QML-Morven: A novel framework for learning qualitative differential equation models using both symbolic and evolutionary approaches

Price, 2006, Qualitative futures, Knowl. Eng. Rev., 21, 317, 10.1017/S026988890600097X Pang, 2010, Learning qualitative differential equation models: a survey of algorithms and applications, Knowl. Eng. Rev., 25, 69, 10.1017/S0269888909990348 King, 2005, On the use of qualitative reasoning to simulate and identify metabolic pathways, Bioinformatics, 21, 2017, 10.1093/bioinformatics/bti255 Hartman, 2002 Kuipers, 1994 Kuipers, 1986, Qualitative simulation, Artif. Intell., 29, 289, 10.1016/0004-3702(86)90073-1 Kuipers, 1989, Modeling and simulation with incomplete knowledge, Automatica, 25, 571, 10.1016/0005-1098(89)90099-X Shen, 1993, Fuzzy qualitative simulation, IEEE Trans. Syst. Man Cybern., 23, 1038, 10.1109/21.247887 Coghill, 1996 Bruce, 2005, Parallel fuzzy qualitative reasoning, 110 Srinivasan, 2008, Incremental identification of qualitative models of biological systems using inductive logic programming, J. Mach. Learn. Res., 9, 1475 Varšek, 1991, Qualitative model evolution, 1311 Coghill, 2008, Qualitative system identification from imperfect data, J. Artif. Intell. Res., 32, 825, 10.1613/jair.2374 Coghill, 1992, The application of vector envisionment to compartmental systems, 123 Coghill, 2003, Fuzzy envisionment Muggleton, 1990, Efficient induction of logic programs, 368 Coiera, 1989, Learning qualitative models from example behaviours, 45 Hau, 1993, Learning qualitative models of dynamic systems, Mach. Learn., 26, 177, 10.1023/A:1007317323969 Kraan, 1992, Automatic abduction of qualitative models, 295 Richards, 1992, Automatic abduction of qualitative models, 723 Say, 1996, Qualitative system identification: deriving structure from behavior, Artif. Intell., 83, 75, 10.1016/0004-3702(95)00016-X Bratko, 1991, Learning qualitative models of dynamic systems, 385 Horn, 1951, On sentences which are true of direct unions of algebras, J. Symbolic Logic, 16, 14, 10.2307/2268661 Srinivasan, 2007 Papadimitriou, 1982 Bratko, 2003, Learning qualitative models, AI Mag., 24, 107 Žabkar, 2011, Learning qualitative models from numerical data, Artif. Intell., 175, 1604, 10.1016/j.artint.2011.02.004 Hinrichs, 2012, Learning qualitative models by demonstration, 207 Forbus, 1984, Qualitative process theory, Artif. Intell., 24, 85, 10.1016/0004-3702(84)90038-9 Mugan, 2012, Autonomous learning of high level states and actions in continuous environments, IEEE Trans. Autonomous Mental Dev., 4, 70, 10.1109/TAMD.2011.2160943 Wiegand, 1991 Morgan, 1988 Bruce, 2007 Iwasaki, 1994, Causality and model abstraction, Artif. Intell., 67, 143, 10.1016/0004-3702(94)90014-0 Camacho, 2000 Shoup, 1979 Blackman, 1958 Haralick, 1980, Increasing tree search efficiency for constraint satisfaction problems, Artif. Intell., 14, 10.1016/0004-3702(80)90051-X de Castro, 2000, The clonal selection algorithm with engineering applications, 36 Ellner, 2006, 1 Fields, 2000, Body composition techniques and the four-compartment model in children, J. Appl. Physiol., 89, 613, 10.1152/jappl.2000.89.2.613 Gillet, 2002, Patumod: a compartment model of vegetation dynamics in wooded pastures, Ecol. Model., 187, 267, 10.1016/S0304-3800(01)00427-6 Coghill, 2004, Learning qualitative metabolic models, 445 Pang, 2011, An immune-inspired approach to qualitative system identification of biological pathways, Nat. Comput., 10, 189, 10.1007/s11047-010-9212-2 Pang, 2010, Learning qualitative metabolic models using evolutionary methods, 436 Pang, 2010, An immune-inspired network approach to qualitative model learning, 223 Timmis, 2004, A comment on opt-AINet: an immune network algorithm for optimisation, 308