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Zachary Zimmerman
Zachary Zimmerman
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Matrix profile ii: Exploiting a novel algorithm and gpus to break the one hundred million barrier for time series motifs and joins
Y Zhu, Z Zimmerman, NS Senobari, CCM Yeh, G Funning, A Mueen, ...
2016 IEEE 16th international conference on data mining (ICDM), 739-748, 2016
2772016
Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile
CCM Yeh, Y Zhu, L Ulanova, N Begum, Y Ding, HA Dau, Z Zimmerman, ...
Data Mining and Knowledge Discovery 32, 83-123, 2018
1552018
Matrix profile XI: SCRIMP++: time series motif discovery at interactive speeds
Y Zhu, CCM Yeh, Z Zimmerman, K Kamgar, E Keogh
2018 IEEE international conference on data mining (ICDM), 837-846, 2018
1372018
Matrix profile XIV: scaling time series motif discovery with GPUs to break a quintillion pairwise comparisons a day and beyond
Z Zimmerman, K Kamgar, NS Senobari, B Crites, G Funning, P Brisk, ...
Proceedings of the ACM Symposium on Cloud Computing, 74-86, 2019
802019
An open-source compiler and PCB synthesis tool for digital microfluidic biochips
D Grissom, C Curtis, S Windh, C Phung, N Kumar, Z Zimmerman, ...
INTEGRATION, the VLSI journal 51, 169-193, 2015
722015
Matrix profile xx: Finding and visualizing time series motifs of all lengths using the matrix profile
F Madrid, S Imani, R Mercer, Z Zimmerman, N Shakibay, E Keogh
2019 IEEE International conference on big knowledge (ICBK), 175-182, 2019
572019
Super‐efficient cross‐correlation (SEC‐C): A fast matched filtering code suitable for desktop computers
NS Senobari, GJ Funning, E Keogh, Y Zhu, CCM Yeh, Z Zimmerman, ...
Seismological Research Letters 90 (1), 322-334, 2019
462019
Exploiting a novel algorithm and GPUs to break the ten quadrillion pairwise comparisons barrier for time series motifs and joins
Y Zhu, Z Zimmerman, N Shakibay Senobari, CCM Yeh, G Funning, ...
Knowledge and Information Systems 54, 203-236, 2018
412018
The Swiss army knife of time series data mining: ten useful things you can do with the matrix profile and ten lines of code
Y Zhu, S Gharghabi, DF Silva, HA Dau, CCM Yeh, N Shakibay Senobari, ...
Data Mining and Knowledge Discovery 34, 949-979, 2020
352020
Matrix Profile XVIII: Time Series Mining in the Face of Fast Moving Streams using a Learned Approximate Matrix Profile
Z Zimmerman, NS Senobari, G Funning, E Papalexakis, S Oymak, P Brisk, ...
IEEE International Conference on Data Mining, 2019
222019
PCB escape routing and layer minimization for digital microfluidic biochips
J McDaniel, Z Zimmerman, D Grissom, P Brisk
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2016
162016
Matrix profile xvii: Indexing the matrix profile to allow arbitrary range queries
Y Zhu, CCM Yeh, Z Zimmerman, E Keogh
2020 IEEE 36th International Conference on Data Engineering (ICDE), 1846-1849, 2020
122020
FA-LAMP: fpga-accelerated learned approximate matrix profile for time series similarity prediction
A Kalantar, Z Zimmerman, P Brisk
2021 IEEE 29th Annual International Symposium on Field-Programmable Custom …, 2021
102021
Using the similarity Matrix Profile to investigate foreshock behavior of the 2004 Parkfield earthquake
N Shakibay Senobari, G Funning, Z Zimmerman, Y Zhu, E Keogh
AGU Fall Meeting Abstracts 2018, S51B-03, 2018
92018
Fpga-based acceleration of time series similarity prediction: From cloud to edge
A Kalantar, Z Zimmerman, P Brisk
ACM Transactions on Reconfigurable Technology and Systems 16 (1), 1-27, 2022
22022
Matrix Profile XXVI: Mplots: Scaling Time Series Similarity Matrices to Massive Data
M Shahcheraghi, R Mercer, JMDA Rodrigues, A Der, HFS Gamboa, ...
2022 IEEE International Conference on Data Mining (ICDM), 1179-1184, 2022
22022
Matrix Profile Index Approximation for Streaming Time Series
M Shahcheraghi, T Cappon, S Oymak, E Papalexakis, E Keogh, ...
2021 IEEE International Conference on Big Data (Big Data), 2775-2784, 2021
12021
Matrix Profile Index Prediction for Streaming Time Series
M Shahcheraghi, T Cappon, S Oymak, E Papalexakis, E Keogh, ...
Workshop on ML for Systems at NeurIPS 2020, 2020
12020
Breaking computational barriers to perform time series pattern mining at scale and at the edge
ZP Zimmerman
University of California, Riverside, 2019
12019
The matrix profile in seismology: Template matching of everything with everything
N Shabikay Senobari, PM Shearer, GJ Funning, Z Zimmerman, Y Zhu, ...
Journal of Geophysical Research: Solid Earth 129 (2), e2023JB027122, 2024
2024
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