{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,20]],"date-time":"2025-12-20T22:11:15Z","timestamp":1766268675311},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2012,7,22]],"date-time":"2012-07-22T00:00:00Z","timestamp":1342915200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Minds &amp; Machines"],"published-print":{"date-parts":[[2013,5]]},"DOI":"10.1007\/s11023-012-9283-1","type":"journal-article","created":{"date-parts":[[2012,7,21]],"date-time":"2012-07-21T13:15:20Z","timestamp":1342876520000},"page":"227-249","source":"Crossref","is-referenced-by-count":19,"title":["Replacing Causal Faithfulness with Algorithmic Independence of Conditionals"],"prefix":"10.1007","volume":"23","author":[{"given":"Jan","family":"Lemeire","sequence":"first","affiliation":[]},{"given":"Dominik","family":"Janzing","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,7,22]]},"reference":[{"key":"9283_CR1","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9781139167093","volume-title":"The dappled word: A study of the boundaries of science","author":"N. Cartwright","year":"1999","unstructured":"Cartwright, N. (1999). The dappled word: A study of the boundaries of science. Cambridge, MA: Cambridge University Press."},{"key":"9283_CR2","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1093\/bjps\/53.3.411","volume":"53","author":"N. Cartwright","year":"2002","unstructured":"Cartwright, N. (2002). Against modularity, the causal Markov condition and any link between the two. British Journal for the Philosophy of Science, 53, 411\u201353.","journal-title":"British Journal for the Philosophy of Science"},{"key":"9283_CR3","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1145\/321356.321363","volume":"13","author":"G. Chaitin","year":"1966","unstructured":"Chaitin, G. (1966). On the length of programs for computing finite binary sequences. Journal of Association for Computing Machinery, 13, 547\u2013569.","journal-title":"Journal of Association for Computing Machinery"},{"key":"9283_CR4","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1145\/321892.321894","volume":"22","author":"G. Chaitin","year":"1975","unstructured":"Chaitin, G. (1975). A theory of program size formally identical to information theory. Journal of Association for Computing Machinery, 22, 329\u2013340.","journal-title":"Journal of Association for Computing Machinery"},{"key":"9283_CR5","unstructured":"Daniusis, P., Janzing, D., Mooij, J., Zscheischler, J., Steudel, B., Zhang, et\u00a0al. (2010). Inferring deterministic causal relations. In: Proceedings of 6th Conference on Uncertainty in Artificial Intelligence (UAI)."},{"issue":"6","key":"9283_CR6","doi-asserted-by":"crossref","first-page":"2443","DOI":"10.1109\/18.945257","volume":"47","author":"P. Gacs","year":"2001","unstructured":"Gacs, P., Tromp, J., & Vit\u00e1nyi, P. (2001). Algorithmic statistics. IEEE Transactions on Information Theory , 47(6), 2443\u20132463.","journal-title":"IEEE Transactions on Information Theory"},{"key":"9283_CR7","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/4643.001.0001","volume-title":"The minimum description length principle","author":"P. Gr\u00fcnwald","year":"2007","unstructured":"Gr\u00fcnwald, P. (2007). The minimum description length principle. Cambridge, MA: MIT Press."},{"key":"9283_CR8","first-page":"689","volume-title":"NIPS","author":"P. O. Hoyer","year":"2008","unstructured":"Hoyer, P. O., Janzing, D., Mooij, J. M., Peters, J., & Sch\u00f6lkopf, B. (2008). Nonlinear causal discovery with additive noise models. In: D. Koller, D. Schuurmans, Y. Bengio & L. Bottou (Eds.), NIPS (pp. 689\u2013696). Cambridge, MA: IT Press."},{"issue":"1","key":"9283_CR9","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.tcs.2007.05.016","volume":"384","author":"M. Hutter","year":"2007","unstructured":"Hutter, M. (2007). On universal prediction and Bayesian confirmation. Theoretical Computer Science, 384(1), 33\u201348.","journal-title":"Theoretical Computer Science"},{"issue":"10","key":"9283_CR10","doi-asserted-by":"crossref","first-page":"5168","DOI":"10.1109\/TIT.2010.2060095","volume":"56","author":"D. Janzing","year":"2010","unstructured":"Janzing, D., & Sch\u00f6lkopf, B. (2010). Causal inference using the algorithmic Markov condition. IEEE Transactions on Information Theory, 56(10), 5168\u20135194.","journal-title":"IEEE Transactions on Information Theory"},{"issue":"2","key":"9283_CR11","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1142\/S1230161210000126","volume":"17","author":"D. Janzing","year":"2010","unstructured":"Janzing, D., & Steudel, B. (2010). Justifying additive-noise-based causal discovery via algorithmic information theory. Open Systems and Information Dynamics, 17(2), 189\u2013212.","journal-title":"Open Systems and Information Dynamics"},{"key":"9283_CR12","unstructured":"Janzing, D., Sun, X., & Sch\u00f6lkopf, B. (2009). Distinguishing cause and effect via second order exponential models. http:\/\/arxivorg\/abs\/09105561 ."},{"key":"9283_CR13","unstructured":"Janzing, D., Hoyer, P., & Sch\u00f6lkopf, B. (2010). Telling cause from effect based on high-dimensional observations. In: Proceedings of the Internationl Conference on Machine Learning (ICML), Israel: Haifa."},{"issue":"10","key":"9283_CR14","first-page":"5168","volume":"56","author":"D. Janzing","year":"2012","unstructured":"Janzing, D., Mooij, J., Zhang, K., Lemeire, J., Zscheischler, J., Daniusis, P., et al. (2012). Information-geometric approach to inferring causal directions. Artificial Intelligence, 56(10), 5168\u20135194.","journal-title":"Artificial Intelligence"},{"issue":"1","key":"9283_CR15","first-page":"1","volume":"1","author":"A. Kolmogorov","year":"1965","unstructured":"Kolmogorov, A. (1965). Three approaches to the quantitative definition of information. Problems of Information Transmission, 1(1), 1\u20137.","journal-title":"Problems of Information Transmission"},{"issue":"3","key":"9283_CR16","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1007\/s11023-006-9040-4","volume":"16","author":"K. B. Korb","year":"2006","unstructured":"Korb, K. B., & Nyberg, E. (2006). The power of intervention. Minds and Machines, 16(3), 289\u2013302.","journal-title":"Minds and Machines"},{"key":"9283_CR17","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780198522195.001.0001","volume-title":"Graphical models","author":"S. L. Lauritzen","year":"1996","unstructured":"Lauritzen, S. L. (1996). Graphical models. Oxford: Clarendon Press."},{"key":"9283_CR18","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1111\/1467-9868.00340","volume":"64","author":"S. L. Lauritzen","year":"2002","unstructured":"Lauritzen, S. L., & Richardson, T. S. (2002). Chain graph models and their causal interpretation. Journal of the Royal Statistical Society, Series B, 64, 321 \u2013 361.","journal-title":"Journal of the Royal Statistical Society, Series B"},{"key":"9283_CR19","unstructured":"Lemeire, J., & Dirkx, E. (2006). Causal models as minimal descriptions of multivariate systems. http:\/\/parallel.vub.ac.be\/\u223cjan ."},{"key":"9283_CR20","unstructured":"Lemeire, J., Meganck, S., Cartella, F., Liu, T., & Statnikov, A. (2011a). Inferring the causal decomposition under the presence of deterministic relations. In: Special session learning of causal relations at the ESANN conference."},{"key":"9283_CR21","volume-title":"Causality in the sciences","author":"J. Lemeire","year":"2011","unstructured":"Lemeire, J., Steenhaut, K., & Touhafi, A. (2011b). When are graphical causal models not good models? In: J. Williamson, F. Russo & P. McKay (Eds.), Causality in the sciences. Oxford: Oxford University Press."},{"issue":"3","key":"9283_CR22","first-page":"206","volume":"10","author":"L. Levin","year":"1974","unstructured":"Levin, L. (1974). Laws of information conservation (non-growth) and aspects of the foundation of probability theory. Problems Information Transmission, 10(3), 206\u2013210.","journal-title":"Problems Information Transmission"},{"key":"9283_CR23","unstructured":"Meek, C. (1995). Strong completeness and faithfulness in Bayesian networks. In: Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI), pp 411\u2013418."},{"key":"9283_CR24","volume-title":"Causality. Models, reasoning, and inference","author":"J. Pearl","year":"2000","unstructured":"Pearl, J. (2000). Causality. Models, reasoning, and inference. Cambridge, MA: Cambridge University Press."},{"issue":"12","key":"9283_CR25","doi-asserted-by":"crossref","first-page":"2436","DOI":"10.1109\/TPAMI.2011.71","volume":"33","author":"J. Peters","year":"2011","unstructured":"Peters, J., Janzing, D., & Sch\u00f6lkopf, B. (2011a). Causal inference on discrete data using additive noise models. IEEE Transactions on Pattern Analysis and Machine Intelligence, 33(12), 2436\u20132450.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"9283_CR26","unstructured":"Peters, J., Mooij, J., Janzing, D., & Sch\u00f6lkopf, B. (2011b) Identifiability of causal graphs using functional models. In: Proceedings of the 27th Conference on Uncertainty in Artificial Intelligence (UAI)."},{"issue":"6","key":"9283_CR27","doi-asserted-by":"crossref","first-page":"1076","DOI":"10.3390\/e13061076","volume":"13","author":"S. Rathmanner","year":"2011","unstructured":"Rathmanner, S., & Hutter, M. (2011). A philosophical treatise of universal induction. Entropy, 13(6), 1076\u20131136 doi: 10.3390\/e13061076 .","journal-title":"Entropy"},{"key":"9283_CR28","unstructured":"Solomonoff, R. (1960). A preliminary report on a general theory of inductive inference. Technical report V-131 report ZTB-138 Zator Co."},{"issue":"2","key":"9283_CR29","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1016\/S0019-9958(64)90131-7","volume":"7","author":"R. Solomonoff","year":"1964","unstructured":"Solomonoff, R. (1964). A formal theory of inductive inference. Information and Control, Part II, 7(2), 224\u2013254.","journal-title":"Information and Control, Part II"},{"key":"9283_CR30","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4612-2748-9","volume-title":"Causation, prediction, and search","author":"P. Spirtes","year":"1993","unstructured":"Spirtes, P., Glymour, C., & Scheines, R. (1993). Causation, prediction, and search, 2nd edn. Berlin: Springer Verlag.","edition":"2"},{"issue":"3","key":"9283_CR31","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1007\/s11229-010-9751-1","volume":"182","author":"J. Zhang","year":"2011","unstructured":"Zhang, J., Spirtes, P. (2011). Intervention, determinism, and the causal minimality condition. Synthese, 182(3), 335\u2013347.","journal-title":"Synthese"},{"key":"9283_CR32","unstructured":"Zscheischler, J., Janzing, D., & Zhang, K. (2011) Testing whether linear equations are causal: A free probability theory approach. In: Proceedings of the 27th Conference on Uncertainty in Artificial Intelligence (UAI)."}],"container-title":["Minds and Machines"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11023-012-9283-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11023-012-9283-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11023-012-9283-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,27]],"date-time":"2024-04-27T10:25:55Z","timestamp":1714213555000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11023-012-9283-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,7,22]]},"references-count":32,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2013,5]]}},"alternative-id":["9283"],"URL":"https:\/\/doi.org\/10.1007\/s11023-012-9283-1","relation":{},"ISSN":["0924-6495","1572-8641"],"issn-type":[{"value":"0924-6495","type":"print"},{"value":"1572-8641","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,7,22]]}}}