[Research Interests] [Education] [Honors] [Publications] [Seminars] [Teaching Experience]

Research Interests

• Data Stream Mining
  • Clustering Data Streams
  • Big Data
  • Density-based Clustering
• Semantic Web
  • Semantic Web Services
  • Semantic Data Integration

Education

• [PhD] Computer Science, University of Malaya, Kuala Lumpur, Malaysia (2014)
  Research Area: Data Stream mining. Under Supervision of Assoc. Prof. Dr. Teh Ying Wah.
  Thesis Title: An Adaptive Density-based Method for Clustering Evolving Data Streams
• [MSc] Computer Engineering (Software), Islamic Azad University of Najafabad, Isfahan (Najafabad), Iran (2005)
  Thesis: Middleware for Farsi Information Integration in Distributed Systems: Design and Implementation. Under Supervision of Dr. Nasser Nemat bakhsh and Assoc. Prof. Dr. Hassan Abolhassani.
• [BSc] Computer Engineering (Software), Islamic Azad University of Mashhad, Iran (2001)
  Thesis: Voice Browser using Kohonen and Perceptron Hybrid Neural Network. Under Supervision of Dr. Ali Kiani, and Assoc. Prof. Dr. Saeed Abrishami.

Honors

• 1st Runner up of 3 Minutes Thesis Competition - Faculty Level, University of Malaya, 24 July, 2013.
• Winner of The Best Paper Presentation Award in PostGraduate Research Excellence Symposium (PGReS), Kuala Lumpur, Malaysia, 26-27 September, 2011.
• Nominated for The Best Paper Award in International Conference on Data Mining and Applications (ICDMA), Hong Kong, 16-18 March, 2011.

Publications

List of papers in

Journals

• Amineh Amini, Hadi Saboohi, Tutut Herawan, Teh Ying Wah. "MuDi-Stream: A Multi Density Clustering Algorithm for Evolving Data Stream". Special Issue on Network Computing and Applications for Big Data, Journal of Network and Computer Applications, Elsevier. In Press.
• Amineh Amini, Hadi Saboohi, Teh Ying Wah, Tutut Herawan. "A Fast Density-based Clustering Algorithm for Real-Time Internet of Things Stream". The Scientific World Journal. vol. 2014, June 2014.
• Amineh Amini, Teh Ying Wah, Hadi Saboohi. "On Density-based Data Streams Clustering Algorithms: A Survey". Journal of Computer Science and Technology, Vol. 29, No.1, January 2014, pp. 116-141.
• Shahaboddin Shamshirband, Amineh Amini, Teh Ying Wah. "D-FICCA: A Density-based Fuzzy Imperialist Competitive Clustering Algorithm for Intrusion Detection in Wireless Sensor Networks". Measurement Journal. Vol. 55, September 2014, pp. 212-226.
• Amineh Amini, Teh Ying Wah, Hadi Saboohi. "LeaDen-Stream: A Leader Density-based Clustering Algorithm over Evolving Data Stream". Journal of Computer and Communications, Vol. 1, No. 5, October 2013, pp. 26-31.
• Shahaboddin Shamshirbanda, Dalibor Petkovic, Amineh Amini, et. al. "Support vector regression methodology for wind turbine reaction torque prediction with power-split hydrostatic continuous variable transmission". Energy. Vol. 67, April 2014, pp. 623-630.
• Mahmoud Reza Saybani, Teh Ying Wah, Amineh Amini, Saeed Reza Aghabozorgi, and Adel Lahsasna. "Applications of Support Vector Machines in Oil Refineries: A Survey". International Journal of the Physical Sciences. Vol. 6, No. 27, November 2011, pp. 6295-6302.
• Mahmoud Reza Saybani, Teh Ying Wah, Amineh Amini, Saeed Reza Aghabozorgi. "Anomaly Detection and Prediction of Sensors Faults in a Refinery using Data Mining Techniques and Fuzzy Logic". Journal of Scientific Research and Essays, Vol. 6, No. 27, November 2011, pp. 5685-5695.
• Hadi Saboohi, Amineh Amini and Hassan Abolhassani. "An Ontology Web Language based Framework for Information Inference from heterogeneous data sources". Irandoc Scientific Communication monthly Journal, Vol. 4, No. 3, May 2005.

Book Chapter

• Amineh Amini, Teh Ying Wah, "A Comparative Study of Density-based Clustering Algorithms on Data Streams: Micro-clustering Approaches", In Ao, Sio Iong; Castillo, Oscar; Huang, Xu (Eds.), Intelligent Control and Innovative Computing, Springer, Vol. 110, 2012, pp. 275-287.

Conference Papers

• Hadi Saboohi, Amineh Amini, and Tutut Herawan, "Increasing Failure Recovery Probability of Tourism-Related Web Services". The First International Conference on Soft Computing and Data Mining (SCDM'14), Johor, Malaysia, June 2014, pp. 517-527.
• Amineh Amini, Hadi Saboohi, Teh Ying Wah. "A Hybrid Density-based Clustering Algorithm over Evolving Data Stream with Noise". 7th Iran Data Mining Conference (IDMC'13), Tehran, Iran, December 2013, pp. 1-9.
• Amineh Amini, Hadi Saboohi, Teh Ying Wah, and Tutut Herawan. "DMM-Stream: A Density Mini-Micro Clustering Algorithm for Evolving Data Streams". The First International Conference on Advanced Data and Information Engineering (DaEng'13), Kuala Lumpur, Malaysia, December 2013, pp. 675-682.
• Hadi Saboohi, Amineh Amini, Tutut Herawan, and Sameem Abdul Kareem, "Failure Recovery of Composite Semantic Services using Expiration Times". The First International Conference on Advanced Data and Information Engineering (DaEng'13), Kuala Lumpur, Malaysia, December 2013, pp. 683-690.
• Amineh Amini, Hadi Saboohi, Teh Ying Wah. "A Multi Density-based Clustering Algorithm for Data Stream with Noise". IEEE 13th International Conference on Data Mining Workshops (ICDMW'13), Dallas, Texas, December 2013, pp. 1105-1112.
• Amineh Amini, Teh Ying Wah. "A Detection Approach for Tsunami Warning System Using Mining Data Streams". International Congress on Natural Sciences and Engineering, Bali, Indonesia. August 2013.
• Amineh Amini, Teh Ying Wah. "Requirements for Clustering Evolving Data Stream". 2nd International Conference on Soft Computing and its Applications (ICSCA'2013), Phnom Penh, Cambodia, September 2013, pp. 47-50.
• Amineh Amini, Teh Ying Wah. "On Density-based Clustering Algorithms over Evolving Data Streams: A Summarization Paradigm". International Conference on Information Technology and Management Innovation (ICITMI'12), Guangzhou, China, November 2012, pp. 263-266.
• Amineh Amini, Teh Ying Wah. "Adaptive Density-based Clustering Algorithms for Data Stream Mining". Third International Conference on Theoretical and Mathematical Foundations of Computer Science (ICTMF'12), Bali, Indonesia, December 2012, pp. 620-624.
• Amineh Amini, Teh Ying Wah, "DENGRIS-Stream: A Density-Grid based Clustering Algorithm for Evolving Data Streams over Sliding Window". International Conference on Data Mining and Computer Engineering (ICDMCE'12), Bangkok, Thailand, December 2012, pp. 206-211.
• Amineh Amini, Teh Ying Wah, Mahmoud Reza Saybani, and Saeed Reza Aghabozorgi, "A Study of Density-Grid based Clustering Algorithms on Data Streams". The 8th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'11), Shanghai, China, July 2011, pp. 1652-1656.
• Saeed Reza Aghabozorgi, Teh Ying Wah, Amineh Amini, and Mahmoud Reza Saybani, "A New Approach to Present Prototypes in Clustering of Time Series". The 7th International Conference of Data Mining, Las Vegas, USA, July 2011.
• Amineh Amini, and Teh Ying Wah, "Density Micro-Clustering Algorithms on Data Streams: A Review". International Conference on Data Mining and Applications (ICDMA'11), Hong Kong, March 2011, pp. 410-414.
• Hadi Saboohi, Amineh Amini and Hassan Abolhassani, "Failure Recovery of Composite Semantic Web Services using Replacement Subgraphs". The International Conference on Computer and Communication Engineering (ICCCE'08), Kuala Lumpur, Malaysia, May 2008.
• Amineh Amini, Hadi Saboohi and Nasser Nemat bakhsh, "A RDF-based Data Integration Framework". National Electrical Engineering Conference (NEEC'08), Najafabad, Iran, March 2008.
• Hadi Saboohi, Amineh Amini and Hassan Abolhassani, "Electronic City Services Management Using Failure Recoverable Composites of Autonomic Distributed Software Components". The First International e-City Conference, Tehran, Iran, February 2008.

Articles in persian (2002)

• VoiceXML
• VoIP
• How can I make my website's structure more navigable?
• How can I design a visually pleasing interface that follows usability principles?

Research Group

• Data Mining Research Group

Reviewer

• Artificial Intelligence Review, Springer
• International Journal of Machine Learning and Cybernetics, Springer

Membership

• The IEEE Computer Society
• International Association of Engineers (IAENG)

Seminars Presented

• A Multi Density-based Clustering Algorithm for Data Stream with Noise in ICDMW'13, Dallas, Texas (Online).
• DMM-Stream: A Density Mini-Micro Clustering Algorithm for Evolving Data Streams in DaEng'13, Kuala Lumpur, Malaysia.
• Adaptive Density-based Clustering Algorithms for Data Stream Mining in ICTMF'12, Bali, Indonesia.
• Adaptive Density-based Clustering Algorithms for Mining Data Streams in PGReS'11, Kuala Lumpur, Malaysia (Best Paper Presentation Award).
• Density Micro-Clustering Algorithms on Data Streams: A Review, presented in ICDMA'11, Hong Kong, ppt.
• A RDF-based Data Integration Framework, presented in NEEC'08, Iran, ppt.

Teaching Experience

• Islamic Azad University of Karaj (2005-2009)
  • Introduction to Programming
  • Introduction to Computers and Algorithms
  • Software System Development (Slides)
  • Information Storage and Retrieval (Slides)
• Islamic Azad University of Varamin (2003-2005)
  • Data Structures and Algorithms Fundamentals
  • Introduction to Computers and Algorithms
  • Internet Engineering
  • Information Storage and Retrieval
  • Database
• University of Applied Science and Technology (2004-2005)
  • Software Engineering
  • Information Storage and Retrieval
  • Data Structures and Algorithms Fundamentals
  • Introduction to Computers and Algorithms
  • Database

Last Modified: December 2014