Skip to main content

2014 | OriginalPaper | Buchkapitel

Information Fusion in a Cloud-Enabled Environment

verfasst von : Erik Blasch, Yu Chen, Genshe Chen, Dan Shen, Ralph Kohler

Erschienen in: High Performance Cloud Auditing and Applications

Verlag: Springer New York

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Recent advances in cloud computing pose interesting capabilities for information fusion which have similar requirements of big data computations. With a cloud enabled environment, information fusion systems could be conducted over vast amounts of entities across multiple databases. In order to properly implement information fusion in a cloud, information management, system design, and real-time execution must be considered. In this chapter, three aspects of current developments integrating low/high-level information fusion (LLIF/HLIF) and cloud computing are discussed: (1) agent-based service architectures, (2) ontologies, and (3) metrics (timeliness, confidence, and security). We introduce the Cloud-Enabled Bayes Network (CEBN) for wide area motion imagery target tracking and identification. The Google Fusion Tables service is also selected as a case study to illustrate commercial cloud-based information fusion applications.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Agrawal, D., Das, S., El Abbadi, A.: Big data and cloud computing: current state and future opportunities. In: Proceedings of the 14th International Conference on Extending Database Technology, EDBT/ICDT’11, Uppsala, pp. 530–533. ACM, New York (2011). doi:10.1145/1951365.1951432 Agrawal, D., Das, S., El Abbadi, A.: Big data and cloud computing: current state and future opportunities. In: Proceedings of the 14th International Conference on Extending Database Technology, EDBT/ICDT’11, Uppsala, pp. 530–533. ACM, New York (2011). doi:10.1145/1951365.1951432
2.
Zurück zum Zitat Assadi, H.: Construction of a regional ontology from text and its use within a documentary system. In: Proceedings of the 1st International Conference on Formal Ontology in Information Systems, FOIS’98, Trento (1998) Assadi, H.: Construction of a regional ontology from text and its use within a documentary system. In: Proceedings of the 1st International Conference on Formal Ontology in Information Systems, FOIS’98, Trento (1998)
3.
Zurück zum Zitat Baird, S.A.: Heterogeneity and interoperability at the core: SOA, virtualization, the cloud and the government role. In: Proceedings of the 4th International Conference on Theory and Practice of Electronic Governance, ICEGOV’10, Beijing, pp. 387–388. ACM, New York (2010). doi:10.1145/1930321.1930409 Baird, S.A.: Heterogeneity and interoperability at the core: SOA, virtualization, the cloud and the government role. In: Proceedings of the 4th International Conference on Theory and Practice of Electronic Governance, ICEGOV’10, Beijing, pp. 387–388. ACM, New York (2010). doi:10.1145/1930321.1930409
4.
Zurück zum Zitat Blasch, E.: Situation, impact, and user refinement. In: Proceedings of the SPIE, Orlando, vol. 5096, pp. 463–1134 (2003). doi:10.1117/12.542897CrossRef Blasch, E.: Situation, impact, and user refinement. In: Proceedings of the SPIE, Orlando, vol. 5096, pp. 463–1134 (2003). doi:10.1117/12.542897CrossRef
5.
Zurück zum Zitat Blasch, E.P.: Ontological issues in higher levels of information fusion: user refinement of the fusion process. In: Proceeding of the 6th International Conference on Information Fusion, FUSION’03, Cairns, pp. 634–641 (2003) Blasch, E.P.: Ontological issues in higher levels of information fusion: user refinement of the fusion process. In: Proceeding of the 6th International Conference on Information Fusion, FUSION’03, Cairns, pp. 634–641 (2003)
6.
Zurück zum Zitat Blasch, E.: Modeling intent for a target tracking and identification scenario. In: Proceedings of the SPIE, Orlando, vol. 5428, pp. 260–851 (2004). doi:10.1117/12.542897CrossRef Blasch, E.: Modeling intent for a target tracking and identification scenario. In: Proceedings of the SPIE, Orlando, vol. 5428, pp. 260–851 (2004). doi:10.1117/12.542897CrossRef
7.
Zurück zum Zitat Blasch, E.: Sensor, user, mission (SUM) resource management and their interaction with level 2/3 fusion. In: Proceedings of the 9th International Conference on Information Fusion, FUSION’06, Florence (2006). doi:10.1109/ICIF.2006.301791 Blasch, E.: Sensor, user, mission (SUM) resource management and their interaction with level 2/3 fusion. In: Proceedings of the 9th International Conference on Information Fusion, FUSION’06, Florence (2006). doi:10.1109/ICIF.2006.301791
8.
Zurück zum Zitat Blasch, E.: User refinement in information fusion, Chap. 19. In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Handbook of Multisensor Data Fusion, 2nd edn. CRC, Boca Raton (2008) Blasch, E.: User refinement in information fusion, Chap. 19. In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Handbook of Multisensor Data Fusion, 2nd edn. CRC, Boca Raton (2008)
9.
Zurück zum Zitat Blasch, E., Connare, T.: Improving track maintenance through group tracking. In: Proceedings of the Workshop on Estimation, Tracking and Fusion: A Tribute to Yaakov Bar-Shalom, pp. 360–371 (2001) Blasch, E., Connare, T.: Improving track maintenance through group tracking. In: Proceedings of the Workshop on Estimation, Tracking and Fusion: A Tribute to Yaakov Bar-Shalom, pp. 360–371 (2001)
10.
Zurück zum Zitat Blasch, E., Hanselman, P.: Information fusion for information superiority. In: Proceedings of the 2000 IEEE National Aerospace and Electronics Conference, NAECON’00, pp. 290–297 (2000). doi:10.1109/NAECON.2000.894923 Blasch, E., Hanselman, P.: Information fusion for information superiority. In: Proceedings of the 2000 IEEE National Aerospace and Electronics Conference, NAECON’00, pp. 290–297 (2000). doi:10.1109/NAECON.2000.894923
11.
Zurück zum Zitat Blasch, E., Plano, S.: Level 5: user refinement to aid the fusion process. In: Proceedings of the SPIE, vol. 5099, pp. 288–735 (2003). doi:10.1117/12.486899CrossRef Blasch, E., Plano, S.: Level 5: user refinement to aid the fusion process. In: Proceedings of the SPIE, vol. 5099, pp. 288–735 (2003). doi:10.1117/12.486899CrossRef
12.
Zurück zum Zitat Blasch, E., Plano, S.: DFIG level 5 (user refinement) issues supporting situational assessment reasoning. In: Proceeding of the 8th International Conference on Information Fusion, FUSION’05, Philadelphia (2005). doi:10.1109/ICIF.2005.1591830 Blasch, E., Plano, S.: DFIG level 5 (user refinement) issues supporting situational assessment reasoning. In: Proceeding of the 8th International Conference on Information Fusion, FUSION’05, Philadelphia (2005). doi:10.1109/ICIF.2005.1591830
13.
Zurück zum Zitat Blasch, E., Kadar, I., Salerno, J., Kokar, M.M., Das, S., Powell, G.M., Corkill, D.D., Ruspini, E.H.: Issues and challenges in situation assessment (level 2 fusion). J. Adv. Inf. Fusion 1(2), 122–139 (2006) Blasch, E., Kadar, I., Salerno, J., Kokar, M.M., Das, S., Powell, G.M., Corkill, D.D., Ruspini, E.H.: Issues and challenges in situation assessment (level 2 fusion). J. Adv. Inf. Fusion 1(2), 122–139 (2006)
14.
Zurück zum Zitat Blasch, E., Kadar, I., Hintz, K., Biermann, J., Chong, C., Das, S.: Resource management coordination with level 2/3 fusion issues and challenges. IEEE Aerosp. Electron. Syst. Mag. 23(3), 32–46 (2008). doi:10.1109/MAES.2008.4476103CrossRef Blasch, E., Kadar, I., Hintz, K., Biermann, J., Chong, C., Das, S.: Resource management coordination with level 2/3 fusion issues and challenges. IEEE Aerosp. Electron. Syst. Mag. 23(3), 32–46 (2008). doi:10.1109/MAES.2008.4476103CrossRef
15.
Zurück zum Zitat Blasch, E., Valin, P., Bosse, E., Nilsson, M., Laere, J.V., Shahbazian, E.: Implication of culture: user roles in information fusion for enhanced situational understanding. In: Proceedings of the 12th International Conference on Information Fusion, FUSION’09, Seattle, pp. 1272–1279 (2009) Blasch, E., Valin, P., Bosse, E., Nilsson, M., Laere, J.V., Shahbazian, E.: Implication of culture: user roles in information fusion for enhanced situational understanding. In: Proceedings of the 12th International Conference on Information Fusion, FUSION’09, Seattle, pp. 1272–1279 (2009)
16.
Zurück zum Zitat Blasch, E., Breton, R., Valin, P.: Information fusion measures of effectiveness (MOE) for decision support. In: Proceedings of the SPIE, Orlando, vol. 8050 (2011). doi:10.1117/12.883988 Blasch, E., Breton, R., Valin, P.: Information fusion measures of effectiveness (MOE) for decision support. In: Proceedings of the SPIE, Orlando, vol. 8050 (2011). doi:10.1117/12.883988
17.
Zurück zum Zitat Blasch, E., Breton, R., Valin, P., Bosse, E.: User information fusion decision making analysis with the C-OODA model. In: Proceedings of the 14th International Conference on Information Fusion, FUSION’11, Chicago (2011) Blasch, E., Breton, R., Valin, P., Bosse, E.: User information fusion decision making analysis with the C-OODA model. In: Proceedings of the 14th International Conference on Information Fusion, FUSION’11, Chicago (2011)
18.
Zurück zum Zitat Blasch, E., Deignan, Jr., P.B., Dockstader, S.L., Pellechia, M., Palaniappan, K., Seetharaman, G.: Contemporary concerns in geographical/geospatial information systems (gis) processing. In: Proceedings of the 2011 IEEE National Aerospace and Electronics Conference, NAECON’11, Dayton, pp. 183–190 (2011). doi:10.1109/NAECON.2011.6183099 Blasch, E., Deignan, Jr., P.B., Dockstader, S.L., Pellechia, M., Palaniappan, K., Seetharaman, G.: Contemporary concerns in geographical/geospatial information systems (gis) processing. In: Proceedings of the 2011 IEEE National Aerospace and Electronics Conference, NAECON’11, Dayton, pp. 183–190 (2011). doi:10.1109/NAECON.2011.6183099
19.
Zurück zum Zitat Blasch, E., Russell, S., Seetharaman, G.: Joint data management for MOVINT data-to-decision making. In: Proceedings of the 14th International Conference on Information Fusion, FUSION’11, Chicago (2011) Blasch, E., Russell, S., Seetharaman, G.: Joint data management for MOVINT data-to-decision making. In: Proceedings of the 14th International Conference on Information Fusion, FUSION’11, Chicago (2011)
20.
Zurück zum Zitat Blasch, E., Salerno, J.J., Tadda, G.: Measuring the worthiness of situation assessment. In: Proceedings of the 2011 IEEE National Aerospace and Electronics Conference, NAECON’11, Dayton (2011). doi:10.1109/NAECON.2011.6183083 Blasch, E., Salerno, J.J., Tadda, G.: Measuring the worthiness of situation assessment. In: Proceedings of the 2011 IEEE National Aerospace and Electronics Conference, NAECON’11, Dayton (2011). doi:10.1109/NAECON.2011.6183083
21.
Zurück zum Zitat Blasch, E., Costa, P.C.G., Laskey, K.B., Stampouli, D., Ng, G.W., Schubert, J., Nagi, R., Valin, P.: Issues of uncertainty analysis in high-level information fusion – Fusion 2012 panel discussion. In: Proceedings of the 15th International Conference on Information Fusion, Edinburgh, FUSION’12 (2012) Blasch, E., Costa, P.C.G., Laskey, K.B., Stampouli, D., Ng, G.W., Schubert, J., Nagi, R., Valin, P.: Issues of uncertainty analysis in high-level information fusion – Fusion 2012 panel discussion. In: Proceedings of the 15th International Conference on Information Fusion, Edinburgh, FUSION’12 (2012)
22.
Zurück zum Zitat Blasch, E., Lambert, D.A., Valin, P., Kokar, M.M., Llinas, J., Das, S., Chong, C.Y., Shahbazian, E.: High level information fusion (HLIF) survey of models, issues, and grand challenges. IEEE Aerosp. Electron. Syst. Mag. 27(9), 4–20 (2012). doi:10.1109/MAES.2012.6366088CrossRef Blasch, E., Lambert, D.A., Valin, P., Kokar, M.M., Llinas, J., Das, S., Chong, C.Y., Shahbazian, E.: High level information fusion (HLIF) survey of models, issues, and grand challenges. IEEE Aerosp. Electron. Syst. Mag. 27(9), 4–20 (2012). doi:10.1109/MAES.2012.6366088CrossRef
23.
Zurück zum Zitat Blasch, E.P., Bosse, E., Lambert, D.A.: High-Level Information Fusion Management and Systems Design. Artech House, Norwood (2012) Blasch, E.P., Bosse, E., Lambert, D.A.: High-Level Information Fusion Management and Systems Design. Artech House, Norwood (2012)
24.
Zurück zum Zitat Bruzzone, L.: An approach to feature selection and classification of remote sensing images based on the bayes rule for minimum cost. IEEE Trans. Geosci. Remote Sens. 38(1), 429–438 (2000). doi:10.1109/36.823938CrossRef Bruzzone, L.: An approach to feature selection and classification of remote sensing images based on the bayes rule for minimum cost. IEEE Trans. Geosci. Remote Sens. 38(1), 429–438 (2000). doi:10.1109/36.823938CrossRef
25.
Zurück zum Zitat Chen, G., Shen, D., Kwan, C., Cruz, J., Kruger, M., Blasch, E.: Game theoretic approach to threat prediction and situation awareness. J Adv Inf. Fusion 2(1), 1–14 (2007) Chen, G., Shen, D., Kwan, C., Cruz, J., Kruger, M., Blasch, E.: Game theoretic approach to threat prediction and situation awareness. J Adv Inf. Fusion 2(1), 1–14 (2007)
26.
Zurück zum Zitat Chen, G., Blasch, E., Shen, D., Chen, H., Pham, K.: Services oriented architecture (SOA) based persistent isr simulation system. In: Proceedings of the SPIE, Orlando, vol. 7694 (2010). doi:10.1117/12.849783 Chen, G., Blasch, E., Shen, D., Chen, H., Pham, K.: Services oriented architecture (SOA) based persistent isr simulation system. In: Proceedings of the SPIE, Orlando, vol. 7694 (2010). doi:10.1117/12.849783
27.
Zurück zum Zitat Costa, P., Carvalho, R., Laskey, K., Park, C.: Evaluating uncertainty representation and reasoning in HLF systems. In: Proceeding of the 14th International Conference on Information Fusion, FUSION’11, Chicago, pp. 1–8 (2011) Costa, P., Carvalho, R., Laskey, K., Park, C.: Evaluating uncertainty representation and reasoning in HLF systems. In: Proceeding of the 14th International Conference on Information Fusion, FUSION’11, Chicago, pp. 1–8 (2011)
28.
Zurück zum Zitat Costa, P.C.G., Laskey, K.B., Blasch, E., Jousselme, A.L.: Towards unbiased evaluation of uncertainty reasoning: the URREF ontology. In: Proceedings of the 15th International Conference on Information Fusion, FUSION’12, Edinburgh (2012) Costa, P.C.G., Laskey, K.B., Blasch, E., Jousselme, A.L.: Towards unbiased evaluation of uncertainty reasoning: the URREF ontology. In: Proceedings of the 15th International Conference on Information Fusion, FUSION’12, Edinburgh (2012)
29.
Zurück zum Zitat Das, S., Agrawal, D., El Abbadi, A.: ElasTraS: an elastic transactional data store in the cloud. In: Proceedings of the 2009 Conference on Hot Topics in Cloud Computing, HotCloud’09, San Diego. USENIX Association, Berkeley (2009) Das, S., Agrawal, D., El Abbadi, A.: ElasTraS: an elastic transactional data store in the cloud. In: Proceedings of the 2009 Conference on Hot Topics in Cloud Computing, HotCloud’09, San Diego. USENIX Association, Berkeley (2009)
30.
Zurück zum Zitat Fenz, S., Ekelhart, A.: Formalizing information security knowledge. In: Proceedings of the 4th International Symposium on Information, Computer, and Communications Security, ASIACCS’09, Sydney, pp. 183–194. ACM, New York (2009) doi:10.1145/1533057.1533084 Fenz, S., Ekelhart, A.: Formalizing information security knowledge. In: Proceedings of the 4th International Symposium on Information, Computer, and Communications Security, ASIACCS’09, Sydney, pp. 183–194. ACM, New York (2009) doi:10.1145/1533057.1533084
31.
Zurück zum Zitat Gonzalez, H., Halevy, A., Jensen, C.S., Langen, A., Madhavan, J., Shapley, R., Shen, W.: Google fusion tables: data management, integration and collaboration in the cloud. In: Proceedings of the 1st ACM Symposium on Cloud Computing, SoCC’10, Indianapolis, pp. 175–180. ACM, New York (2010). doi:10.1145/1807128.1807158 Gonzalez, H., Halevy, A., Jensen, C.S., Langen, A., Madhavan, J., Shapley, R., Shen, W.: Google fusion tables: data management, integration and collaboration in the cloud. In: Proceedings of the 1st ACM Symposium on Cloud Computing, SoCC’10, Indianapolis, pp. 175–180. ACM, New York (2010). doi:10.1145/1807128.1807158
32.
Zurück zum Zitat Gonzalez, H., Halevy, A.Y., Jensen, C.S., Langen, A., Madhavan, J., Shapley, R., Shen, W., Goldberg-Kidon, J.: Google fusion tables: web-centered data management and collaboration. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data, SIGMOD’10, Indianapolis, pp. 1061–1066. ACM, New York (2010). doi:10.1145/1807167.1807286 Gonzalez, H., Halevy, A.Y., Jensen, C.S., Langen, A., Madhavan, J., Shapley, R., Shen, W., Goldberg-Kidon, J.: Google fusion tables: web-centered data management and collaboration. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data, SIGMOD’10, Indianapolis, pp. 1061–1066. ACM, New York (2010). doi:10.1145/1807167.1807286
33.
Zurück zum Zitat Grauer-Gray, S., Kambhamettu, C., Palaniappan, K.: GPU implementation of belief propagation using CUDA for cloud tracking and reconstruction. In: IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), Tampa (2008) Grauer-Gray, S., Kambhamettu, C., Palaniappan, K.: GPU implementation of belief propagation using CUDA for cloud tracking and reconstruction. In: IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS), Tampa (2008)
35.
Zurück zum Zitat Kessler, O., White, F.: Data fusion perspectives and its role in information processing, Chap. 2. In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Handbook of Multisensor Data Fusion, 2nd edn. CRC, Boca Raton (2008) Kessler, O., White, F.: Data fusion perspectives and its role in information processing, Chap.​ 2. In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Handbook of Multisensor Data Fusion, 2nd edn. CRC, Boca Raton (2008)
36.
Zurück zum Zitat Khan, Z., Ludlow, D., McClatchey, R., Anjum, A.: An architecture for integrated intelligence in urban management using cloud computing. J. Cloud Comput. Adv. Syst. Appl. 1(1) (2012). doi:10.1186/2192-113X-1-1 Khan, Z., Ludlow, D., McClatchey, R., Anjum, A.: An architecture for integrated intelligence in urban management using cloud computing. J. Cloud Comput. Adv. Syst. Appl. 1(1) (2012). doi:10.1186/2192-113X-1-1
37.
Zurück zum Zitat Kim, A., Luo, J., Kang, M.: Security ontology for annotating resources. In: Proceedings of the 2005 OTM Confederated International Conference on the Move to Meaningful Internet Systems: CoopIS, COA, and ODBASE – Volume Part II, OTM’05, Agia Napa, pp. 1483–1499. Springer, Berlin/Heidelberg (2005). DOI 10.1007/11575801_34 Kim, A., Luo, J., Kang, M.: Security ontology for annotating resources. In: Proceedings of the 2005 OTM Confederated International Conference on the Move to Meaningful Internet Systems: CoopIS, COA, and ODBASE – Volume Part II, OTM’05, Agia Napa, pp. 1483–1499. Springer, Berlin/Heidelberg (2005). DOI 10.1007/11575801_34
39.
Zurück zum Zitat Kumar, P., Palaniappan, K., Mittal, A., Seetharaman, G.: Parallel blob extraction using the multi-core cell processor. In: Blanc-Talon, J., Philips, W., Popescu, D., Scheunders, P. (eds.) Advanced Concepts for Intelligent Vision Systems. Lecture Notes in Computer Science, vol. 5807, pp. 320–332, Springer, New York (2009) Kumar, P., Palaniappan, K., Mittal, A., Seetharaman, G.: Parallel blob extraction using the multi-core cell processor. In: Blanc-Talon, J., Philips, W., Popescu, D., Scheunders, P. (eds.) Advanced Concepts for Intelligent Vision Systems. Lecture Notes in Computer Science, vol. 5807, pp. 320–332, Springer, New York (2009)
40.
Zurück zum Zitat Kurschl, W., Beer, W.: Combining cloud computing and wireless sensor networks. In: Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services, iiWAS’09, Kuala Lumpur, pp. 512–518. ACM, New York (2009). doi:10.1145/1806338.1806435 Kurschl, W., Beer, W.: Combining cloud computing and wireless sensor networks. In: Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services, iiWAS’09, Kuala Lumpur, pp. 512–518. ACM, New York (2009). doi:10.1145/1806338.1806435
41.
Zurück zum Zitat LarrañAga, P., Karshenas, H., Bielza, C., Santana, R.: A review on evolutionary algorithms in bayesian network learning and inference tasks. Inf. Sci. 233, 109–125 (2013). doi:10.1016/j.ins.2012.12.051CrossRef LarrañAga, P., Karshenas, H., Bielza, C., Santana, R.: A review on evolutionary algorithms in bayesian network learning and inference tasks. Inf. Sci. 233, 109–125 (2013). doi:10.1016/j.ins.2012.12.051CrossRef
42.
Zurück zum Zitat Li, B., Yan, X.: Modeling of ambient intelligence based on information fusion and service oriented computing. In: Proceedings of the 5th International Conference on Ubiquitous Information Technologies and Applications, CUTE’10, Sanya, pp. 1–5 (2010). doi:10.1109/ICUT.2010.5677852 Li, B., Yan, X.: Modeling of ambient intelligence based on information fusion and service oriented computing. In: Proceedings of the 5th International Conference on Ubiquitous Information Technologies and Applications, CUTE’10, Sanya, pp. 1–5 (2010). doi:10.1109/ICUT.2010.5677852
43.
Zurück zum Zitat Liggins, M.E., Chang, K.C.: User refinement in information fusion, Chap. 17. In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Handbook of Multisensor Data Fusion 2nd edn. CRC, Boca Raton (2008)CrossRef Liggins, M.E., Chang, K.C.: User refinement in information fusion, Chap. 17. In: Liggins, M.E., Hall, D.L., Llinas, J. (eds.) Handbook of Multisensor Data Fusion 2nd edn. CRC, Boca Raton (2008)CrossRef
44.
Zurück zum Zitat Linderman, M., Haines, S., Siegel, B., Chase, G., Ouellet, D., O’May, J., Brichacek, J.: A reference model for information management to support coalition information sharing needs. In: Proceeding of the 2005 International Command and Control Research and Technology Symposium, ICCRTS’05, Washington, DC (2005) Linderman, M., Haines, S., Siegel, B., Chase, G., Ouellet, D., O’May, J., Brichacek, J.: A reference model for information management to support coalition information sharing needs. In: Proceeding of the 2005 International Command and Control Research and Technology Symposium, ICCRTS’05, Washington, DC (2005)
45.
Zurück zum Zitat Ling, H., Wu, Y., Blasch, E., Chen, G., Bai, L.: Evaluation of visual tracking in extremely low frame rate wide area motion imagery. In: Proceedings of the 14th International Conference on Information Fusion, Chicago (2011) Ling, H., Wu, Y., Blasch, E., Chen, G., Bai, L.: Evaluation of visual tracking in extremely low frame rate wide area motion imagery. In: Proceedings of the 14th International Conference on Information Fusion, Chicago (2011)
46.
Zurück zum Zitat Mazur, S., Blasch, E., Chen, Y., Skormin, V.: Mitigating cloud computing security risks using a self-monitoring defensive scheme. In: Proceedings of the IEEE 2000 National Aerospace and Electronics Conference, NAECON’11, Dayton, pp. 39–45 (2011). doi:10.1109/NAECON.2011.6183074 Mazur, S., Blasch, E., Chen, Y., Skormin, V.: Mitigating cloud computing security risks using a self-monitoring defensive scheme. In: Proceedings of the IEEE 2000 National Aerospace and Electronics Conference, NAECON’11, Dayton, pp. 39–45 (2011). doi:10.1109/NAECON.2011.6183074
47.
Zurück zum Zitat Mendoza-Schrock, O., Patrick, J.A., Blasch, E.P.: Video image registration evaluation for a layered sensing environment. In: Proceedings of the 2009 IEEE National Aerospace and Electronics Conference, NAECON’09, Dayton (2009). doi:10.1109/NAECON.2009.5426624 Mendoza-Schrock, O., Patrick, J.A., Blasch, E.P.: Video image registration evaluation for a layered sensing environment. In: Proceedings of the 2009 IEEE National Aerospace and Electronics Conference, NAECON’09, Dayton (2009). doi:10.1109/NAECON.2009.5426624
48.
Zurück zum Zitat Nathuji, R., Kansal, A., Ghaffarkhah, A.: Q-clouds: managing performance interference effects for QoS-aware clouds. In: Proceedings of the 5th European Conference on Computer Systems, EuroSys’10, Paris, pp. 237–250. ACM, New York (2010). doi:10.1145/1755913.1755938 Nathuji, R., Kansal, A., Ghaffarkhah, A.: Q-clouds: managing performance interference effects for QoS-aware clouds. In: Proceedings of the 5th European Conference on Computer Systems, EuroSys’10, Paris, pp. 237–250. ACM, New York (2010). doi:10.1145/1755913.1755938
49.
Zurück zum Zitat O’Brien, L., Brebner, P., Gray, J.: Business transformation to soa: aspects of the migration and performance and QoS issues. In: Proceedings of the 2nd International Workshop on Systems Development in SOA Environments, SDSOA’08, Leipzig, pp. 35–40. ACM, New York (2008). doi:10.1145/1370916.1370925 O’Brien, L., Brebner, P., Gray, J.: Business transformation to soa: aspects of the migration and performance and QoS issues. In: Proceedings of the 2nd International Workshop on Systems Development in SOA Environments, SDSOA’08, Leipzig, pp. 35–40. ACM, New York (2008). doi:10.1145/1370916.1370925
50.
Zurück zum Zitat Palaniappan, K., Bunyak, F., Kumar, P., et al.: Efficient feature extraction and likelihood fusion for vehicle tracking in low frame rate airborne video. In: Proceedings of the 13th International Conference on Information Fusion, FUSION’10, Edinburgh (2010) Palaniappan, K., Bunyak, F., Kumar, P., et al.: Efficient feature extraction and likelihood fusion for vehicle tracking in low frame rate airborne video. In: Proceedings of the 13th International Conference on Information Fusion, FUSION’10, Edinburgh (2010)
51.
Zurück zum Zitat Pelapur, R., Candemir, S., Poostchi, M., Bunyak, F., Wang, R., Seetharaman, G., Palaniappan, K.: Persistent target tracking using likelihood fusion in wide-area and full motion video sequences. In: Proceedings of the 15th International Conference on Information Fusion, FUSION’12, Singapore (2012) Pelapur, R., Candemir, S., Poostchi, M., Bunyak, F., Wang, R., Seetharaman, G., Palaniappan, K.: Persistent target tracking using likelihood fusion in wide-area and full motion video sequences. In: Proceedings of the 15th International Conference on Information Fusion, FUSION’12, Singapore (2012)
52.
Zurück zum Zitat Poon, H., Domingos, P.: Unsupervised ontology induction from text. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL’10, Uppsala, Uppsala, pp. 296–305. Association for Computational Linguistics (2010) Poon, H., Domingos, P.: Unsupervised ontology induction from text. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, ACL’10, Uppsala, Uppsala, pp. 296–305. Association for Computational Linguistics (2010)
53.
Zurück zum Zitat Puig, E.J., Kwasniewksi, T.J.: Cloud computing in the government: a DACS critical review and technology assessment. In: DACS report 518136 (2011) Puig, E.J., Kwasniewksi, T.J.: Cloud computing in the government: a DACS critical review and technology assessment. In: DACS report 518136 (2011)
54.
Zurück zum Zitat Raskin, V., Taylor, J.M., Hempelmann, C.F.: Ontological semantic technology for detecting insider threat and social engineering. In: Proceedings of the 2010 Workshop on New Security Paradigms, NSPW’10, Concord, pp. 115–128. ACM, New York (2010). doi 10.1145/1900546.1900563 Raskin, V., Taylor, J.M., Hempelmann, C.F.: Ontological semantic technology for detecting insider threat and social engineering. In: Proceedings of the 2010 Workshop on New Security Paradigms, NSPW’10, Concord, pp. 115–128. ACM, New York (2010). doi 10.1145/1900546.1900563
55.
Zurück zum Zitat Schadt, E., Linderman, M., Sorenson, J., Lee, L., Nolan, G.P.: Computational solutions to large-scale data management and analysis. Nat. Rev. Genet. 11, 647–657 (2010). doi:10.1038/nrg2857CrossRef Schadt, E., Linderman, M., Sorenson, J., Lee, L., Nolan, G.P.: Computational solutions to large-scale data management and analysis. Nat. Rev. Genet. 11, 647–657 (2010). doi:10.1038/nrg2857CrossRef
56.
Zurück zum Zitat Shen, D., Chen, G., Pham, K., Blasch, E.: A trust-based sensor allocation algorithm in cooperative space search problems. In: Proceedings of the SPIE, Baltimore, vol. 8044 (2011). doi:10.1117/12.882904 Shen, D., Chen, G., Pham, K., Blasch, E.: A trust-based sensor allocation algorithm in cooperative space search problems. In: Proceedings of the SPIE, Baltimore, vol. 8044 (2011). doi:10.1117/12.882904
57.
Zurück zum Zitat Sotoca, J.M., Sanchez, J.S., Pla, F.: Attribute relevance in multiclass data sets using the naive bayes rule. In: Proceedings of 17th International Conference on the Pattern Recognition, ICPR’04, Cambridge, vol. 3, pp. 426–429. IEEE Computer Society, Washington, DC (2004). doi:10.1109/ICPR.2004.188 Sotoca, J.M., Sanchez, J.S., Pla, F.: Attribute relevance in multiclass data sets using the naive bayes rule. In: Proceedings of 17th International Conference on the Pattern Recognition, ICPR’04, Cambridge, vol. 3, pp. 426–429. IEEE Computer Society, Washington, DC (2004). doi:10.1109/ICPR.2004.188
58.
Zurück zum Zitat Takahashi, T., Kadobayashi, Y., Fujiwara, H.: Ontological approach toward cybersecurity in cloud computing. In: Proceedings of the 3rd International Conference on Security of Information and Networks, SIN’10, Taganrog, pp. 100–109. ACM, New York, (2010). doi:10.1145/1854099.1854121 Takahashi, T., Kadobayashi, Y., Fujiwara, H.: Ontological approach toward cybersecurity in cloud computing. In: Proceedings of the 3rd International Conference on Security of Information and Networks, SIN’10, Taganrog, pp. 100–109. ACM, New York, (2010). doi:10.1145/1854099.1854121
59.
Zurück zum Zitat Tan, K.L.: What’s NExT?: Sensor + Cloud!? In: Proceedings of the 7th International Workshop on Data Management for Sensor Networks, DMSN’10, Singapore, pp. 1–1. ACM, New York (2010). doi:10.1145/1858158.1858160 Tan, K.L.: What’s NExT?: Sensor + Cloud!? In: Proceedings of the 7th International Workshop on Data Management for Sensor Networks, DMSN’10, Singapore, pp. 1–1. ACM, New York (2010). doi:10.1145/1858158.1858160
60.
Zurück zum Zitat Tian, X., Tian, Z., Blasch, E., Pham, K., Shen, D., Chen, G.: Performance analysis of sliding window energy detection for spectrum sensing. J. Comput. Netw. Commun. Special Issue Trends Appl. Cogn. Radio (2012, Submitted) Tian, X., Tian, Z., Blasch, E., Pham, K., Shen, D., Chen, G.: Performance analysis of sliding window energy detection for spectrum sensing. J. Comput. Netw. Commun. Special Issue Trends Appl. Cogn. Radio (2012, Submitted)
61.
Zurück zum Zitat Wang, Z., Chan, L.: Learning bayesian networks from markov random fields: an efficient algorithm for linear models. ACM Trans. Knowl. Discov. Data 6(3), 10:1–10:31 (2012). doi:10.1145/2362383.2362384 Wang, Z., Chan, L.: Learning bayesian networks from markov random fields: an efficient algorithm for linear models. ACM Trans. Knowl. Discov. Data 6(3), 10:1–10:31 (2012). doi:10.1145/2362383.2362384
62.
Zurück zum Zitat Wilde, N., Simmons, S., Pressel, M., Vandeville, J.: Understanding features in SOA: some experiences from distributed systems. In: Proceedings of the 2nd International Workshop on Systems Development in SOA Environments, SDSOA’08, Leipzig, pp. 59–62. ACM, New York (2008). doi:10.1145/1370916.1370931 Wilde, N., Simmons, S., Pressel, M., Vandeville, J.: Understanding features in SOA: some experiences from distributed systems. In: Proceedings of the 2nd International Workshop on Systems Development in SOA Environments, SDSOA’08, Leipzig, pp. 59–62. ACM, New York (2008). doi:10.1145/1370916.1370931
63.
Zurück zum Zitat Wu, Y., Blasch, E., Chen, G., Bai, L., Ling, H.: Multiple source data fusion via sparse representation for robust visual tracking. In: Proceedings of the 14th International Conference on Information Fusion, Chicago (2011) Wu, Y., Blasch, E., Chen, G., Bai, L., Ling, H.: Multiple source data fusion via sparse representation for robust visual tracking. In: Proceedings of the 14th International Conference on Information Fusion, Chicago (2011)
64.
Zurück zum Zitat Wu, Y., Chen, G., Blasch, E., Ling, H.: Feature based background registration in wide area motion imagery. In: Proceedings of the SPIE, Baltimore, vol. 8402 (2012). doi:10.1117/12.918804 Wu, Y., Chen, G., Blasch, E., Ling, H.: Feature based background registration in wide area motion imagery. In: Proceedings of the SPIE, Baltimore, vol. 8402 (2012). doi:10.1117/12.918804
65.
Zurück zum Zitat Yang, C., Blasch, E.: Pose angular-aiding for maneuvering target tracking. In: Proceedings of the 8th International Conference on Information Fusion, FUSION’05, Philadelphia (2005) Yang, C., Blasch, E.: Pose angular-aiding for maneuvering target tracking. In: Proceedings of the 8th International Conference on Information Fusion, FUSION’05, Philadelphia (2005)
66.
Zurück zum Zitat Yang, C., Blasch, E.: Fusion of tracks with road constraints. J. Adv. Inf. Fusion 3(1), 14–32 (2008) Yang, C., Blasch, E.: Fusion of tracks with road constraints. J. Adv. Inf. Fusion 3(1), 14–32 (2008)
67.
Zurück zum Zitat Yang, C., Blasch, E.: Performance measures of covariance and information matrices in resource management for target state estimation. IEEE Trans. Aerosp. Electron 48(3), 2594–2613 (2012)CrossRef Yang, C., Blasch, E.: Performance measures of covariance and information matrices in resource management for target state estimation. IEEE Trans. Aerosp. Electron 48(3), 2594–2613 (2012)CrossRef
68.
Zurück zum Zitat Yu, W., Wang, X., Fu, X., Xuan, D., Zhao, W.: An invisible localization attack to internet threat monitors. IEEE Trans. Parallel Distrib. Syst. (TPDS) 20(11), 1611–1625 (2009). doi:10.1109/TPDS.2008.255 Yu, W., Wang, X., Fu, X., Xuan, D., Zhao, W.: An invisible localization attack to internet threat monitors. IEEE Trans. Parallel Distrib. Syst. (TPDS) 20(11), 1611–1625 (2009). doi:10.1109/TPDS.2008.255
69.
Zurück zum Zitat Zhang, Y., Ji, Q.: Active and dynamic information fusion for multisensor systems with dynamic bayesian networks. IEEE Trans. Syst. Man Cybern. Part B 36(2), 467–472 (2006). doi:10.1109/TSMCB.2005.859081CrossRef Zhang, Y., Ji, Q.: Active and dynamic information fusion for multisensor systems with dynamic bayesian networks. IEEE Trans. Syst. Man Cybern. Part B 36(2), 467–472 (2006). doi:10.1109/TSMCB.2005.859081CrossRef
Metadaten
Titel
Information Fusion in a Cloud-Enabled Environment
verfasst von
Erik Blasch
Yu Chen
Genshe Chen
Dan Shen
Ralph Kohler
Copyright-Jahr
2014
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-3296-8_4

Premium Partner