Outlier detection in smart environment structured power datasets

Proceedings - 2010 6th International Conference on Intelligent Environments, IE 2010

Volumn , Issue , 2010, Pages 29-33

  Jakkula, Vikramaditya ^a   Cook, Diane ^a  

^a WASHINGTON STATE UNIVERSITY   (United States)

Author keywords

Data mining; Outlier analysis; Smart environments; Statistical analysis

Indexed keywords

CLUSTERING TECHNIQUES; DATA SETS; ELECTRICITY-CONSUMPTION; ENERGY CONSUMPTION; OUTLIER ANALYSIS; OUTLIER DETECTION; OUTLIER DETECTION ALGORITHM; POWER CONSUMPTION; REAL TIME MONITORING; SMART ENVIRONMENT; SMART ENVIRONMENTS; STATISTICAL ANALYSIS; STATISTICAL TECHNIQUES;

DATA MINING; ENERGY EFFICIENCY; ENERGY UTILIZATION; INTELLIGENT AGENTS;

STATISTICAL METHODS;

EID: 78751661069     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IE.2010.13     Document Type: Conference Paper

References (11)

1. Energy Star web site, http://www.energystar.gov/index.cfm?c=cfls.pr-cfls
2. Energy Information Administration, Annual Energy Outlook 2008, page 61.
3. Li, X., Bowers, C.P. & Schnier, T. Classification of Energy Consumption in Buildings with Outlier Detection. IEEE Transactions on Industrial Electronics (2009)
4. G. M. Youngblood and D. Cook. Data mining for hierarchical model creation. IEEE Transactions on Systems, Man, and Cybernetics, Part C, 37(2007), 1-12.
5. A. Helal, W. Mann, H. El-Zabadani, J. King, Y. Kaddoura, and E. Jansen. The Gator Tech smart house: A programmable pervasive space. IEEE Computer, 38(2005), 50-60.
6. F. Doctor, H. Hagras, and V. Callaghan. A fuzzy embedded agent-based approach for realizing ambient intelligence in intelligent inhabited environments. IEEE Transactions on Systems, Man, and Cybernetics, Part A, 35(2005), 55-56.
7. G. Abowd and E. Mynatt. Designing for the human experience in smart environments. In D. Cook and S. Das, editors, Smart Environments: Technology, Protocols, and Applications, Wiley, 2004, pp. 153-174.
8. D. Cook, M. Schmitter-Edgecombe, A. Crandall, C. Sanders, and B. Thomas. Collecting and disseminating smart home sensor data in the CASAS project. Proceedings of the CHI Workshop on Developing Shared Home Behavior Datasets to Advance HCI and Ubiquitous Computing Research, 2009.
9. Mason, Robert L.; Gunst, Richard F.; Hess, James L. Statistical Design and Analysis of Experiments - With Applications to Engineering and Science (2nd Edition). John Wiley & Sons.
10. Wikipedia. k-nearest neighbor algorithm. http://en.wikipedia.org/wiki/K- nearest-neighbor-algorithm. Retrieved November 10, 2009.
11. Wikipedia.DTW. http://en.wikipedia.org/wiki/Dynamic-time-warping. Retrieved November 10, 2009.