Hossein Javedani Sadaei

Pós-doutorado

Idiomas

Áreas de atuação

Participação em bancas

Orientou

Produções bibliográficas

• SADAEI, HOSSEIN JAVEDANI ; DE LIMA E SILVA, PETRÔNIO CÂNDIDO ; GUIMARÃES, FREDERICO GADELHA ; LEE, MUHAMMAD HISYAM . Short-term load forecasting by using a combined method of convolutional neural networks and fuzzy time series. ENERGY , v. 175, p. 365-377, 2019.

• SILVA, PETRONIO C. L. ; SADAEI, HOSSEIN J. ; BALLINI, ROSANGELA ; GUIMARAES, FREDERICO G. . Probabilistic Forecasting With Fuzzy Time Series. IEEE TRANSACTIONS ON FUZZY SYSTEMS , v. 1, p. 1-1, 2019.

• SADAEI, HOSSEIN JAVEDANI ; GUIMARÃES, FREDERICO GADELHA ; JOSÉ DA SILVA, CIDINEY ; LEE, MUHAMMAD HISYAM ; ESLAMI, TAYYEBEH . Short-term load forecasting method based on fuzzy time series, seasonality and long memory process. International Journal of Approximate Reasoning , v. 83, p. 196-217, 2017.

• JAVEDANI SADAEI, HOSSEIN ; ENAYATIFAR, RASUL ; GUIMARÃES, FREDERICO GADELHA ; MAHMUD, MAQSOOD ; ALZAMIL, ZAKARYA A. . Combining ARFIMA models and fuzzy time series for the forecast of long memory time series. Neurocomputing (Amsterdam) , v. 175, p. 782-796, 2016.

• MIRZAEI TALARPOSHTI, FATEMEH ; JAVEDANI SADAEI, HOSSEIN ; ENAYATIFAR, RASUL ; GADELHA GUIMARÃES, FREDERICO ; MAHMUD, MAQSOOD ; ESLAMI, TAYYEBEH . Stock market forecasting by using a hybrid model of exponential fuzzy time series. International Journal of Approximate Reasoning , v. 70, p. 79-98, 2016.

• SADAEI, HOSSEIN JAVEDANI ; ENAYATIFAR, RASUL ; LEE, MUHAMMAD HISYAM ; MAHMUD, MAQSOOD . A hybrid model based on differential fuzzy logic relationships and imperialist competitive algorithm for stock market forecasting. Applied Soft Computing (Print) , v. 40, p. 132-149, 2016.

• BERNARDES DE OLIVEIRA, FERNANDO ; ENAYATIFAR, RASUL ; SADAEI, HOSSEIN JAVEDANI ; GUIMARÃES, FREDERICO GADELHA ; POTVIN, JEAN-YVES . Erratum to -A cooperative coevolutionary algorithm for the Multi-Depot Vehicle Routing Problem [Expert Systems with Applications 43 (2015) 117-130]-. Expert Systems with Applications , v. 54, p. 398-402, 2016.

• ENAYATIFAR, RASUL ; SADAEI, HOSSEIN JAVEDANI ; ABDULLAH, ABDUL HANAN ; LEE, MALREY ; ISNIN, ISMAIL FAUZI . A novel chaotic based image encryption using a hybrid model of deoxyribonucleic acid and cellular automata. Optics and Lasers in Engineering , v. 71, p. 33-41, 2015.

• DE OLIVEIRA, FERNANDO BERNARDES ; ENAYATIFAR, RASUL ; SADAEI, HOSSEIN JAVEDANI ; GUIMARÃES, FREDERICO GADELHA ; POTVIN, JEAN-YVES . A Cooperative Coevolutionary Algorithm for the Multi-Depot Vehicle Routing Problem. Expert Systems with Applications , v. -, p. -, 2015.

• SADAEI, HOSSEIN JAVEDANI ; ENAYATIFAR, RASUL ; ABDULLAH, ABDUL HANAN ; GANI, ABDULLAH . Short-term load forecasting using a hybrid model with a refined exponentially weighted fuzzy time series and an improved harmony search. International Journal of Electrical Power & Energy Systems , v. 62, p. 118-129, 2014.

• JAVEDANI SADAEI, HOSSEIN ; LEE, MUHAMMAD HISYAM . Multilayer Stock Forecasting Model Using Fuzzy Time Series. The Scientific World Journal , v. 2014, p. 1-10, 2014.

• ENAYATIFAR, RASUL ; SADAEI, HOSSEIN JAVEDANI ; ABDULLAH, ABDUL HANAN ; GANI, ABDULLAH . Imperialist competitive algorithm combined with refined high-order weighted fuzzy time series (RHWFTS-ICA) for short term load forecasting. Energy Conversion and Management , v. 76, p. 1104-1116, 2013.

• LEE, P. D. M. H. ; SADAEI, H. J. ; HARTONO, S. . Introducing polynomial fuzzy time series. Journal of Intelligent & Fuzzy Systems , v. 25, p. 117-128, 2013.

• LEE, M. H. ; SADAEI, H. J. ; SUHARTONO . Improving TAIEX forecasting using fuzzy time series with Box-Cox power transformation. Journal of Applied Statistics , v. 40, p. 2407-2422, 2013.

• ELENA, MARIA ; LEE, MUHAMAD HISYAM ; H., SUHARTONO ; I., HOSSEIN ; ABD RAHMAN, NUR HAIZUM ; BAZILAH, NUR ARINA . FUZZY TIME SERIES AND SARIMA MODEL FOR FORECASTING TOURIST ARRIVALS TO BALI. Jurnal Teknologi , v. 57, p. 69-81, 2013.

• DJAMEL . Fuzzy Time Series: An Application to Tourism Demand Forecasting. American Journal of Applied Sciences , v. 9, p. 132-140, 2012.

• Suhartono, ; LEE, MUHAMMAD HISYAM ; Javedani, Hossein . A Weighted Fuzzy Integrated Time Series for Forecasting Tourist Arrivals. Communications in Computer and Information Science. 1ed.: Springer Berlin Heidelberg, 2011, v. 252, p. 206-217.

• SILVA, CIDINEY ; GUIMARAES, FREDERICO GADELHA ; SADAEI, HOSSEIN JAVEDANI ; COELHO, VITOR NAZARIO . A hybrid SARFIMA-FTS model for time series prediction in smart grids. In: 2017 IEEE International Conference on Fuzzy Systems (FUZZIEEE), 2017, Naples. 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2017. p. 1.

• SEVERIANO, CARLOS A. ; SILVA, PETRONIO C. L. ; SADAEI, HOSSEIN JAVEDANI ; GUIMARAES, FREDERICO GADELHA . Very short-term solar forecasting using fuzzy time series. In: 2017 IEEE International Conference on Fuzzy Systems (FUZZIEEE), 2017, Naples. 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2017. p. 1.

• SILVA, PETRONIO C. L. ; SADAEI, HOSSEIN JAVEDANI ; GUIMARAES, FREDERICO GADELHA . Interval forecasting with Fuzzy Time Series. In: 2016 IEEE Symposium Series on Computational Intelligence (SSCI), 2016, Athens. 2016 IEEE Symposium Series on Computational Intelligence (SSCI), 2016. p. 1.

• JOSÉ DA SILVA, CIDINEY ; GADELHA GUIMARÃES, FREDERICO ; SADAEI, HOSSEIN JAVEDANI . Time Series Prediction for Smart Grids with SARFIMA-FTS. 2017. (Apresentação de Trabalho/Simpósio).

• SEVERIANO JR, C. A. ; SILVA, P. C. L. ; SADAEI, HOSSEIN JAVEDANI ; GUIMARÃES, FREDERICO GADELHA . Very Short-Term Solar Forecasting Using Fuzzy Time Series. 2017. (Apresentação de Trabalho/Simpósio).

• SILVA, P. C. L. ; JAVEDANI SADAEI, HOSSEIN ; GADELHA GUIMARÃES, FREDERICO . Interval forecasting with Fuzzy Time Series. 2016. (Apresentação de Trabalho/Simpósio).

• SADAEI, H. J. ; H., SUHARTONO ; LEE, MUHAMMAD HISYAM . An evaluation of some classical methods for forecasting electricity usage on specific problem. 2010. (Apresentação de Trabalho/Simpósio).

Outras produções

Projetos de pesquisa

• 2015 - Atual

  Fault prediction in telecominication network on the top of bIg data platform by using fuzzy time series, Descrição: Prediction on huge data is a di cult task, especially when terabytes of data are involved in the forecasting process. Since, such datasets cannot be grounded in the memory of a single machine, using a big data platform, Hadoop for example, together with a key-pair-value paradigm, MapReduce for instance, is inevitable to distribute data together with defined jobs of calculation. Subsequently, any prediction model that is used for forecasting in big data, must have ability to be distributed and calculated on a grid or a cluster of machines. In other words, it must be scalable. Although some libraries and packages for scalable classification methods have been developed, which also is used for prediction purposes, there is a general lack of research for developing real scalable forecasting models. Therefore, the specific objective of this project is to propose scalable predictive models by using the Hadoop framework and MapReduce programming model. Since fuzzy time series need less arithmetic calculations and can be transformed to (key, value) pairs which is a requirement for using MapReduce, proper version of them, are selected to be revised and developed for being scalable prediction models. In addition, a real case study of telecommunication industry is selected to show the performance of the proposed methods. The findings confirm the promising performance of the proposed methods.. , Situação: Em andamento; Natureza: Pesquisa. , Integrantes: Hossein Javedani Sadaei - Integrante / GADELHA GUIMARÃES, FREDERICO - Coordenador.

• 2014 - 2015

  Short term load usage forecasting using fuzzy time series and evolutionary algorithms, Situação: Concluído; Natureza: Pesquisa. , Integrantes: Hossein Javedani Sadaei - Coordenador / Rasul Enayatifar - Integrante / Dr. Frederico Gadelha Guimaraes - Integrante.

• 2013 - 2014

  ITS- Intelligent Teaching System, Situação: Concluído; Natureza: Pesquisa. , Integrantes: Hossein Javedani Sadaei - Coordenador / Rasul Enayatifar - Integrante / Prof. Dr. Rosalina - Integrante.

• 2013 - 2014

  Classification of malaria cells using image processing, Situação: Concluído; Natureza: Pesquisa. , Integrantes: Hossein Javedani Sadaei - Coordenador / Rasul Enayatifar - Integrante / Prof. Dr. Rosalina - Integrante.

• 2013 - 2014

  voice data mining, Situação: Concluído; Natureza: Pesquisa. , Integrantes: Hossein Javedani Sadaei - Coordenador / muhammad alauddin - Integrante / mohammad shazri bin shahrir - Integrante / Fauzy Che Yayah - Integrante / Jonny PJ Low - Integrante.

• 2013 - 2014

  Fault prediction in telecommunication networks, Situação: Concluído; Natureza: Pesquisa. , Integrantes: Hossein Javedani Sadaei - Coordenador / muhammad alauddin - Integrante / mohammad shazri bin shahrir - Integrante / Fauzy Che Yayah - Integrante / Jonny PJ Low - Integrante.

• 2011 - 2013

  Short Term Load Usage Forecasting, tourisim forecasting, stock market forecasting, Descrição: Economic and trustworthy operation of an electricity supply system regularly require short term load forecasting (STLF). The STLF plays an important role in unit commitment, energy transfer scheduling and load management. Therefore, research on short term load forecasting has attracted wide attention recently. However, a big issue that always is concerned by researchers is obtaining accurate STFL without accessing to weather information. , Situação: Concluído; Natureza: Pesquisa. , Alunos envolvidos: Doutorado: (3) . , Integrantes: Hossein Javedani Sadaei - Coordenador / Prof. Dr. Muhammad Hisyam Lee - Integrante.

Projetos de desenvolvimento

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2104

  Using voice data mining in telecominication for evalution of customer level satisfaction using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

• 2013 - 2014

  Fault prediction in access layer in telecommunication using big data platform, Situação: Concluído; Natureza: Desenvolvimento. , Integrantes: Hossein Javedani Sadaei - Coordenador.

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