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題名:A Symbolic Time-series Data Mining Framework for Analyzing Load Profiles of Electricity Consumption
書刊名:圖書資訊學刊
作者:吳怡瑾 引用關係陳子立 引用關係洪冠群陳彥銘 引用關係劉子吉
作者(外文):Wu, I-chinChen, Tzu-liHong, Guan-qunChen, Yen-mingLiu, Tzu-chi
出版日期:2017
卷期:15:2
頁次:頁21-44
主題關鍵詞:電力負載曲線分段聚合近似法聚合近似演算法時間序列資料探勘Electricity load profilingPiecewise aggregate approximationSymbolic aggregate approximationTime-series data mining
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(0) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:0
  • 共同引用共同引用:0
  • 點閱點閱:13
期刊論文
1.Keogh, E.、Ratanamahatana, C. A.(2005)。Exact indexing of dynamic time warping。Knowledge and Information Systems,7(3),358-386。  new window
2.Chakrabarti, K.、Keogh, E.、Mehrotra, S.、Pazzani, M.(2002)。Locally adaptive dimensionality reduction for indexing large time series databases。ACM Transactions on Database Systems,27(2),188-228。  new window
3.Ding, H.、Trajcevski, G.、Scheuermann, P. I.、Wang, X.、Keogh, E. J.(2008)。Querying and mining of time series data: Experimental comparison of representations and distance measures。Proceedings of the VLDB Endowment,1(2),1542-1552。  new window
4.Keogh, E.、Chakrabarti, K.、Pazzani, M.、Mehrotra, S.(2001)。Dimensionality reduction for fast similarity search in large time series databases。Knowledge and Information Systems,3(3),263-286。  new window
5.Le, C. V.、Pang, C. K.、Gan, O. P.、Chee, X. M.、Zhang, D. H.、Luo, M.、Lewis, F. L.(2012)。Classification of energy consumption patterns for energy audit and machine scheduling in industrial manufacturing systems。Transactions of the Institute of Measurement and Control,35(5),583-592。  new window
6.Lin, J.、Keogh, E.、Wei, L.、Lonardi, S.(2007)。Experiencing SAX: A novel symbolic representation of time series。Data Mining and Knowledge Discovery,15(2),107-144。  new window
7.McLoughlin, F.、Duffy, A.、Conlon, M.(2015)。A clustering approach to domestic electricity load profile characterization using smart metering data。Applied Energy,141,190-199。  new window
8.POPEANGĂ, J.(2015)。Data mining smart energy time series。Database Systems Journal,6(1),14-22。  new window
9.Vikhorev, K.、Greenough, R.、Brown, N.(2013)。An advanced energy management framework to promote energy awareness。Journal of Cleaner Production,43,103-112。  new window
會議論文
1.Chen, L.、Özsu, M. T.、Oria, V.(2005)。Robust and fast similarity search for moving object trajectories。The 2005 ACM SIGMOD International Conference on Management of Data。New York, NY:ACM。491-502。  new window
2.Vlachos, M.、Gunopulos, D.、Kollios, G.(2002)。Discovering similar multidimensional trajectories。The 18th International Conference on Data Engineering,IEEE 。IEEE Computer Society。673-684。  new window
3.Chen, Yueguo、Nascimento, M. A.、Ooi, Beng Chin、Tung, A. K. H.(2007)。SpADe: On Shape-based Pattern Detection in Streaming Time Series。2007 IEEE 23rd International Conference on Data Engineering,(會議日期: 20070415-20),786-795。  new window
4.Lin, J.、Keogh, E.、Lonardi, S.、Chiu, B.(2003)。A symbolic representation of time series, with implications for streaming algorithms。The 8th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery。New York, NY:ACM。2-11。  new window
5.Berndt, D. J.、Clifford, J.(1994)。Using dynamic time warping to find patterns in time series。The 3rd International Conference on Knowledge Discovery and Data Mining,359-370。  new window
6.Chan, K. A.、Fu, W. C.(1999)。Efficient time series matching by wavelets。The 15th International Conference on Data Engineering。Los Alamitos, CA:IEEE Computer Society。126-133。  new window
7.Chen, L.、Ng, R.(2004)。On the marriage of Lp-norms and edit distance。The 30th International Conference on Very Large Data Bases。Morgan Kaufmann。792-803。  new window
8.Chen, Q.、Chen, L.、Lian, X.、Liu, Y.、Yu, J. X.(2007)。Indexable PLA for efficient similarity search。The 33rd International Conference on Very Large Data Bases。New York, NY:ACM。435-446。  new window
9.Faloutsos, C.、Ranganathan, M.、Manolopoulos, Y.(1994)。Fast subsequence matching in time-series databases。The 1994 ACM International Conference on Management of Data。New York, NY:ACM。419-429。  new window
10.Sakurai, Y.、Yamamuro, M.、Faloutsos, C.(2015)。Mining and forecasting of big time-series data。The 2015 ACM SIGMOD International Conference on Management of Data。New York, NY:ACM。919-922。  new window
11.Yi, B. K.、Jagadish, H. V.、Faloutsos, C.(1998)。Efficient retrieval of similar time sequences under time warping。The 14th International Conference on Data Engineering,201-208。  new window
學位論文
1.Kleist, C.(2015)。Time series data mining methods: A review(碩士論文)。Humboldt-Universität zu Berlin。  new window
2.Mörchen, F.(2006)。Time series knowledge mining(博士論文)。Philipps-Universität Marburg。  new window
圖書
1.Kitagawa, G.(2010)。Introduction to time series modeling。Boca Raton, FL:CRC Press。  new window
2.Han, J.、Kamber, M.、Pei, J.(2011)。Data mining: concepts and techniques。Morgan Kaufmann。  new window
其他
1.Ministry of Economic Affairs, Bureau of Energy(2017)。Electricity consumption,http://web3.moeaboe.gov.tw/ecw/populace/web_book/WebReports.aspx?book=M_CH&menu_id=142。  new window
圖書論文
1.Aßfalg, J.、Kriegel, H.-P.、Kröger, P.、Kunath, P.、Pryakhin, A.、Renz, M.(2006)。Similarity search on time series based on threshold queries。Advances in Database Technology - EDBT 2006。Berlin:Springer-Veriag。  new window
2.Keogh, E.、Pazzani, M. J.(2000)。A simple dimensionality reduction technique for fast similarity search in large time series databases。Knowledge Discovery and Data Mining, Current Issues and New Applications。Berlin:Springer-Verlag。  new window
3.Wall, M. E.、Rechtsteiner, A.、Rocha, L. M.(2003)。Singular Value Decomposition and Principal Component Analysis。A Practical Approach to Microarray Data Analysis。Norwell, MA:Kluwer。  new window
 
 
 
 
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