{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T16:40:10Z","timestamp":1745944810479,"version":"3.40.4"},"publisher-location":"Berlin, Heidelberg","reference-count":31,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642360732"},{"type":"electronic","value":"9783642360749"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013]]},"DOI":"10.1007\/978-3-642-36074-9_7","type":"book-chapter","created":{"date-parts":[[2013,1,4]],"date-time":"2013-01-04T11:18:27Z","timestamp":1357298307000},"page":"67-80","source":"Crossref","is-referenced-by-count":8,"title":["Incorporating Mobility Patterns in Pedestrian Quantity Estimation and Sensor Placement"],"prefix":"10.1007","author":[{"given":"Thomas","family":"Liebig","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhao","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"May","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"7_CR1","doi-asserted-by":"crossref","unstructured":"Liebig, T., Kemloh Wagoum, A.U.: Modelling microscopic pedestrian mobility using bluetooth. In: Proc. of the Fourth International Conference on Agents and Artificial Intelligience - ICAART 2012, pp. 270\u2013275. SciTePress (2012)","DOI":"10.5220\/0003833802700275"},{"key":"7_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"711","DOI":"10.1007\/978-3-540-39867-7_66","volume-title":"Personal Wireless Communications","author":"R. Bruno","year":"2003","unstructured":"Bruno, R., Delmastro, F.: Design and Analysis of a Bluetooth-Based Indoor Localization System. In: Conti, M., Giordano, S., Gregori, E., Olariu, S. (eds.) PWC 2003. LNCS, vol.\u00a02775, pp. 711\u2013725. Springer, Heidelberg (2003)"},{"issue":"1","key":"7_CR3","first-page":"28","volume":"4","author":"T. Liebig","year":"2012","unstructured":"Liebig, T., Xu, Z.: Pedestrian monitoring system for indoor billboard evaluation. Journal of Applied Operational Research\u00a04(1), 28\u201336 (2012)","journal-title":"Journal of Applied Operational Research"},{"key":"7_CR4","unstructured":"Liebig, T.: A general pedestrian movement model for the evaluation of mixed indoor-outdoor poster campaigns. In: Proc. of the Third International Conference on Applied Operation Research, ICAOR 2011, pp. 289\u2013300. Tadbir Operational Research Group Ltd. (2011)"},{"key":"7_CR5","unstructured":"Liebig, T., Stange, H., Hecker, D., May, M., K\u00f6rner, C., Hofmann, U.: A general pedestrian movement model for the evaluation of mixed indoor-outdoor poster campaigns. In: Proc. of the Third International Workshop on Pervasive Advertising and Shopping (2010)"},{"key":"7_CR6","doi-asserted-by":"crossref","unstructured":"Li, M., Konomi, S., Sezaki, K.: Understanding and modeling pedestrian mobility of train-station scenarios. In: Sabharwal, A., Karrer, R., Zhong, L. (eds.) WINTECH, pp. 95\u201396. ACM (2008)","DOI":"10.1145\/1410077.1410096"},{"key":"7_CR7","unstructured":"Pels, M., Barhorst, J., Michels, M., Hobo, R., Barendse, J.: Tracking people using Bluetooth. Implications of enabling Bluetooth discoverable mode. Technical report, University of Amsterdam (2005)"},{"key":"7_CR8","doi-asserted-by":"crossref","unstructured":"Hallberg, J., Nilsson, M., Synnes, K.: Positioning with Bluetooth. In: 10th International Conference on Telecommunications, vol.\u00a02, pp. 954\u2013958 (2003)","DOI":"10.1109\/ICTEL.2003.1191568"},{"key":"7_CR9","doi-asserted-by":"crossref","unstructured":"Andrienko, N., Andrienko, G., Stange, H., Liebig, T., Hecker, D.: Visual analytics for understanding spatial situations from episodic movement data. KI - K\u00fcnstliche Intelligenz, 241\u2013251 (2012)","DOI":"10.1007\/s13218-012-0177-4"},{"key":"7_CR10","doi-asserted-by":"crossref","unstructured":"Utsch, P., Liebig, T.: Monitoring Microscopic Pedestrian Mobility Using Bluetooth. In: Proceedings of the 8th International Conference on Intelligient Environments, pp. 173\u2013177. IEEE Press (2012)","DOI":"10.1109\/IE.2012.32"},{"key":"7_CR11","volume-title":"Nahverkerspraxis","author":"W. Hagemann","year":"2008","unstructured":"Hagemann, W., Weinzerl, J.: Automatische Erfassung von Umsteigern per Bluetooth-Technologie. In: Nahverkerspraxis. Springer, Heidelberg (2008)"},{"key":"7_CR12","volume-title":"Angewandte Geoinformatik 2010","author":"S. Leitinger","year":"2010","unstructured":"Leitinger, S., Gr\u00f6chenig, S., Pavelka, S., Wimmer, M.: Erfassung von Personenstr\u00f6men mit der Bluetooth-Tracking-Technologie. In: Angewandte Geoinformatik 2010, 15th edn. Addison Wesley Longman Inc., New York (2010)","edition":"15"},{"key":"7_CR13","doi-asserted-by":"crossref","unstructured":"Stange, H., Liebig, T., Hecker, D., Andrienko, G., Andrienko, N.: Analytical Workflow of Monitoring Human Mobility in Big Event Settings using Bluetooth. In: Proceedings of the 3rd International Workshop on Indoor Spatial Awareness, pp. 51\u201358. ACM (2011)","DOI":"10.1145\/2077357.2077368"},{"issue":"5","key":"7_CR14","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1109\/T-C.1969.222678","volume":"18","author":"J.W. Sammon","year":"1969","unstructured":"Sammon, J.W.: A nonlinear mapping for data structure analysis. IEEE Transaction on Computers\u00a018(5), 401\u2013409 (1969)","journal-title":"IEEE Transaction on Computers"},{"key":"7_CR15","unstructured":"Gong, X., Wang, F.: Three improvements on knn-npr for traffic flow forecasting. In: Proceedings of the 5th International Conference on Intelligent Transportation Systems, pp. 736\u2013740. IEEE Press (2002)"},{"key":"7_CR16","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1109\/ICDMW.2008.35","volume-title":"Data Mining Workshops, International Conference on Data Mining","author":"M. May","year":"2008","unstructured":"May, M., Hecker, D., K\u00f6rner, C., Scheider, S., Schulz, D.: A vector-geometry based spatial knn-algorithm for traffic frequency predictions. In: Data Mining Workshops, International Conference on Data Mining, pp. 442\u2013447. IEEE Computer Society, Los Alamitos (2008)"},{"key":"7_CR17","doi-asserted-by":"crossref","unstructured":"Neumann, M., Kersting, K., Xu, Z., Schulz, D.: Stacked gaussian process learning. In: Proceeding of the 9th IEEE International Conference on Data Mining, ICDM 2009, pp. 387\u2013396. IEEE Computer Society (2009)","DOI":"10.1109\/ICDM.2009.56"},{"key":"7_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"629","DOI":"10.1007\/978-3-642-33486-3_40","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"T. Liebig","year":"2012","unstructured":"Liebig, T., Xu, Z., May, M., Wrobel, S.: Pedestrian Quantity Estimation with Trajectory Patterns. In: Flach, P.A., De Bie, T., Cristianini, N. (eds.) ECML PKDD 2012, Part II. LNCS, vol.\u00a07524, pp. 629\u2013643. Springer, Heidelberg (2012)"},{"key":"7_CR19","doi-asserted-by":"crossref","unstructured":"De Raedt, L.: Logical and Relational Learning. Springer (2008)","DOI":"10.1007\/978-3-540-68856-3"},{"key":"7_CR20","doi-asserted-by":"crossref","unstructured":"Getoor, L., Taskar, B. (eds.): Introduction to Statistical Relational Learning. The MIT Press (2007)","DOI":"10.7551\/mitpress\/7432.001.0001"},{"key":"7_CR21","doi-asserted-by":"crossref","unstructured":"Yu, K., Chu, W., Yu, S., Tresp, V., Xu, Z.: Stochastic relational models for discriminative link prediction. In: Neural Information Processing Systems (2006)","DOI":"10.7551\/mitpress\/7503.003.0199"},{"key":"7_CR22","doi-asserted-by":"crossref","unstructured":"Chu, W., Sindhwani, V., Ghahramani, Z., Keerthi, S.: Relational learning with gaussian processes. In: Neural Information Processing Systems (2006)","DOI":"10.7551\/mitpress\/7503.003.0041"},{"key":"7_CR23","doi-asserted-by":"crossref","unstructured":"Rasmussen, C.E., Williams, C.K.I.: Gaussian Processes for Machine Learning. The MIT Press (2006)","DOI":"10.7551\/mitpress\/3206.001.0001"},{"key":"7_CR24","unstructured":"Kondor, R.I., Lafferty, J.D.: Diffusion kernels on graphs and other discrete input spaces. In: Proceeding of the International Conference on Machine Learning, pp. 315\u2013322 (2002)"},{"key":"7_CR25","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1145\/1127777.1127782","volume-title":"Proceedings of the 5th International Conference on Information Processing in Sensor Networks, IPSN 2006","author":"A. Krause","year":"2006","unstructured":"Krause, A., Guestrin, C., Gupta, A., Kleinberg, J.: Near-optimal sensor placements: maximizing information while minimizing communication cost. In: Proceedings of the 5th International Conference on Information Processing in Sensor Networks, IPSN 2006, pp. 2\u201310. ACM, New York (2006)"},{"key":"7_CR26","unstructured":"National Institute of Standards and Technology: Secure Hash Standard. National Institute of Standards and Technology, Washington, Federal Information Processing Standard 180-2 (2002)"},{"issue":"1","key":"7_CR27","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1093\/bioinformatics\/14.1.55","volume":"14","author":"I. Rigoutsos","year":"1998","unstructured":"Rigoutsos, I., Floratos, A.: Combinatorial pattern discovery in biological sequences: The teiresias algorithm. Bioinformatics\u00a014(1), 55\u201367 (1998)","journal-title":"Bioinformatics"},{"key":"7_CR28","series-title":"Lecture Notes in Geoinformation and Cartography","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1007\/978-3-642-12326-9_9","volume-title":"Geospatial Thinking","author":"S. Kisilevich","year":"2010","unstructured":"Kisilevich, S., Keim, D., Rokach, L.: A novel approach to mining travel sequences using collections of geotagged photos. In: Painho, M., Santos, M.Y., Pundt, H., Cartwright, W., Gartner, G., Meng, L., Peterson, M.P. (eds.) Geospatial Thinking. Lecture Notes in Geoinformation and Cartography, pp. 163\u2013182. Springer, Heidelberg (2010)"},{"key":"7_CR29","doi-asserted-by":"crossref","unstructured":"Liebig, T., K\u00f6rner, C., May, M.: Fast visual trajectory analysis using spatial bayesian networks. In: ICDM Workshops, pp. 668\u2013673. IEEE Computer Society (2009)","DOI":"10.1109\/ICDMW.2009.44"},{"key":"7_CR30","doi-asserted-by":"crossref","unstructured":"Liebig, T., K\u00f6rner, C., May, M.: Scalable sparse bayesian network learning for spatial applications. In: ICDM Workshops, pp. 420\u2013425. IEEE Computer Society (2008)","DOI":"10.1109\/ICDMW.2008.124"},{"key":"7_CR31","doi-asserted-by":"crossref","unstructured":"Naini, F.M., Dousse, O., Thiran, P., Vetterli, M.: Population size estimation using a few individuals as agents. In: Proceedings of the International Symposium on Information Theory, pp. 2499\u20132503. IEEE (2011)","DOI":"10.1109\/ISIT.2011.6034016"}],"container-title":["Lecture Notes in Computer Science","Citizen in Sensor Networks"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-36074-9_7.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T16:00:39Z","timestamp":1745942439000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-36074-9_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783642360732","9783642360749"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-36074-9_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2013]]}}}