{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T07:38:04Z","timestamp":1743061084485,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":38,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642020964"},{"type":"electronic","value":"9783642020971"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-02097-1_12","type":"book-chapter","created":{"date-parts":[[2009,6,11]],"date-time":"2009-06-11T06:32:35Z","timestamp":1244701955000},"page":"220-236","source":"Crossref","is-referenced-by-count":7,"title":["Extended Pawlak\u2019s Flow Graphs and Information Theory"],"prefix":"10.1007","author":[{"given":"Huawen","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jigui","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huijie","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lei","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"issue":"7","key":"12_CR1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/390013.808479","volume":"5","author":"F.E. Allen","year":"1970","unstructured":"Allen, F.E.: Control flow analysis. ACM SIGPLAN Notices\u00a05(7), 1\u201319 (1970)","journal-title":"ACM SIGPLAN Notices"},{"key":"12_CR2","unstructured":"Blake, C.L., Merz, C.J.: UCI Repository of Machine Learning Databases (1998), \n                  \n                    http:\/\/www.ics.uci.edu\/~mlearn\/MLRepository.html"},{"key":"12_CR3","doi-asserted-by":"crossref","unstructured":"Butz, C.J., Yan, W.: Current Trends in Rough Set Flow Graphs. In: Hassanien, A.E., et al. (eds.) Rough Computing: Theories, Technologies and Applications, pp. 152\u2013161. Idea Group Inc. (2007)","DOI":"10.4018\/978-1-59904-552-8.ch006"},{"key":"12_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1007\/11548669_35","volume-title":"Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing","author":"C.J. Butz","year":"2005","unstructured":"Butz, C.J., Yan, W., Yang, B.: The Computational Complexity of Inference using Rough Set Flow Graphs. In: \u015al\u0119zak, D., Wang, G., Szczuka, M.S., D\u00fcntsch, I., Yao, Y. (eds.) RSFDGrC 2005. LNCS, vol.\u00a03641, pp. 335\u2013344. Springer, Heidelberg (2005)"},{"key":"12_CR5","doi-asserted-by":"crossref","unstructured":"Butz, C.J., Yan, W., Yang, B.: An Efficient Algorithm for Inference in Rough Set Flow Graphs. Transaction on Rough Sets V, 102\u2013122 (2006)","DOI":"10.1007\/11847465_5"},{"key":"12_CR6","doi-asserted-by":"crossref","unstructured":"Chan, C.-C., Tsumoto, S.: On Learning Decision Rules From Flow Graphs. In: Proceedings of North American Fuzzy Information Processing Society (NAFIPS 2007), pp. 655\u2013658 (2007)","DOI":"10.1109\/NAFIPS.2007.383918"},{"key":"12_CR7","unstructured":"Chitchareon, D., Pattaraintakorn, P.: Knowledge Discovery by Rough Sets mathematical Flow Graphs and Its Extension. In: Proceedings of the IASTED International Conference on Artificial Intelligence and Applications (AIA 2008), pp. 340\u2013345 (2008)"},{"volume-title":"Elements of Information Theory","year":"1991","key":"12_CR8","unstructured":"Cover, T.M., Thomas, J.A. (eds.): Elements of Information Theory. Wiley, New York (1991)"},{"key":"12_CR9","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"691","DOI":"10.1007\/978-3-540-25929-9_87","volume-title":"Rough Sets and Current Trends in Computing","author":"A. Czyzewski","year":"2004","unstructured":"Czyzewski, A., Szczerba, M., Kostek, B.: Musical Metadata Retrieval with Flow Graphs. In: Tsumoto, S., S\u0142owi\u0144ski, R., Komorowski, J., Grzyma\u0142a-Busse, J.W. (eds.) RSCTC 2004. LNCS, vol.\u00a03066, pp. 691\u2013698. Springer, Heidelberg (2004)"},{"issue":"1","key":"12_CR10","first-page":"17","volume":"14","author":"R. Davis","year":"1993","unstructured":"Davis, R., Shrobe, H., Szolovits, P.: What is a Knowledge Representation? AI Magazine\u00a014(1), 17\u201333 (1993)","journal-title":"AI Magazine"},{"volume-title":"Flows in networks","year":"1962","key":"12_CR11","unstructured":"Ford, L.R., Fulkerson, D.R. (eds.): Flows in networks. Princeton University Press, New Jersey (1962)"},{"issue":"1","key":"12_CR12","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1109\/34.824819","volume":"22","author":"A.K. Jain","year":"2000","unstructured":"Jain, A.K., Duin, R.P.W., Mao, J.: Statistical Pattern Recognition: A Review. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a022(1), 4\u201337 (2000)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"12_CR13","first-page":"3","volume-title":"Rough Fuzzy Hybridization: A New Trend in Decision-Making","author":"J. Komorowski","year":"1999","unstructured":"Komorowski, J., Pawlak, Z., Polkowski, L., Skowron, A.: Rough sets: a tutorial. In: Pal, S.K., Skowron, A. (eds.) Rough Fuzzy Hybridization: A New Trend in Decision-Making, pp. 3\u20138. Springer, Singapore (1999)"},{"key":"12_CR14","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1007\/978-3-540-27794-1_13","volume-title":"Transactions on Rough Sets III","author":"B. Kostek","year":"2004","unstructured":"Kostek, B., Czyzewski, A.: Processing of Musical Metadata Employing Pawlak\u2019s Flow Graphs. In: Peters, J.F., Skowron, A. (eds.) Transactions on Rough Sets III. LNCS, vol.\u00a03400, pp. 279\u2013298. Springer, Heidelberg (2004)"},{"volume-title":"The Logic of Knowledge Bases","year":"2000","key":"12_CR15","unstructured":"Levesque, H., Lakemeyer, G. (eds.): The Logic of Knowledge Bases. MIT Press, Cambridge (2000)"},{"key":"12_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"465","DOI":"10.1007\/978-3-540-25929-9_55","volume-title":"Rough Sets and Current Trends in Computing","author":"T.Y. Lin","year":"2004","unstructured":"Lin, T.Y., Yin, P.: Heuristically Fast Finding of the Shortest Reducts. In: Tsumoto, S., S\u0142owi\u0144ski, R., Komorowski, J., Grzyma\u0142a-Busse, J.W. (eds.) RSCTC 2004. LNCS, vol.\u00a03066, pp. 465\u2013470. Springer, Heidelberg (2004)"},{"key":"12_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1007\/978-3-540-85064-9_6","volume-title":"Transactions on Rough Sets VIII","author":"H. Liu","year":"2008","unstructured":"Liu, H., Sun, J., Zhang, H.: Interpretation of Extended Pawlak Flow Graphs using Granular Computing. In: Peters, J.F., Skowron, A. (eds.) Transactions on Rough Sets VIII. LNCS, vol.\u00a05084, pp. 93\u2013115. Springer, Heidelberg (2008)"},{"issue":"4","key":"12_CR18","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1109\/TKDE.2005.66","volume":"17","author":"H. Liu","year":"2005","unstructured":"Liu, H., Yu, L.: Toward Integrating Feature Selection Algorithms for Classification and Clustering. IEEE Transactions on Knowledge and Data Engineering\u00a017(4), 491\u2013502 (2005)","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"12_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1007\/11785231_29","volume-title":"Artificial Intelligence and Soft Computing \u2013 ICAISC 2006","author":"A. Mieszkowicz-Rolka","year":"2006","unstructured":"Mieszkowicz-Rolka, A., Rolka, L.: Flow Graphs and Decision Tables with Fuzzy Attributes. In: Rutkowski, L., Tadeusiewicz, R., Zadeh, L.A., \u017burada, J.M. (eds.) ICAISC 2006. LNCS(LNAI), vol.\u00a04029, pp. 268\u2013277. Springer, Heidelberg (2006)"},{"issue":"12","key":"12_CR20","doi-asserted-by":"publisher","first-page":"1300","DOI":"10.1016\/j.aml.2005.08.004","volume":"19","author":"P. Pattaraintakorn","year":"2006","unstructured":"Pattaraintakorn, P., Cercone, N., Naruedomkul, K.: Rule learning: Ordinal prediction based on rough sets and soft-computing. Applied Mathematics Letters\u00a019(12), 1300\u20131307 (2006)","journal-title":"Applied Mathematics Letters"},{"issue":"6","key":"12_CR21","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1016\/S0377-2217(01)00029-7","volume":"13","author":"Z. Pawlak","year":"2002","unstructured":"Pawlak, Z.: Decision algorithms, Bayes\u2019 Theorem and Flow Graphs. European Journal of Operational Research\u00a013(6), 181\u2013189 (2002)","journal-title":"European Journal of Operational Research"},{"key":"12_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1007\/3-540-45631-7_15","volume-title":"Advances in Soft Computing - AFSS 2002","author":"Z. Pawlak","year":"2002","unstructured":"Pawlak, Z.: The Rough Set View on Bayes\u2019 Theorem. In: Pal, N.R., Sugeno, M. (eds.) AFSS 2002. LNCS, vol.\u00a02275, pp. 106\u2013120. Springer, Heidelberg (2002)"},{"key":"12_CR23","doi-asserted-by":"crossref","unstructured":"Pawlak, Z.: Probability, truth and flow graphs. In: Proceedings of the Workshop on Rough Sets in Knowledge Discovery and Soft Computing at ETAPS 2003, pp. 1\u20139 (2003)","DOI":"10.1016\/S1571-0661(04)80700-X"},{"key":"12_CR24","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/3-540-39205-X_1","volume-title":"Proceedings of the 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing","author":"Z. Pawlak","year":"2003","unstructured":"Pawlak, Z.: Flow graphs and decision algorithms. In: Proceedings of the 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing. LNCS, vol.\u00a02639, pp. 1\u201311. Springer, Heidelberg (2003)"},{"key":"12_CR25","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-540-25929-9_1","volume-title":"Rough Sets and Current Trends in Computing","author":"Z. Pawlak","year":"2004","unstructured":"Pawlak, Z.: Decision Networks. In: Tsumoto, S., S\u0142owi\u0144ski, R., Komorowski, J., Grzyma\u0142a-Busse, J.W. (eds.) RSCTC 2004. LNCS, vol.\u00a03066, pp. 1\u20137. Springer, Heidelberg (2004)"},{"key":"12_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-540-27794-1_1","volume-title":"Transactions on Rough Sets I","author":"Z. Pawlak","year":"2004","unstructured":"Pawlak, Z.: Some Issues on Rough Sets. In: Peters, J.F., Skowron, A., Grzyma\u0142a-Busse, J.W., Kostek, B.z., \u015awiniarski, R.W., Szczuka, M.S. (eds.) Transactions on Rough Sets I. LNCS, vol.\u00a03100, pp. 1\u201358. Springer, Heidelberg (2004)"},{"key":"12_CR27","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1016\/S0377-2217(03)00004-3","volume":"154","author":"Z. Pawlak","year":"2004","unstructured":"Pawlak, Z.: Decisions Rules and Flow Networks. European Journal of Operational Research\u00a0154, 184\u2013190 (2004)","journal-title":"European Journal of Operational Research"},{"key":"12_CR28","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/11548669_1","volume-title":"Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing","author":"Z. Pawlak","year":"2005","unstructured":"Pawlak, Z.: Rough Sets and Flow Graphs. In: \u015al\u0119zak, D., Wang, G., Szczuka, M.S., D\u00fcntsch, I., Yao, Y. (eds.) RSFDGrC 2005. LNCS, vol.\u00a03641, pp. 1\u201311. Springer, Heidelberg (2005)"},{"key":"12_CR29","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/11427834_1","volume-title":"Transactions on Rough Sets III","author":"Z. Pawlak","year":"2005","unstructured":"Pawlak, Z.: Flow Graphs and Data Mining. In: Peters, J.F., Skowron, A. (eds.) Transactions on Rough Sets III. LNCS, vol.\u00a03400, pp. 1\u201336. Springer, Heidelberg (2005)"},{"issue":"3","key":"12_CR30","doi-asserted-by":"publisher","first-page":"649","DOI":"10.1016\/j.ejor.2003.09.038","volume":"166","author":"Z. Pawlak","year":"2005","unstructured":"Pawlak, Z.: Some remarks on conflict analysis. European Journal of Operational Research\u00a0166(3), 649\u2013654 (2005)","journal-title":"European Journal of Operational Research"},{"key":"12_CR31","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/11908029_1","volume-title":"Rough Sets and Current Trends in Computing","author":"Z. Pawlak","year":"2006","unstructured":"Pawlak, Z.: Decision Trees and Flow Graphs. In: Greco, S., Hata, Y., Hirano, S., Inuiguchi, M., Miyamoto, S., Nguyen, H.S., S\u0142owi\u0144ski, R. (eds.) RSCTC 2006. LNCS, vol.\u00a04259, pp. 1\u201311. Springer, Heidelberg (2006)"},{"key":"12_CR32","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1007\/3-540-39205-X_29","volume-title":"Proceedings of the 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing (RSFSGrC 2003)","author":"A. Skowron","year":"2003","unstructured":"Skowron, A., Synak, P.: Reasoning Based on Information Changes in Information Maps. In: Proceedings of the 9th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing (RSFSGrC 2003). LNCS, vol.\u00a02639, pp. 229\u2013236. Springer, Heidelberg (2003)"},{"key":"12_CR33","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1007\/11795131_28","volume-title":"Rough Sets and Knowledge Technology","author":"J. Sun","year":"2006","unstructured":"Sun, J., Liu, H., Zhang, H.: An Extension of Pawlak\u2019s Flow Graphs. In: Wang, G.-Y., Peters, J.F., Skowron, A., Yao, Y. (eds.) RSKT 2006. LNCS, vol.\u00a04062, pp. 191\u2013199. Springer, Heidelberg (2006)"},{"key":"12_CR34","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"468","DOI":"10.1007\/978-3-540-72458-2_58","volume-title":"Rough Sets and Knowledge Technology","author":"Z. Suraj","year":"2007","unstructured":"Suraj, Z., Pancerz, K.: Flow Graphs as a Tool for Mining Prediction Rules of Changes of Components in Temporal Information Systems. In: Yao, J., Lingras, P., Wu, W.-Z., Szczuka, M.S., Cercone, N.J., \u015ale\u0327zak, D. (eds.) RSKT 2007. LNCS(LNAI), vol.\u00a04481, pp. 468\u2013475. Springer, Heidelberg (2007)"},{"key":"12_CR35","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.eswa.2005.01.005","volume":"29","author":"F.H. Wang","year":"2005","unstructured":"Wang, F.H.: On acquiring classification knowledge from noisy data based on Rough Sets. Expert Systems with Applications\u00a029, 49\u201364 (2005)","journal-title":"Expert Systems with Applications"},{"issue":"2","key":"12_CR36","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1023\/A:1025401527570","volume":"4","author":"Y. Wang","year":"2003","unstructured":"Wang, Y.: On cognitive informatics. Brain and Mind: A Transdisciplinary Journal of Neuroscience and Neurophilosophy\u00a04(2), 151\u2013167 (2003)","journal-title":"Brain and Mind: A Transdisciplinary Journal of Neuroscience and Neurophilosophy"},{"issue":"1","key":"12_CR37","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jcini.2007010101","volume":"1","author":"Y. Wang","year":"2007","unstructured":"Wang, Y.: The Theoretical Framework of Cognitive Informatics. International Journal of Cognitive Informatics and Natural Intelligence\u00a01(1), 1\u201327 (2007)","journal-title":"International Journal of Cognitive Informatics and Natural Intelligence"},{"key":"12_CR38","doi-asserted-by":"crossref","unstructured":"Yao, Y.Y.: Perspectives of Granular Computing. In: Proceedings of the 2005 IEEE International Conference on Granular Computing, vol.\u00a01, pp. 85\u201390 (2005)","DOI":"10.1109\/GRC.2005.1547239"}],"container-title":["Lecture Notes in Computer Science","Transactions on Computational Science V"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-02097-1_12","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,3,8]],"date-time":"2019-03-08T15:26:48Z","timestamp":1552058808000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-02097-1_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642020964","9783642020971"],"references-count":38,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-02097-1_12","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2009]]}}}