Search Results - "Dau, Hoang Anh"

The UCR time series archive by Dau, Hoang Anh, Bagnall, Anthony, Kamgar, Kaveh, Yeh, Chin-Chia Michael, Zhu, Yan, Gharghabi, Shaghayegh, Ratanamahatana, Chotirat Ann, Keogh, Eamonn

“…The UCR time series archive–introduced in 2002, has become an important resource in the time series data mining community, with at least one thousand published…”
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Optimizing dynamic time warping’s window width for time series data mining applications by Dau, Hoang Anh, Silva, Diego Furtado, Petitjean, François, Forestier, Germain, Bagnall, Anthony, Mueen, Abdullah, Keogh, Eamonn

“…Dynamic Time Warping (DTW) is a highly competitive distance measure for most time series data mining problems. Obtaining the best performance from DTW requires…”
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Generalized Dynamic Time Warping: Unleashing the Warping Power Hidden in Point-Wise Distances by Neamtu, Rodica, Ahsan, Ramoza, Rundensteiner, Elke A., Sarkozy, Gabor, Keogh, Eamonn, Hoang Anh Dau, Cuong Nguyen, Lovering, Charles

“…Domain-specific distances preferred by analysts for exploring similarities among time series tend to be "point-to-point" distances. Unfortunately, this…”
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Generating Synthetic Time Series to Augment Sparse Datasets by Forestier, Germain, Petitjean, Francois, Dau, Hoang Anh, Webb, Geoffrey I., Keogh, Eamonn

“…In machine learning, data augmentation is the process of creating synthetic examples in order to augment a dataset used to learn a model. One motivation for…”
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Anomaly Detection for Insertion Tasks in Robotic Assembly Using Gaussian Process Models by Romeres, Diego, Jha, Devesh K., Yerazunis, William, Nikovski, Daniel, Dau, Hoang Anh

“…Component insertion is a common task in robotic assembly, and is widely used for manufacturing a variety of electronic devices. This task is generally…”
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Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series by Hoang Anh Dau, Furtado Silva, Diego, Petitjean, Francois, Forestier, Germain, Bagnall, Anthony, Keogh, Eamonn

“…While the Dynamic Time Warping (DTW) - based Nearest-Neighbor Classification algorithm is regarded as a strong baseline for time series classification, in…”
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Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile by Yeh, Chin-Chia Michael, Zhu, Yan, Ulanova, Liudmila, Begum, Nurjahan, Ding, Yifei, Dau, Hoang Anh, Zimmerman, Zachary, Silva, Diego Furtado, Mueen, Abdullah, Keogh, Eamonn

“…The last decade has seen a flurry of research on all-pairs-similarity-search (or similarity joins ) for text, DNA and a handful of other datatypes, and these…”
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The Swiss army knife of time series data mining: ten useful things you can do with the matrix profile and ten lines of code by Zhu, Yan, Gharghabi, Shaghayegh, Silva, Diego Furtado, Dau, Hoang Anh, Yeh, Chin-Chia Michael, Shakibay Senobari, Nader, Almaslukh, Abdulaziz, Kamgar, Kaveh, Zimmerman, Zachary, Funning, Gareth, Mueen, Abdullah, Keogh, Eamonn

“…The recently introduced data structure, the Matrix Profile, annotates a time series by recording the location of and distance to the nearest neighbor of every…”
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Evolving PCB visual inspection programs using genetic programming by Feng Xie, Anh Hoang Dau, Uitdenbogerd, Alexandra L., Song, Andy

“…Automated optical inspection (AOI) is desirable in printed circuit board (PCB) manufacturing as inspecting manually is time-consuming and error-prone. This…”
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Towards More Accurate Time Series Data Mining by Constraining Model's Flexibility by Dau, Hoang Anh

“…This dissertation is motivated from enabling various tasks in large scale data mining of time series to produce more accurate, reproducible results and…”
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The UEA multivariate time series classification archive, 2018 by Bagnall, Anthony, Dau, Hoang Anh, Lines, Jason, Flynn, Michael, Large, James, Bostrom, Aaron, Southam, Paul, Keogh, Eamonn

“…In 2002, the UCR time series classification archive was first released with sixteen datasets. It gradually expanded, until 2015 when it increased in size from…”
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The UCR Time Series Archive by Dau, Hoang Anh, Bagnall, Anthony, Kamgar, Kaveh, Yeh, Chin-Chia Michael, Zhu, Yan, Gharghabi, Shaghayegh, Ratanamahatana, Chotirat Ann, Keogh, Eamonn

“…The UCR Time Series Archive - introduced in 2002, has become an important resource in the time series data mining community, with at least one thousand…”
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A General Framework for Density Based Time Series Clustering Exploiting a Novel Admissible Pruning Strategy by Begum, Nurjahan, Ulanova, Liudmila, Dau, Hoang Anh, Wang, Jun, Keogh, Eamonn

“…Time Series Clustering is an important subroutine in many higher-level data mining analyses, including data editing for classifiers, summarization, and outlier…”
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Matrix Profile I: All Pairs Similarity Joins for Time Series: A Unifying View That Includes Motifs, Discords and Shapelets by Yeh, Chin-Chia Michael, Yan Zhu, Ulanova, Liudmila, Begum, Nurjahan, Yifei Ding, Hoang Anh Dau, Furtado Silva, Diego, Mueen, Abdullah, Keogh, Eamonn

“…The all-pairs-similarity-search (or similarity join) problem has been extensively studied for text and a handful of other datatypes. However, surprisingly…”
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