lu, J. H. Chen, J. Cheng, V.  P. Hoang, H. Saigo, R. Luo, P. Baldi, Rainer K. Brachmann, and Richard H. Lathrop. Functional census of mutation sequence spaces: The example of p53 cancer rescue mutants. IEEE Transactions on Computational Biology and Bioinformatics. In press, (2005).

79.   D. M. Chung, Y. Dou, P. Baldi, and J. S. Nowick. The Absence of Favorable Aromatic Interactions between Beta-Sheet Peptides. Journal of the American Chemical Society, 127 (28) 9998-9999, (2005).

78.  J. Cheng and P. Baldi. Three-Stage Prediction of Protein Beta-Sheets by Neural Networks, Alignments, and Graph Algorithms. Proceedings of the 2005 Conference on Intelligent Systems for Molecular Biology, ISMB 05. Bioinformatics,  21, Supplement 1, i75-84, (2005).

77. S. J. Swamidass, J. Chen, P. Phung, J. Bruand, L. Ralaivola, and P. Baldi. Kernels for Small Molecules and the Prediction of Mutagenicity, Toxicity, and Anti-Cancer Activity. Proceedings of the 2005 Conference on Intelligent Systems for Molecular Biology, ISMB 05. Bioinformatics, 21, Supplement 1, i359-368, (2005).

76. J. Cheng, M. J. Sweredoski, and P. Baldi. Accurate Prediction of Protein Disordered Regions by Mining Protein Structure Data. Data Mining and Knowledge Discovery, 11, 3, 213-222,  (2005).

75. J. Cheng, A. Z. Randall, M. Sweredoski, and P. Baldi. SCRATCH: a Protein Structure and Structural Feature Prediction Server. Nucleic Acids Research, Special Issue on Servers., 33, 9, W72-76, (2005).

74. P. Baldi and M. Rosen-Zvi. On the Relationship Between Deterministic and Probabilistic Directed Graphical Models: from Bayesian Networks to Recursive Neural Networks. Neural Networks, special issue on Neural Networks and Kernel Methods for Structured Domains, 18, 8,  (2005). Article. Technical Report (long version).

73.   L. Ralaivola, J. S. Swamidass, H. Saigo, and P. Baldi. Graph Kernels for Chemical Informatics. Neural Networks, special issue on Neural Networks and Kernel Methods for Structured Domains, 18, 8, 1093-1110, (2005).

72.  B. Irwin, M. Aye, P. Baldi, N. Beliakova-Bethell, H. Cheng, Y. Dou, W. Liou, and S. Sandmeyer. Retroviruses and Yeast  Retrotransposons Use Overlapping Sets of Host Genes. Genome Research, 15, 641-654,  (2005).

71. K. A. Salmon, S. Hung, N. R. Steffen, R. Krupp, P. Baldi,  G. Wesley Hatfield, and R. P. Gunsalus. Global Gene Expression Profiling in Escherichia coli K12: The Effects of Oxygen Availability and ArcA. Journal of Biological Chemistry, 280, 15, 15084-15096,  (2005).

70.  R. Jurdak, C. Videira Lopes, and P. Baldi. U-MAC: A Proactive and Adaptive UWB Medium Access Control Protocol. Wireless Communications and Mobile Computing Journal, Special Issue on UWB Communications, in press, (2004).

69. S. Sundaresh, S. Hung, G. W. Hatfield, and P. Baldi. How Noisy and Replicable are DNA Microarray Data? International Journal of Bioinformatics Research and Applications, 1,1, 31-50,  (2005).

68  H. Davies, X. Liang, J. E. Hernandez, K. M. Romero, T. T. Nguyen, M. Kalantari-Dehaghi, S. Hirst, Y. Mu, A. Randall, P. Baldi, L. Villarreal, P. L. Felgner. Vaccine Antigen Discovery from Vaccinia and F. Tularensis Proteome Microarrays: H3L Envelope Protein Is a  Target for Vaccinia-Neutralizing Antibodies and Elicits Neutralizing Antibodies In Vivo. Proceedings of the National Academy of Sciences USA, 102, 3, 547-552, (2005).

67    J. Cheng, L. Scharenbroich, P. Baldi, and E. Mjolsness.  Sigmoid: Towards a Generative, Scalable Software Infrastructure for Pathway Bioinformatics and Systems Biology. IEEE Intelligent Systems, in press, (2005).

66    M. Brandon, M. Lott, K. Nguyen, S. Spolim, S. Navathe, P. Baldi , and D. Wallace. MITOMAP: a human mitochondrial genome database - 2004 update. Nucleic Acids Research, 33 (Database issue), D611-613, (2005).

 65    I. Sokolchik, T. Tanabe, P. Baldi, and J. Y. Sze. Polymodal sensory function of the C. elegans OCR-2 channel arises from distinct intrinsic determinants within the protein and is selectively conserved in human TRPV2. Journal of Neuroscience, 25, 4, 1015-1023,  (2005).

64      S. Hampson, B. S. Gaut, and P. Baldi. Statistical Detection of Chromosomal Homology Using Density Alone. Bioinformatics, 21, 8, 1339-1348, (2005).

63       R. Jurdak, C. Videira Lopes, and P. Baldi. A Survery, Classification, and Comparative Analysis of Medium Access Control Protocols for Ad Hoc Networks. IEEE Communications Surveys and Tutorials, 6, 1, 2-16,  (2004).

·62       A. Z. Randall, P. Baldi, and L. P. Villareal. Structural Proteomics of the Poxvirus Family. Artificial Intelligence in Medicine Journal, special issue on “Data mining in Genomics and Proteomics”, 31, 2, 105-115, (2004).

61         Y. Dou, P. Baisnee, G. Pollastri, Y. Pecout, J. Nowick, and P. Baldi  ICBS: A Database  of Protein-Protein     Interactions Mediated by Beta-Sheet Formation.  Bioinformatics, 20 16. 2767-2777, (2004).

60       A. McLysaght, P. Baldi, and B. S. Gaut. Extensive Gene Gain Associated With Adaptive Evolution of  Poxvirus. Proceedings of the National Academy of Sciences USA, 100, 26, 15655-15660, (2003).

59        K. Salmon, K. Mekjian, R. P. Gunsalus, S. Hung, P. Baldi, and G. Wesley Hatfield. Global Gene Expression Profiling in Escherichia coli K12: The Effects of Oxygen Availability and FNR. Journal of Biological Chemistry, 278, 32, 29837-29855, (2003).

58          S. Hampson, A. McLysaght, B. Gaut, and P. Baldi .  LineUp : Statistical Detection of Chromosomal Homology with Applications to Plant Comparative Genomics. Genome Research, 13, 5, 999-1010, (2003).

57         G. A. Weiss, T. A. Roth, P. Baldi, and S. S. Sidhu Comprehensive Mutagenesis of the C-terminal Domain of the M13 Gene-3 Minor Coat Protein: The Requirement for Assembly into the Bacteriophage Particle. Journal of Molecular Biology, 332, 4, 777-782, (2003).

56      P. Baldi and G. Pollastri.The Principled Design of Large-Scale Recursive Neural Network Architectures--DAG-RNNs and the Protein Structure Prediction Problem. Journal of Machine Learning Research, 4, 575-602, (2003)..

55       Y. Guermeur, G. Pollastri, A. Elisseeff, D. Zelus, H. Paugam-Moisy,and P. Baldi. Combining Protein Secondary Structure Prediction Models With Ensemble Methods of Optimal Complexity. Neurocomputing, in press, (2003). Presented during  JOBIM01 Conference.

54      P. Baldi and W. H. Batchelder.Bounds on Variances of Estimators for Multinomial Processing Tree Models. Journal of Mathematical Psychology, 47, 467-470,  (2003).

53·     P. Baldi, L. De Nardis, and M. G. Di Benedetto. Modelization and Optimization of Ultra Wide Band Communication Networks Through a Flesible Cost Function.. IEEE Journal on Selected Areas in Communications, 20, 9,  (2002).

52·    S. Hung, P. Baldi, and G. Wesley Hatfield. Global Gene Expression Profiling in Excherichia coli K12: The Effects of Leucine-responsive Regulatory Protein. Journal of Biological Chemistry, 277, 43, 40309-40323,  (2002).

 51·    P. Baisnee, S. Hampson, and P. Baldi. Why Are Complementary DNA Strands Symmetric? Bioinformatics, 18, 1021-1033, (2002).

50·      G. Wesley Hatfield, S. Hung, and P. Baldi. Differential Analysis of DNA Microarray Gene Expression Data. Molecular Microbiology, in press, (2002).

49·      G. Pollastri and P. Baldi. Prediction of Contact Maps by GIOHMMs and Recurrent Neural Networks Using Lateral Propagation From All Four Cardinal Corners. Proceedings of the 2002 Conference on Intelligent Systems for Molecular Biology, ISMB 02. Bioinformatics, 18, Supplement 1, S62-S70, (2002).

48·       P. Baldi and G. Pollastri. Machine Learning Structural and Functional Proteomics. IEEE Intelligent Systems. Special Issue on Intelligent Systems in Biology, 17, 2, 28-35, (20002). Article

47·        S. Hamspon, D. Kibler, and P. Baldi. Distribution Patterns of Over-Represented k-mers in Non-Coding Yeast DNA. Bioinformatics, 18, 4, 611-626, (2002).Article

46·        G. Pollastri, P. Baldi, P. Fariselli, and R. Casadio. Prediction of Coordination Number and Relative Solvent Accessibility in Proteins. Proteins, 47, 142-153, (2002). Article

45·        G. Pollastri, D. Przybylski, B. Rost, and P. Baldi. Improving the Prediction of Protein Secondary Strucure in Three and Eight Classes Using Recurrent Neural Networks and Profiles. Proteins, 47, 228-235, (2002).Article

44·        G. Pollasti, P. Baldi, P. Fariselli, R. Casadio. Improved Prediction of the Number of Residue Contacts in Proteins by Recurrent Neural Networks. Bioinformatics, in press (2001).Article

43·       A. D. Long, H. J. Mangalam, B. Y. P. Chan, L. Tolleri, G. W. Hatfield, and P. Baldi. Improved Statistical Inference from DNA Microarray Data Using Analysis of Variance and a Bayesian Statistical Framework. Journal of Biological Chemistry, 276,23,19937-19944, (2001). Article

42·        P. Baldi and A. D. Long A Bayesian Framework for the Analysis of Microarray Expression Data: Regularized t-Test and Statistical Inferences of Gene Changes. Bioinformatics, 17, 6, 509-519, (2001). Article

41·        P. Baisnée, P. Baldi, S. Brunak, and A. Gorm Pedersen. Flexibility of the Genetic Code with Respect to DNA Structure. Bioinformatics, 17, 237-248, (2001). Article

40·        P. Baldi and P. Baisnee. Sequence Analysis by Additive Scales: DNA Structure for Sequence and Repeats of All Lenghts. Bioinformatics, 16, 10, 865-889, (2000). Abstract - Article

39·        P. Baldi, S. Brunak, Y. Chauvin, and H. Nielsen. Assessing the Accuracy of Prediction Algorithms for Classification: An Overview. Bioinformatics, 16, 5, 412-424, (2000). Abstract - Article

38·        P. Baldi. On the Convergence of a Clustering Algorithm for Protein-Coding Regions in Microbial Genomes. Bioinformatics, 16, 4, 367-371, (2000). Abstract - Article

37·        P. Baldi. Probabilistic Graphical Models in Computational Molecular Biology, Journal of the Italian Association for Artificial Intelligence (AIIA), Vol. 1, 8-12, (2000). Abstract - Article

36·        P. Baldi, S. Brunak, Y. Chauvin, A. Gorm Pedersen. Structural Basis for Triplet Repeat Disorders: A Computational Analysis. Bioinformatics, 15, 918-929, (1999). Abstract - Article

35·        P. Baldi, S. Brunak, P. Frasconi, G. Soda, G. Pollastri Pedersen. Exploiting the Past and the Future in Protein Secondary Structure Prediction. Bioinformatics, 15, 937-946, (1999). Abstract - Article

34·        A. Gorm Pedersen, P. Baldi, S. Brunak, and Y. Chauvin. The Biology of Eukaryotic Promoter Prediction-a Review. Computers and Chemistry, Special Issue on Genome and Informatics, 23, 191-207, (1999). Abstract

33·        A. Gorm Pedersen, P. Baldi, Y. Chauvin, and S. Brunak. DNA Structure in Human RNA Polymerase II Promoters, Journal of Molecular Biology, 281, 663-673, (1998).

32·        P. Baldi, M. C. Vanier, and J. M. Bower. On the Use of Bayesian Methods for Evaluating Compartmental Neural Models, Journal of Computational Neuroscience, 5, 285-314, (1998).

31·        P. Baldi, S. Brunak, Y. Chauvin, and A. Krogh. Naturally Occurring Nucleosome Positioning Signals in Human Exons and Introns, Journal of Molecular Biology, Vol. 263, 5, 503-510, (1996).

30·        P. Baldi and Y. Chauvin. Hybrid Modeling, HMM/NN Architectures, and Protein Applications, Neural Computation, Vol. 8, 7, 1541-1565, (1996).

29·        P. Baldi. Substitution Matrices and Hidden Markov Models, Journal of Computational Biology, Vol. 2, 3, 497-501, (1995).

28·         P. Baldi and K. Hornik. Learning in Linear Networks: a Survey, IEEE Transactions on Neural Networks, Vol. 6, 4, 837-858, (1995)

27·        P. Baldi. Gradient Descent Learning Algorithms Overview: A General Dynamical Systems Perspective, IEEE Transactions on Neural Networks, Vol. 6, 1, 182-195, (1995).

26·        P. Baldi and Y. Chauvin. Hidden Markov Models of the G-Protein Coupled Receptor Family, Journal of Computational Biology, Vol. 1, 4, 311-335, (1994).

25·        P. Baldi, Y. Chauvin, T. Hunkapiller, and M. A. McClure.  Hidden Markov Models of Biological Primary Sequence Information, PNAS USA, Vol. 91, 3, 1059-1063, (1994).

24·        P. Baldi and Y. Chauvin. Smooth On-Line Learning Algorithms for Hidden Markov Models, Neural Computation, Vol. 6, 2, 305-316, (1994).

23·        P. Baldi and A. Atiya. How Delays Affect Neural Dynamics and Learning, IEEE Transactions on Neural Networks, Vol. 5, 4, 626-635, (1994).

22·        P. Baldi and Y. Chauvin. Neural Networks for Fingerprint Recognition, Neural Computation, Vol. 5, 3, 402-418, (1993).

21·        P. Baldi and S.S. Venkatesh. Random Interactions in Higher-Orders Neural Networks, IEEE Transactions on Information Theory, Vol. 39, 1, 274-283, (1993).

20·        P. Baldi and F. Pineda. Contrastive Learning and Neural Oscillations, Neural Computation, Vol. 3, No. 4, 526-545, (1991).

19·        P. Baldi and Y. Chauvin. Temporal Evolution of Generalization during Learning in Linear Networks, Neural Computation, Vol. 3, No. 4, 589-603, (1991).

18·        E. A. Mayer, J. Furness, and P. Baldi. Can Regulatory Peptides Be Regarded as Words of a Biological Language?, American Journal of Physiology, Vol. 261(2), G171-G184, (1991).

17·        S. S. Venkatesh and P. Baldi. Programmed Interactions in Higher-Orders Neural Networks: II. The Outer-Product Algorithm, Journal of Complexity, Vol. 7, 443-479, (1991).

16·        S.S. Venkatesh and P. Baldi. Programmed Interactions in Higher-Orders Neural Networks: I. Maximal Capacity, Journal of Complexity, Vol. 7, 316-337, (1991).

15·        P. Baldi and R. Meir. Computing with Arrays of Coupled Oscillators: an Application to Preattentive Texture Discrimination, Neural Computation, Vol. 2, No. 4, 458-471, (1990).

14·        P. Baldi. On a Generalized Family of Colorings, Graphs and Combinatorics, Vol. 6, 95-110, (1990).

13·        P. Baldi and E.C. Posner. Graph Coloring Bounds for Cellular Radio, Computers and Mathematics with Applications, Vol. 19, No. 10, 91-97, (1990).

12·        P. Baldi and A. Atiya. Oscillations and Synchronizations in Neural Networks: an Exploration of the Labeling Hypothesis, International Journal of Neural Systems, Vol. 1, No. 2, 103-124, (1989).

11·        P. Baldi and Y. Rinott. On Normal Approximations of Distributions in Terms of Dependency Graphs, Annals of Probability, Vol. 17, No. 4, 1646-1650, (1989).

10·        P. Baldi and Y. Rinott. Asymptotic Normality of Some Graph Related Statistics, Journal of Applied Probability, Vol. 26, 171-175, (1989).

        P. Baldi and K. Hornik. Neural Networks and Principal Component Analysis: Learning from Examples without Local Minima, Neural Networks, Vol. 2, No. 1, 53-58, (1988).

        P. Baldi and W. Heiligenberg. How Sensory Maps Could Enhance Resolution Through Ordered Arrangements of Broadly Tuned Receivers, Biological Cybernetics, Vol. 59, No. 4,5, 313-318, (1988).

        P. Baldi. Neural Networks, Acyclic Orientations of the Hypercube and Sets of Orthogonal Vectors, SIAM Journal of Discrete Mathematics, Vol. 1, No. 1 (1988).

        P. Baldi. Group Actions and Learning for a Family of Automata, Journal of Computer and System Sciences, Vol. 36, No. 2, 1-15, (1988).

        P. Baldi. Neural Networks, Orientations of the Hypercube and Algebraic Threshold Functions, IEEE Transactions on Information Theory, Vol. 34, No. 3, 523-530, (1988).

        M. Aschbacher, P. Baldi, E. B. Baum, and R.M. Wilson. Embeddings of Ultrametric Spaces in Finite Dimensional Structures, SIAM Journal of Algebraic and Discrete Methods, Vol. 8, No. 4, 564-577, (1987).

        P. Baldi. Symmetries and Learning in Neural Network Models, Physical Review Letters, Vol. 59, No. 17, 1976-1978, (1987).

        P. Baldi and S.S. Venkatesh. Number of Stable Points for Spin Glasses and Neural Networks of Higher Orders, Physical Review Letters, Vol. 58, No. 9, 913-916, (1987).

        P. Baldi and E.B. Baum. Bounds on the Size of Ultrametric Structures, Physical Review Letters, Vol. 56, No. 15, 1598-1600, (1986).  

 refereed journals  -  refereed conference proceedings


 
Book
Chapters

16      R. Jurdak, C. V. Lopes, and P. Baldi. Battery Lifetime Estimation and Optimization for Underwater Sensor Networks. In Sensor Network Operations, published by IEEE Press, edited by Shashi Phoha, Thomas F. La Porta and Christopher Griffin , 2004 (in press). Edited volume resulting from overflow to special issue on Sensor Networks in IEEE Transactions on Mobile Computing.

15      P. Baldi, G. Wesley Hatfield, and Li M. Fu. Clustering Algorithms for Gene Expression Analysis. Handbook of Computational Molecular Biology. S. Aluru Editor, CRC Press, (2004).

14       S. Kremer and P. Baldi.  Hidden Markov Models and Neural Networks. Encyclopedia of Genetics, Genomics, Proteomics and Bioinformatics. Wiley, (2004).

13      P. Baldi. Surprise: A Shortcut for Attention? In: Neurobiology of Attention. L. Itti, G. Rees, and J. Tsotsos Editors, Academic Press, (2004).

12 .  S. P. Hung, G. Wesley Hatfield, S. Sundaresh, and P. Baldi. Understanding DNA Microarrays: Sources and Magnitudes of Variances in DNA Microarray Data Sets. In: Genomics, Proteomics, and Vaccines. G. Grandi Editor, John Wiley and Sons, (2003).

11 . P. Baldi. A Computational Theory of Surprise, in Information, Coding, and Mathematics. M. Blaum Editor, Kluwer, 1-25, (2002).

10.    P. Baldi, G. Pollastri, P. Frasconi, and A. Vullo. New Machine Learning Methods for the Prediction of Protein Topologies, in Artificial Intelligence and Heuristic Methods in Bioinformatics. P. Frasconi and R. Shamir Editors, IOS Press, (2002).

        P. Baldi, S. Brunak, P. Frasconi, G. Pollastri, and G. Soda. Bidirectional Dynamics for Protein Secondary Structure Prediction. Sequence Learning: Paradigms, Algorithms, and Applications. R. Sun and L. Giles Editors, Springer Verlag, 99-120, (2000).

        P. Baldi, S. Brunak, P. Frasconi, G. Pollastri. Bidirectional IOHMMs and Recurrent Neural Networks for Protein Secondary Structure Prediction. Protein Sequence Analysis in the Genomic Era, . R. Casadio and L. Masotti Editors, CLUEB, Bologna, Italy, (2000).

        P. Baldi, Y. Chauvin, and V. Mittal Henkle. Software Foundation Libraries for the Design of Intelligent Systems. Neural Nets WIRN Vietri 98. Proceedings of the 10-th Italian Workshop on Neural Nets. M. Marinaro and R. Tagliaferri Editors. Springer Verlag Series on Perspectives on Neural Computing Series, J. Taylor Series Editor, (1998). Chapter

        P. Baldi. Probabilistic Models of Neuronal Spike Trains, in Adaptive Processing of Temporal Information. C.L. Giles and M. Gori Editors, Lecture Notes in Computer Science, Springer Verlag, New York, 198-228, (1998).

        P. Baldi, Y. Chauvin, and K. Hornik. Back-propagation and unsupervised learning in linear networks, in Back-Propagation: Theory, Architectures and Applications. Y. Chauvin and D.E. Rumelhart Editors, Lawrence Erlbaum Associates, Hillsdale, New Jersey, 389-432, (1995).

        P. Baldi. Gradient Descent Learning Algorithms: A Unified Perspective, in Back-Propagation: Theory, Architectures and Applications. Y. Chauvin and D.E. Rumelhart Editors, Lawrence Erlbaum Associates, Hillsdale, New Jersey, 509-541, (1995).

        P. Baldi and Y. Chauvin. When Neural Networks Play Sherlock Holmes, in Back-Propagation: Theory, Architectures and Applications. Y. Chauvin and D.E. Rumelhart Editors, Lawrence Erlbaum Associates, Hillsdale, New Jersey, 487-507, (1995).

        P. Baldi and Y. Chauvin. Statistical Models of Proteins: an Application to the G-Protein-Coupled Receptor Family, in Modern Approaches in Molecular Bioinformatics. S. Schulze-Kremer Editor, IOS Press, Amsterdam/New York, 53-102 (1994).

        P. Baldi, Y. Rinott, and C. Stein. A Normal Approximation for the Number of Local Maxima of a Random Function on a Graph, in Probability, Statistics and Mathematics: Papers in Honor of Samuel Karlin, T.W. Anderson, K.B. Athreya and D.L. Iglehart, Editors, Academic Press (1989).  

 refereed journals  -  book chapters


 

Refereed Conference Proceedings

 

44. L. Itti and P. Baldi. “Bayesian Surprise Attracts Human Attention”, Advances in Neural Information Processing Systems  18, NIPS 2005, in press, (2005).

43. R. Jurdak, P. Baldi, C. V. Lopes. "Energy-Aware Adaptive Low Power Listening for Sensor Networks", To appear in proceedings of the 2nd International Workshop on Networked Sensing Systems (INSS). San Diego, CA. June, 2005.

42. R. Jurdak, C. V. Lopes, and P. Baldi. “Programming Model for Supporting Complex Optimizations in Sensor Networks,” Proceedings of the Fourth International IEEE/ACM Conference on Information Processing in Sensor Networks (IPSN’05). Los Angeles, CA. April, 2005.

41. R. Jurdak, C. V. Lopes, P. Baldi. Emergy-aware Adaptive Low Power Listening for Sensor Networks. Second International Workshop on Networked Sensing Systems, San Diego, June 2005.

40. R. Jurdak, C. V. Lopes, P. Baldi. Programming Model for Supporting Complex Optimizations in Sensor Networks.  The Fourth International Conference on Information Processing in Sensor Networks.

39.  J. Cheng and P. Baldi. Three-Stage Prediction of Protein Beta-Sheets by Neural Networks, Alignments, and Graph Algorithms. Proceedings of the 2005 Conference on Intelligent Systems for Molecular Biology, ISMB 05. Bioinformatics, in press, (2005).

38. L. Ralaivola, J. Chen, P. Phung, J. Bruand, S. J. Swamidass, and P. Baldi. Kernels for Small Molecules and the Prediction of Mutagenicity, Toxicity, and Anti-Cancer Activity. Proceedings of the 2005 Conference on Intelligent Systems for Molecular Biology, ISMB 05. Bioinformatics, in press, (2005).

37. S. Danziger, S. J. Swamidass, J. Zeng, L. Dearth, Q. Lu, J. H. Chen, V. P. Hoang, H. Saigo, R. Luo, P. Baldi, R. K. Brachmann, and R. H. Lathrop. Functional census of mutation sequence spaces: The example of p53 cancer rescue mutants.

36. J. Cheng and P. Baldi. Three-Stage Prediction of Protein Beta-Sheets by Neural Networks, Alignments, and Graph Algorithms. Proceedings of the 2005 Conference on Intelligent Systems for Molecular Biology, ISMB 05.  Bioinformatics, in press, (2005).

35. L. Ralaivola, J. Chen, P. Phung, J. Bruand, S. J. Swamidass, and P. Baldi. Kernels for Small Molecules and the Prediction of Mutagenicity, Toxicity, and Anti-Cancer Activity. Proceedings of the 2005 Conference on Intelligent Systems for Molecular Biology, ISMB 05. Bioinformatics, in press, (2005).

34. R. Jurdak, C. V. Lopes, P. Baldi. Adaptive Low Power Listening for Sensor Networks. 11th Annual International Conference on Mobile Computing and Networking.

33        L. Itti, P. Baldi. A Principled Approach to Detecting Surprising Events in Video. In: Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Jun 2005.

32.       L. Ralaivola, L. Wu, and P. Baldi. SVM and Pattern-Enriched Common Fate Graphs for the Game of GO. European Symposium on Artificial Neural Networks (ESANN), Bruges, Belgium, April 2005. Accepted for Oral Persentation.

31       A. Mandal, C. V. Lopes, T. Givargis, A. Haghighat, R. Jurdak, and P. Baldi. Beep: 3D Indoor Positioning Using Audible Sound. Proceedings of the 2004 IEEE Consumer Communications and Networking Conference, in press, (2004).

30        P. Baldi, J. Cheng, and A. Vullo. Large-Scale Prediction of Disulphide Bond Connectivity. Advances in Neural Information Processing Systems  17, NIPS 2004, in press, (2004).

29  R. Jurdak, C. Videira Lopes, and P. Baldi. An Identfication Scheme for Location Systems Using Robust Acoustic Signals. Proceeding of the ACS/IEEE International Conference on Pervasive Services, Beirut, Lebanon. IEEE Computer Society Press, (2004).

28     G. Pollastri, P. Baldi, A. Vullo, and P. Frasconi. Prediction of Protein Topologies Using GIOHMMs and GRNNs. Advances in Neural Information Processing Systems 15, S. Becker, S. Thrun, and K. Obermayer Editors, MIT Press, Cambridge, MA,  (2003).

27    G. Pollastri and P. Baldi. Prediction of Contact Maps by GIOHMMs and Recurrent Neural Networks Using Lateral Propagation From All Four Cardinal Corners. Proceedings of the 2002 Conference on Intelligent Systems for Molecular Biology, ISMB 02. Bioinformatics, 18, Supplement 1, S62-S70, (2002). Nominated for Best Paper Award.

26·        G. Pollasti, P. Baldi, P. Fariselli, R. Casadio. Improved Prediction of the Number of Residue Contacts in Proteins by Recurrent Neural Networks. Proceedings of the 2001 Conference on Intelligent Systems for Molecular Biology, (ISMB01), Copenhagen, Denmark, AAAI Press (2001).

25·        M. G. Di Benedetto and P. Baldi. A Model for Self-Organizing Large Scale Wireless Networks. International Symposium on 3G Infrastructure and Services. Athens, Greece, July 2001.

24·        P. Baldi, G. Pollastri, C. A. F. Andersen, and S. Brunak. Matching Protein Beta-Sheet Partners by Feedforward and Recurrent Neural Networks. Proceedings of the 2000 Conference on Intelligent Systems for Molecular Biology, (ISMB00), La Jolla, CA, 25-36, AAAI Press (2000).  Article

23·        S. Hampson, P. Baldi, D. Kibler, and S. Sandmeyer. Analysis of Yeast’s ORFs Upstream Regions by Parallel Processing, Microarrays, and Computational Methods. Proceedings of the 2000 Conference on Intelligent Systems for Molecular Biology, (ISMB00), La Jolla, CA, 190-201, AAAI Press (2000).  Article

22·        P. Baldi, G. Pollastri, C. A. F. Andersen, and S. Brunak. Protein Beta-Sheet Partner Prediction by Neural Networks. Artifical Neural Networks in Medicine and Biology. Proceedings of the ANNIMAB-1 Conference, Göteborg, Sweden, H. Malmgren, M. Borga and L. Niklasson Editors, Springer Verlag, (2000).

21·        P. Baldi, S. Brunak, P. Frasconi, G. Pollastri, and G. Soda. Bidirectional Dynamics for Protein Secondary Structure Prediction, Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence (IJCAI99), Stockholm, Sweden (1999), in press.

20·        P. Baldi, S. Brunak, Y. Chauvin, and A. Gorm Pedersen. Computational Applications of DNA Structural Scales, Proceedings of the 1998 Conference on Intelligent Systems for Molecular Biology, (ISMB98), Montreal, Canada, 35-42, AAAI Press (1998).

19·        P. Baldi, A. Gorm Pedersen, S. Brunak, and Y. Chauvin. Characterization of Prokaryotic and Eukaryotic Promoters Using Hidden Markov Models, Proceedings of the 1996 Conference on Intelligent Systems for Molecular Biology (ISMB96), Washington University, Saint Louis, 182-191, AAAI Press, (1996).

18·        P. Baldi, S. Brunak, Y. Chauvin, and A. Krogh. Hidden Markov Models for Human Genes: Periodic Patterns in Exon Sequences, Theoretical and Computational Methods in Genome Research, S.Suhai Editor, Plenum, NY, (1996).

17·        P. Baldi and K. Hornik. Universal Approximation and Learning of Trajectories Using Oscillators, Advances in Neural Information Processing Systems 8, D. S. Touretzky, M. C. Mozer, and M. E. Hasselmo Editors, MIT Press, Cambridge MA,  451-457, (1996).

16·        P. Baldi and Y. Chauvin. Protein Modeling with Hybrid Hidden Markov Model/Neural Network Architectures, Proceedings of the 1995 Conference on Intelligent Systems for Molecular Biology (ISMB95), Cambridge (UK), 39-47, (1995).

15·        P. Baldi, Y. Chauvin, S. Brunak, J. Engelbrecht, and A. Krogh.  Periodic Sequence Patterns in Human Exons, Proceedings of the 1995 Conference on Intelligent Systems for Molecular Biology (ISMB95), Cambridge (UK), 30-38, (1995).

14·        P. Smyth, U. Fayadd, P. Perona, M. Burl, and P. Baldi. Inferring Ground Truth from Subjective Labelling of Venus Images, Advances in Neural Information Processing Systems, G. Tesauro, D. S. Touretzky and T. K. Leen Editors, MIT Press, Cambridge MA, 1085-1092, (1995).

13·        P. Baldi and Y. Chauvin. Trading Decision Learning: from Theory to Personal Traders, Proceedings of the Second International Conference on Neural Networks in the Capital Markets, Pasadena, CA (1994).

12·        P. Baldi, S. Brunak, Y. Chauvin, J. Engelbrecht, and A. Krogh. Hidden Markov Models of Human Genes, Advances in Neural Information Processing Systems, J. D. Cowan, G. Tesauro and J. Alspector Editors, Morgan Kauffmann Publishers, 761-768, (1994).

11·        P. Baldi and Y. Chauvin. Discrimination of Tyrosine and Serine/Threonine Kinase Sub-Families by Hidden Markov Models, Proceedings of The Third International Conference on Bioinformatics and Genome Research, World Scientific Publishing Co., New Jersey, (1994).

10·        P. Baldi and Y. Chauvin. Modeling Protein Families and Human Genes: Hidden Markov Models and a Little Beyond, Proceedings of the 1994 Fifth Generation Computing Symposium, Workshop on Fusion of Molecular Biology and Knowledge Processing, (Tokyo, Japan), (1994).

        P. Baldi, Y. Chauvin, T. Hunkapiller, and M. A. McClure. Hidden Markov Models in Molecular Biology: New Algorithms and Applications, Advances in Neural Information Processing Systems, S. J. Hanson, J. D. Cowan and C. Lee Giles Editors, Morgan Kauffmann Publishers, 747-754, (1993).

        P. Baldi and Nikzad Toomarian. Learning Trajectories with a Hierarchy of Oscillatory Modules, Proceedings of the 1993 IEEE International Conference on Neural Networks, San Francisco, CA, Volume III, 1172-1176, and also, in similar form, in Proceedings of the 1993 European Symposium on Artificial Neural Networks (ESANN93), Brussels, 183-188.

        P. Baldi and Y. Chauvin. Trading Decision Learning, Neural Networks for Computing Conference (abstract), Snowbird, UT, (1992).

        P. Baldi. A Modular Hierarchical Approach to Learning, Proceedings of the 2nd International Conference on Fuzzy Logic and Neural Networks, (Iizuka, Japan), Vol. 2, 985-988, (1992).

        P. Baldi. Computing with Arrays of Bell-Shaped and Sigmoid Functions. Bernstein Polynomials, the Heat Equation and Universal Approximation Properties, Proceedings of the 1990 Conference on Neural Information Processing Systems, Denver, CO, Morgan Kauffman Publishers, 735-742, (1991).

        P. Baldi, Y. Rinott, and C. Stein. On the Distribution of the Number of Local Minima of a Random Function on a Graph, Proceedings of the 1989 Conference on Neural Information Processing Systems, Denver, CO, Morgan Kauffman Publishers, 727-732, (1990).

        P. Baldi. Neural Networks and Principal Component Analysis: Landscapes and Algorithms,  Proceedings of the 1988 Conference on Neural Information Processing, Denver, CO, Morgan Kauffman Publishers, 65-72, (1989).

        P. Baldi and S.S. Venkatesh. On Properties of Networks of Neuron-Like Elements: Complexity and Capacity, Proceedings of the IEEE Conference on Neural Information Processing Systems (Denver 1987), published by the American Institute of Physics, (D.Z. Anderson, Editor).

        P. Baldi and E.B. Baum. Caging and Exhibiting Ultrametric Structures, Proceedings of the Conference on Neural Networks for Computing, Snowbird, Utah, April 1986, published by the American Institute of Physics, 35-40, (1986), (John S. Denker, Editor).  

Refereed Journals - Book Chapters - Refereed Conference Proceedings