Incorporating expert knowledge when learning Bayesian network structure: A medical case study
暂无分享,去创建一个
Kevin B. Korb | Ann E. Nicholson | M. Julia Flores | Steven Mascaro | Andrew Brunskill | A. Nicholson | K. Korb | M. Flores | S. Mascaro | A. Brunskill
[1] David Maxwell Chickering,et al. A Transformational Characterization of Equivalent Bayesian Network Structures , 1995, UAI.
[2] Kevin B. Korb,et al. Learning Bayesian Networks with Restricted Causal Interactions , 1999, UAI.
[3] Kevin B. Korb,et al. Bayesian Artificial Intelligence , 2004, Computer science and data analysis series.
[4] S. Silver,et al. Heart Failure , 1937, The New England journal of medicine.
[5] Kevin B. Korb,et al. Parameterisation and evaluation of a Bayesian network for use in an ecological risk assessment , 2007, Environ. Model. Softw..
[6] Arno Siebes,et al. Priors on network structures. Biasing the search for Bayesian networks , 1998, Int. J. Approx. Reason..
[7] J. Rissanen,et al. Modeling By Shortest Data Description* , 1978, Autom..
[8] Kevin B. Korb,et al. A Bayesian Metric for Evaluating Machine Learning Algorithms , 2004, Australian Conference on Artificial Intelligence.
[9] Kevin B. Korb,et al. The Evolution of Causal Models: A Comparison of Bayesian Metrics and Structure Priors , 1999, PAKDD.
[10] John F. Roddick,et al. Guest Editors' Introduction to Special Issue on Health Data Mining , 2006 .
[11] Steffen L. Lauritzen,et al. Bayesian updating in causal probabilistic networks by local computations , 1990 .
[12] Kevin B. Korb,et al. Causal Discovery with Prior Information , 2006, Australian Conference on Artificial Intelligence.
[13] Hugh Tunstall-Pedoe,et al. Symptomatic and asymptomatic left-ventricular systolic dysfunction in an urban population , 1997, The Lancet.
[14] M. Knuiman,et al. Multivariate risk estimation for coronary heart disease: the Busselton Health Study , 1998, Australian and New Zealand journal of public health.
[15] Robert B. Wallace,et al. Established Populations for Epidemiologic Studies of the Elderly, 1981-1993: [East Boston, Massachusetts, Iowa and Washington Counties, Iowa, New Haven, Connecticut, and North Central North Carolina] , 1993 .
[16] Richard E. Neapolitan,et al. Learning Bayesian networks , 2007, KDD '07.
[17] Wai Lam,et al. LEARNING BAYESIAN BELIEF NETWORKS: AN APPROACH BASED ON THE MDL PRINCIPLE , 1994, Comput. Intell..
[18] Joe Suzuki,et al. Learning Bayesian Belief Networks Based on the Minimum Description Length Principle: An Efficient Algorithm Using the B & B Technique , 1996, ICML.
[19] Andrew P. Hodges,et al. Bayesian Network Expansion Identifies New ROS and Biofilm Regulators , 2010, PloS one.
[20] David J. Spiegelhalter,et al. Local computations with probabilities on graphical structures and their application to expert systems , 1990 .
[21] Gregory F. Cooper,et al. A Bayesian method for the induction of probabilistic networks from data , 1992, Machine Learning.
[22] Alexander Gammerman,et al. Causal Models and Intelligent Data Management , 1999, Springer Berlin Heidelberg.
[23] Thomas D. Nielsen,et al. Latent variable discovery in classification models , 2004, Artif. Intell. Medicine.
[24] Ann E. Nicholson,et al. Matilda: A visual tool for modeling with Bayesian networks , 2006, Int. J. Intell. Syst..
[25] S B Hulley,et al. Overall and coronary heart disease mortality rates in relation to major risk factors in 325,348 men screened for the MRFIT. Multiple Risk Factor Intervention Trial. , 1986, American heart journal.
[26] D. Heckerman,et al. ,81. Introduction , 2022 .
[27] Boaz Lerner,et al. Bayesian Network Structure Learning by Recursive Autonomy Identification , 2006, SSPR/SPR.
[28] Kevin B. Korb,et al. Bayesian Artificial Intelligence, Second Edition , 2010 .
[29] Silja Renooij,et al. Probabilities for a probabilistic network: a case study in oesophageal cancer , 2002, Artif. Intell. Medicine.
[30] Judea Pearl,et al. Probabilistic reasoning in intelligent systems - networks of plausible inference , 1991, Morgan Kaufmann series in representation and reasoning.
[31] C. S. Wallace,et al. Statistical and Inductive Inference by Minimum Message Length (Information Science and Statistics) , 2005 .
[32] David Maxwell Chickering,et al. Learning Bayesian Networks: The Combination of Knowledge and Statistical Data , 1994, Machine Learning.
[33] Murray Turoff,et al. The Delphi Method: Techniques and Applications , 1976 .
[34] Jiawei Han,et al. Data Mining: Concepts and Techniques , 2000 .
[35] Gregory M. Provan,et al. Knowledge Engineering for Large Belief Networks , 1994, UAI.
[36] C. S. Wallace,et al. Learning Linear Causal Models by MML Sampling , 1999 .
[37] David Maxwell Chickering,et al. Optimal Structure Identification With Greedy Search , 2003, J. Mach. Learn. Res..
[38] Ross D. Shachter,et al. A Bayesian network for mammography , 2000, AMIA.
[39] Kevin B. Korb,et al. Epidemiological data mining of cardiovascular Bayesian networks , 2006 .
[40] G R Sutherland,et al. Assessing diagnosis in heart failure: which features are any use? , 1997, QJM : monthly journal of the Association of Physicians.
[41] C. S. Wallace,et al. An Information Measure for Classification , 1968, Comput. J..
[42] Lise Getoor,et al. Understanding tuberculosis epidemiology using structured statistical models , 2004, Artif. Intell. Medicine.
[43] P. Spirtes,et al. Causation, prediction, and search , 1993 .
[44] Luis M. de Campos,et al. A comparison of learning algorithms for Bayesian networks: a case study based on data from an emergency medical service , 2004, Artif. Intell. Medicine.
[45] T. Valle,et al. Prevention of type 2 diabetes mellitus by changes in lifestyle among subjects with impaired glucose tolerance. , 2001, The New England journal of medicine.
[46] Charles Twardy,et al. Decision Support for Clinical Cardiovascular Risk Assessment , 2008 .
[47] Xindong Wu,et al. A Study of Causal Discovery With Weak Links and Small Samples , 1997, IJCAI.
[48] Bart De Moor,et al. Using literature and data to learn Bayesian networks as clinical models of ovarian tumors , 2004, Artif. Intell. Medicine.