{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,6]],"date-time":"2025-07-06T05:10:09Z","timestamp":1751778609242,"version":"3.41.0"},"publisher-location":"Cham","reference-count":36,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319977843"},{"type":"electronic","value":"9783319977850"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-97785-0_41","type":"book-chapter","created":{"date-parts":[[2018,8,1]],"date-time":"2018-08-01T14:49:17Z","timestamp":1533134957000},"page":"429-438","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Bags of Graphs for Human Action Recognition"],"prefix":"10.1007","author":[{"given":"Xavier","family":"Cort\u00e9s","sequence":"first","affiliation":[]},{"given":"Donatello","family":"Conte","sequence":"additional","affiliation":[]},{"given":"Hubert","family":"Cardot","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,8,2]]},"reference":[{"key":"41_CR1","unstructured":"Csurka, G., Dance, C., Fan, L., Willamowski, J., Bray, C.: Visual categorization with bags of keypoints. In: Workshop on Statistical Learning in Computer Vision, ECCV, Prague, vol. 1, no. 1\u201322, pp. 1\u20132 (2004)"},{"key":"41_CR2","unstructured":"Yang, J., Yu, K., Gong, Y., Huang, T.: Linear spatial pyramid matching using sparse coding for image classification. In: 2009 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2009, pp. 1794\u20131801. IEEE (2009)"},{"key":"41_CR3","doi-asserted-by":"crossref","unstructured":"Wang, J., Yang, J., Yu, K., Lv, F., Huang, T., Gong, Y.: Locality constrained linear coding for image classification. In: 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 3360\u20133367. IEEE (2010)","DOI":"10.1109\/CVPR.2010.5540018"},{"issue":"3","key":"41_CR4","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1007\/s11263-007-0122-4","volume":"79","author":"JC Niebles","year":"2008","unstructured":"Niebles, J.C., Wang, H., Fei-Fei, L.: Unsupervised learning of human action categories using spatial-temporal words. Int. J. Comput. Vis. 79(3), 299\u2013318 (2008)","journal-title":"Int. J. Comput. Vis."},{"key":"41_CR5","doi-asserted-by":"crossref","unstructured":"Laptev, I., Marszalek, M., Schmid, C., Rozenfeld, B.: Learning realistic human actions from movies. In: 2008 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2008, pp. 1\u20138. IEEE (2008)","DOI":"10.1109\/CVPR.2008.4587756"},{"key":"41_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"572","DOI":"10.1007\/978-3-642-37431-9_44","volume-title":"Computer Vision \u2013 ACCV 2012","author":"X Wang","year":"2013","unstructured":"Wang, X., Wang, L., Qiao, Y.: A comparative study of encoding, pooling and normalization methods for action recognition. In: Lee, K.M., Matsushita, Y., Rehg, J.M., Hu, Z. (eds.) ACCV 2012. LNCS, vol. 7726, pp. 572\u2013585. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-37431-9_44"},{"issue":"2","key":"41_CR7","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1016\/j.eij.2015.11.002","volume":"17","author":"M Elshourbagy","year":"2016","unstructured":"Elshourbagy, M., Hemayed, E., Fayek, M.: Enhanced bag of words using multilevel k-means for human activity recognition. Egypt. Inform. J. 17(2), 227\u2013237 (2016)","journal-title":"Egypt. Inform. J."},{"issue":"1","key":"41_CR8","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/s10994-008-5086-2","volume":"75","author":"P Mah\u00e9","year":"2009","unstructured":"Mah\u00e9, P., Vert, J.-P.: Graph kernels based on tree patterns for molecules. Mach. Learn. 75(1), 3\u201335 (2009)","journal-title":"Mach. Learn."},{"key":"41_CR9","doi-asserted-by":"publisher","first-page":"149","DOI":"10.4137\/EBO.S7364","volume":"7","author":"X Qi","year":"2011","unstructured":"Qi, X., Wu, Q., Zhang, Y., Fuller, E., Zhang, C.-Q.: A novel model for DNA sequence similarity analysis based on graph theory. Evol. Bioinform. 7, 149\u2013158 (2011)","journal-title":"Evol. Bioinform."},{"issue":"3","key":"41_CR10","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1142\/S0218001404003228","volume":"18","author":"D Conte","year":"2004","unstructured":"Conte, D., Foggia, P., Sansone, C., Vento, M.: Thirty years of graph matching in pattern recognition. Int. J. Pattern Recogn. Artif. Intell. 18(3), 265\u2013298 (2004)","journal-title":"Int. J. Pattern Recogn. Artif. Intell."},{"key":"41_CR11","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1016\/j.ins.2017.03.036","volume":"403\u2013404","author":"T Li","year":"2017","unstructured":"Li, T., Dong, H., Shi, Y., Dehmer, M.: A comparative analysis of new graph distance measures and graph edit distance. Inf. Sci. 403\u2013404, 15\u201321 (2017)","journal-title":"Inf. Sci."},{"key":"41_CR12","first-page":"234","volume":"2012","author":"A Sol\u00e9-Ribalta","year":"2012","unstructured":"Sol\u00e9-Ribalta, A., Cort\u00e9s, X., Serratosa, F.: A Comparison between structural and embedding methods for graph classification. SSPR\/SPR 2012, 234\u2013242 (2012)","journal-title":"SSPR\/SPR"},{"key":"41_CR13","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1109\/TSMC.1983.6313167","volume":"13","author":"A Sanfeliu","year":"1983","unstructured":"Sanfeliu, A., Fu, K.: A distance measure between attributed relational graphs for pattern recognition. IEEE Trans. Syst. Man Cybern. 13, 353\u2013362 (1983)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"issue":"4","key":"41_CR14","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/0167-8655(83)90033-8","volume":"1","author":"H Bunke","year":"1983","unstructured":"Bunke, H., Allermann, G.: Inexact graph matching for structural pattern recognition. Pattern Recogn. Lett. 1(4), 245\u2013253 (1983)","journal-title":"Pattern Recogn. Lett."},{"issue":"4","key":"41_CR15","doi-asserted-by":"publisher","first-page":"950","DOI":"10.1016\/j.imavis.2008.04.004","volume":"27","author":"K Riesen","year":"2009","unstructured":"Riesen, K., Bunke, H.: Approximate graph edit distance computation by means of bipartite graph matching. Image Vis. Comput. 27(4), 950\u2013959 (2009)","journal-title":"Image Vis. Comput."},{"issue":"2","key":"41_CR16","doi-asserted-by":"publisher","first-page":"1550010","DOI":"10.1142\/S021800141550010X","volume":"29","author":"F Serratosa","year":"2015","unstructured":"Serratosa, F.: Speeding up fast bipartite graph matching through a new cost matrix. Int. J. Pattern Recogn. Artif. Intell. 29(2), 1550010 (2015)","journal-title":"Int. J. Pattern Recogn. Artif. Intell."},{"issue":"2","key":"41_CR17","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1016\/j.patcog.2014.07.015","volume":"48","author":"A Fischer","year":"2015","unstructured":"Fischer, A., Suen, C.Y., Frinken, V., Riesen, K., Bunke, H.: Approximation of graph edit distance based on Hausdorff matching. Pattern Recogn. 48(2), 331\u2013343 (2015)","journal-title":"Pattern Recogn."},{"issue":"2\u20133","key":"41_CR18","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1080\/00437956.1954.11659520","volume":"10","author":"ZS Harris","year":"1954","unstructured":"Harris, Z.S.: Distributional structure. Word 10(2\u20133), 146\u2013162 (1954)","journal-title":"Word"},{"key":"41_CR19","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1016\/j.patcog.2017.09.018","volume":"74","author":"FB Silva","year":"2018","unstructured":"Silva, F.B., Werneck, R.d.O., Goldenstein, S., Tabbone, S., Torres, R.d.S.: Graph-based bag-of-words for classification. Pattern Recogn. 74, 266\u2013285 (2018)","journal-title":"Pattern Recogn."},{"issue":"2\u20133","key":"41_CR20","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/s11263-005-1838-7","volume":"64","author":"I Laptev","year":"2005","unstructured":"Laptev, I.: On space-time interest points. Int. J. Comput. Vis. 64(2\u20133), 107\u2013123 (2005)","journal-title":"Int. J. Comput. Vis."},{"key":"41_CR21","doi-asserted-by":"crossref","unstructured":"Harris, C., Stephens, M.: A combined corner and edge detector. In: Alvey Vision Conference, Manchester, UK, vol. 15, no. 50, pp. 147\u2013151 (1988)","DOI":"10.5244\/C.2.23"},{"issue":"5","key":"41_CR22","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1016\/0020-0190(79)90072-3","volume":"9","author":"AM Andrew","year":"1979","unstructured":"Andrew, A.M.: Another efficient algorithm for convex hulls in two dimensions. Inf. Process. Lett. 9(5), 216\u2013219 (1979)","journal-title":"Inf. Process. Lett."},{"issue":"11","key":"41_CR23","doi-asserted-by":"publisher","first-page":"1369","DOI":"10.1016\/j.patrec.2010.03.024","volume":"31","author":"J Pers","year":"2010","unstructured":"Pers, J., Sulic, V., Kristan, M., Perse, M., Polanec, K., Kovacic, S.: Histograms of optical flow for efficient representation of body motion. Pattern Recogn. Lett. 31(11), 1369\u20131376 (2010)","journal-title":"Pattern Recogn. Lett."},{"issue":"1","key":"41_CR24","first-page":"100","volume":"28","author":"JA Hartigan","year":"1979","unstructured":"Hartigan, J.A., Wong, M.A.: Algorithm AS 136: a k-means clustering algorithm. J. Roy. Stat. Soc. Ser. C (Appl. Stat.) 28(1), 100\u2013108 (1979)","journal-title":"J. Roy. Stat. Soc. Ser. C (Appl. Stat.)"},{"issue":"9","key":"41_CR25","doi-asserted-by":"publisher","first-page":"1970","DOI":"10.1016\/j.sigpro.2011.12.009","volume":"92","author":"L Galluccio","year":"2012","unstructured":"Galluccio, L., Michel, O.J.J., Comon, P., Hero III, A.O.: Graph based k-means clustering. Sig. Process. 92(9), 1970\u20131984 (2012)","journal-title":"Sig. Process."},{"key":"41_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1007\/978-3-642-03767-2_42","volume-title":"Computer Analysis of Images and Patterns","author":"M Ferrer","year":"2009","unstructured":"Ferrer, M., Valveny, E., Serratosa, F., Bardaj\u00ed, I., Bunke, H.: Graph-based k-means clustering: a comparison of the set median versus the generalized median graph. In: Jiang, X., Petkov, N. (eds.) CAIP 2009. LNCS, vol. 5702, pp. 342\u2013350. Springer, Heidelberg (2009). https:\/\/doi.org\/10.1007\/978-3-642-03767-2_42"},{"issue":"9","key":"41_CR27","doi-asserted-by":"publisher","first-page":"1928","DOI":"10.1016\/j.patcog.2010.05.016","volume":"44","author":"H Bunke","year":"2011","unstructured":"Bunke, H., Riesen, K.: Improving vector space embedding of graphs through feature selection algorithms. Pattern Recogn. 44(9), 1928\u20131940 (2011)","journal-title":"Pattern Recogn."},{"key":"41_CR28","doi-asserted-by":"crossref","unstructured":"Liu, L., Wang, L., Liu, X.: In defense of soft-assignment coding. In: 2011 IEEE International Conference on IEEE Computer Vision (ICCV), pp. 2486\u20132493 (2011)","DOI":"10.1109\/ICCV.2011.6126534"},{"issue":"1","key":"41_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2200\/S00324ED1V01Y201102AIM010","volume":"5","author":"C Campbell","year":"2011","unstructured":"Campbell, C., Ying, Y.: Learning with support vector machines. Synth. Lect. Artif. Intell. Mach. Learn. 5(1), 1\u201395 (2011)","journal-title":"Synth. Lect. Artif. Intell. Mach. Learn."},{"key":"41_CR30","doi-asserted-by":"crossref","unstructured":"Schuldt, C., Laptev, I., Caputo, B.: Recognizing human actions: a local SVM approach. In: Proceedings of the 17th International Conference on Pattern Recognition, ICPR 2004, vol. 3, pp. 32\u201336. IEEE (2004)","DOI":"10.1109\/ICPR.2004.1334462"},{"key":"41_CR31","doi-asserted-by":"publisher","first-page":"204","DOI":"10.1016\/j.patrec.2015.08.003","volume":"65","author":"F Serratosa","year":"2015","unstructured":"Serratosa, F., Cort\u00e9s, X.: Graph edit distance: moving from global to local structure to solve the graph-matching problem. Pattern Recogn. Lett. 65, 204\u2013210 (2015)","journal-title":"Pattern Recogn. Lett."},{"key":"41_CR32","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1007\/978-3-642-33863-2_31","volume-title":"Computer Vision \u2013 ECCV 2012. Workshops and Demonstrations","author":"P Bilinski","year":"2012","unstructured":"Bilinski, P., Bremond, F.: Statistics of pairwise co-occurring local spatio-temporal features for human action recognition. In: Fusiello, A., Murino, V., Cucchiara, R. (eds.) ECCV 2012. LNCS, vol. 7583, pp. 311\u2013320. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-33863-2_31"},{"issue":"3","key":"41_CR33","doi-asserted-by":"publisher","first-page":"1220","DOI":"10.1016\/j.patcog.2011.08.014","volume":"45","author":"M Bregonzio","year":"2012","unstructured":"Bregonzio, M., Xiang, T., Gong, S.: Fusing appearance and distribution information of interest points for action recognition. Pattern Recogn. 45(3), 1220\u20131234 (2012)","journal-title":"Pattern Recogn."},{"key":"41_CR34","doi-asserted-by":"crossref","unstructured":"Klaser, A., Marsza\u0142ek, M., Schmid, C.: A spatio-temporal descriptor based on 3D-gradients. In: BMVC 2008-19th British Machine Vision Conference, pp. 275:1\u201310. British Machine Vision Association (2008)","DOI":"10.5244\/C.22.99"},{"key":"41_CR35","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"817","DOI":"10.1007\/978-3-540-88693-8_60","volume-title":"Computer Vision \u2013 ECCV 2008","author":"Z Zhang","year":"2008","unstructured":"Zhang, Z., Hu, Y., Chan, S., Chia, L.-T.: Motion context: a new representation for human action recognition. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008. LNCS, vol. 5305, pp. 817\u2013829. Springer, Heidelberg (2008). https:\/\/doi.org\/10.1007\/978-3-540-88693-8_60"},{"key":"41_CR36","doi-asserted-by":"crossref","unstructured":"Doll\u00e1r, P., Rabaud, V., Cottrell, G., Belongie, S.: Behavior recognition via sparse spatio-temporal features. In: 2nd Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance, pp. 65\u201372. IEEE (2005)","DOI":"10.1109\/VSPETS.2005.1570899"}],"container-title":["Lecture Notes in Computer Science","Structural, Syntactic, and Statistical Pattern Recognition"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-97785-0_41","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,6]],"date-time":"2025-07-06T04:40:01Z","timestamp":1751776801000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-97785-0_41"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319977843","9783319977850"],"references-count":36,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-97785-0_41","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"2 August 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"S+SSPR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR)","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Beijing","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 August 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 August 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"sspr2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/ssspr2018.buaa.edu.cn\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}