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3. An Outlier Detect Algorithm using Big Data Processing and Internet of Things Architecture

Author

Alberto M. C. Souza and José Roberto Amazonas

Subjects
Big Data, business.industry, Computer science, Data management, Internet of Things, Big data, Volume (computing), 020206 networking & telecommunications, 02 engineering and technology, computer.software_genre, Web of Things, Outlier, Architecture, 0202 electrical engineering, electronic engineering, information engineering, General Earth and Planetary Sciences, 020201 artificial intelligence & image processing, Anomaly detection, Data mining, business, computer, Algorithm, General Environmental Science
Abstract

Data management in the Internet of Things is a crucial aspect. Considering a world of interconnected objects which constantly exchange many kinds of information, the volume of generated data and involved processes, implies that data management becomes critical. The aim of this paper is to propose an outlier detection procedure using the K-means algorithm and Big Data processing using the Hadoop platform and Mahout implementation integrated with our chosen Internet of Things architecture.

Published
2015
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5. Primary and secondary glomerulonephritis II

Author

Valdivia Vega, R. P., primary, Perez Carlos, J., additional, LI, X., additional, Xu, X., additional, Zhang, W., additional, Ren, H., additional, Chen, N., additional, Yorioka, N., additional, Doi, T., additional, Hirashio, S., additional, Arita, M., additional, Hirabayashi, A., additional, Tilkiyan, E., additional, Chonova, E., additional, Ronchev, Y., additional, Kumchev, E., additional, Giamalis, P., additional, Spartalis, M., additional, Stangou, M., additional, Tsouchnikas, I., additional, Moysiades, D., additional, Dimopoulou, D., additional, Garyfalos, A., additional, Efstratiadis, G., additional, Memmos, D., additional, Schonermarck, U., additional, Eichhorn, P., additional, Sitter, T., additional, Wendler, T., additional, Vielhauer, V., additional, Lederer, S., additional, Fechner, K., additional, Fischereder, M., additional, Bantis, C., additional, Heering, P., additional, Kouri, N.-M., additional, Schwandt, C., additional, Kuhr, N., additional, Ivens, K., additional, Rump, L.-C., additional, Matta, V., additional, Melis, P., additional, Conti, M., additional, Cao, R., additional, Binda, V., additional, Altieri, P., additional, Asunis, A. M., additional, Catani, W., additional, Floris, M., additional, Angioi, A., additional, Congia, M., additional, Cucca, F., additional, Minerba, L., additional, Peri, M., additional, Pani, A., additional, Beck, L. H., additional, Fervenza, F. C., additional, Bomback, A. S., additional, Ayalon, R., additional, Irazabal, M. V., additional, Eirin, A., additional, Cattran, D. C., additional, Appel, G. B., additional, Salant, D. J., additional, Santoro, D., additional, Postorino, A., additional, Costantino, G., additional, Bellinghieri, G., additional, Savica, V., additional, Weiner, M., additional, Goh, S. M., additional, Mohammad, A., additional, Eriksson, P., additional, Westman, K., additional, Selga, D., additional, Salama, A., additional, Segelmark, M., additional, Chocova, Z., additional, Hruskova, Z., additional, Mareckova, H., additional, Svobodova, B., additional, Jancova, E., additional, Bednarova, V., additional, Rysava, R., additional, Tesar, V., additional, Hanzal, V., additional, Zamboch, K., additional, Grussmannova, M., additional, Svojanovsky, J., additional, Klaboch, J., additional, Kubisova, M., additional, Sevcik, J., additional, Olsanska, R., additional, Sobotkova, M., additional, Becvar, R., additional, Nemec, P., additional, Kodeda, M., additional, Jilek, D., additional, Hussain, M., additional, Dhaygude, A., additional, Cartery, C., additional, Huart, A., additional, Plaisier, E., additional, Bongard, V., additional, Montastruc, F., additional, Ronco, P., additional, Pourrat, J., additional, Chauveau, D., additional, Prasad, N., additional, Gurjar, D., additional, Bhadauria, D., additional, Sharma, R. K., additional, Gupta, A., additional, Kaul, A., additional, Jain, M., additional, Venning, M., additional, Brown, N., additional, Bruce, I., additional, Noor, S., additional, Bekker, P., additional, Potarca, A., additional, Dairaghi, D., additional, Miao, S., additional, Powers, J. P., additional, Jaen, J. C., additional, Schall, T. J., additional, Kalavrizioti, D., additional, Gerolymos, M., additional, Komninakis, D., additional, Rodi, M., additional, Mouzaki, A., additional, Kalliakmani, P., additional, Goumenos, D., additional, Choi, B. S., additional, Park, C. W., additional, Kim, Y.-S., additional, Yang, C. W., additional, Sun, I. O., additional, Qin, W., additional, Xie, L., additional, Tan, C., additional, Mian, W., additional, Fu, P., additional, Kaminskyy, V., additional, Hao, X., additional, Wang, W., additional, Cengiz, C., additional, Nur, C., additional, Nurdan, Y., additional, Selman, G., additional, Pinar, T., additional, Mehmet, T., additional, Lale, S., additional, Caliskan, S., additional, Shinzawa, M., additional, Yamamoto, R., additional, Nagasawa, Y., additional, Oseto, S., additional, Mori, D., additional, Niihata, K., additional, Fukunaga, M., additional, Yamauchi, A., additional, Tsubakihara, Y., additional, Rakugi, H., additional, Isaka, Y., additional, Chen, J.-S., additional, Lin, Y.-F., additional, Lin, W.-Y., additional, Shu, K.-H., additional, Chen, H.-H., additional, Wu, C.-J., additional, Yang, C.-S., additional, Tseng, T.-L., additional, Zaza, G., additional, Bernich, P., additional, Lupo, A., additional, Panizo, N., additional, Rivera, F., additional, Lopez Gomez, J. M., additional, Regn, S. R. o. G., additional, Ceresini, G., additional, Vaglio, A., additional, Urban, M. L., additional, Corradi, D., additional, Usberti, E., additional, Palmisano, A., additional, Buzio, C., additional, Zineb, H., additional, Ramdani, B., additional, Marques, L. P. J., additional, Rioja, L. D. S., additional, Rocco, R., additional, Nery, A. C. F., additional, Novaes, B. C., additional, Bridoux, F., additional, Sicard, A., additional, Labatut, D., additional, Touchard, G., additional, Sarkozy, C., additional, Vanhille, P., additional, Callard, P., additional, Essig, M., additional, Provot, F., additional, Nony, A., additional, Karras, A., additional, Agustin, C. P., additional, M Belen, H. R., additional, Carmen, C. P., additional, Eliana, O., additional, Elisa, P., additional, Luis, P., additional, Alberto, M.-C., additional, Javier, N., additional, Isabel, F., additional, Atzeni, A., additional, Fois, A., additional, Piras, D., additional, Maxia, S., additional, Sau, G., additional, Pili, G., additional, Porcu, M., additional, Derudas, D., additional, Angelucci, E., additional, Ledda, A., additional, La Nasa, G., additional, Ossareh, S., additional, Asgari, M., additional, Savaj, S., additional, Ataipour, Y., additional, Abdi, E., additional, Malakoutian, T., additional, Rajaa, R., additional, Berkchi, F. Z., additional, Haffane, L., additional, Squalli, Z., additional, Rouass, L., additional, Al Hamany, Z., additional, Ezzaitouni, F., additional, Benamar, L., additional, Bayahya, R., additional, Ouzeddoun, N., additional, Gao-Yuan, H., additional, Yao, X., additional, Xin, C., additional, Zhen, C., additional, Yong-Chun, G., additional, Qing-Wen, W., additional, Hui-Ping, C., additional, Da-XI, J., additional, De-Hua, G., additional, Wei-Xin, H., additional, Zhi-Hong, L., additional, Fatima Zahra, B., additional, Laila, H., additional, Zoubair, S., additional, Naima, O., additional, Smykal-Jankowiak, K., additional, Niemir, Z., additional, Polcyn-Adamczak, M., additional, Szramka-Pawlak, B., additional, Zaba, R., additional, Zhang, C., additional, MA, Y., additional, Shen, P., additional, Ouyang, Y., additional, Pan, X., additional, Wang, Z., additional, Feng, X., additional, and Ni, L., additional

Published
2012
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6. Ebullition of methane

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Methane Emission
Abstract

This article 'Ebullition of Methane' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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7. Methane production potential of soils

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Soil, Soil Properties, Methane Production
Abstract

This article 'Methane Production Potential of Soils' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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8. Diel and seasonal patterns of methane fluxes in ricefields

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Methane Emission, Seasonal Variation
Abstract

This article 'Diel and Seasonal Patterns of Methane Fluxes in Ricefields' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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9. Effect of rice cultivars on methane emission

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Cultivars, Methane Emission
Abstract

This article 'Effect of Rice Cultivars on Methane Emission' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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10. Effect of cultural practices on methane emission

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Cultivation, Methane Emission
Abstract

This article 'Effect of Cultural Practices on Methane Emission' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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11. Measuring methane emission

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Measurement, Methane Emission
Abstract

This article 'Measuring Methane Emission' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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12. Dissolved methane in soil solution

Author

Neue, H. U., Wassmann, R., Lantin, R. S., Alberto, M. C., and Aduna, J. B.

Subjects
Soil, Dissolving, Methane
Abstract

This article 'Dissolved Methane in Soil Solution' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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13. A simple process-based model to predict methane emission from flooded fields

Author

Arah, J., Bronson, K., Alberto, M. C., Abao, E., and Neue, H. U.

Subjects
Models, Methane Emission, Prediction, Flooded Soils
Abstract

This article 'A Simple Process-Based Model to Predict Methane Emission From Flooded Fields' appeared in the International Rice Research Notes series, created by the International Rice Research Institute (IRRI) to expedite communication among scientists concerned with the development of improved technology for rice and rice-based systems. The series is a mechanism to help scientists keep each other informed of current rice research findings. The concise scientific notes are meant to encourage rice scientists to communicate with one another to obtain details on the research reported.

Published
1994
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