Zach Zimmerman
PhD student
Zach Zimmerman is a 4th year PhD student at University of California, Riverside. His research is focused on scalable time series data mining, in particular, using GPUs, distributed computing, and machine learning to enable scaling of time series motif discovery. His work is being used across multiple domains by researchers in both academia and industry. He has industry experience through internships with Google, Intel, and Nvidia working on various projects, mostly in the high-performance computing space.
Zach Zimmerman
PhD student at University of California, Riverside
Zach Zimmerman is a 4th year PhD student at University of California, Riverside. His research is focused on scalable time series data mining, in particular, using GPUs, distributed computing, and machine learning to enable scaling of time series motif discovery. His work is being used across multiple domains by researchers in both academia and industry. He has industry experience through internships with Google, Intel, and Nvidia working on various projects, mostly in the high-performance computing space.
From Billions to Quintillions: Paving the way to real-time motif discovery in time series
The matrix profile is a tool which encodes the distance of each subsequence in a time series to its nearest neighbor, this “all pairs nearest neighbor” is very useful for finding motifs and anomalies in just about any time series data and is being used by many in both industry and academia.
In this talk, I will explain the path of optimizations we took and the lessons we learned in developing a scalable solution for this “all pairs” problem in time series as well as introduce our current work in establishing a real-time, streaming approximation.
The Shapelets Team
Time Series
Shapelets is a software research company with a passion for bringing academic computer science papers into software products that are easy to be used by anyone.
The company is headquartered in Malaga and is an R&D software lab focused on Big Data technologies.
Now we are building the first state-of-the-art Data Series Management System
The Shapelets Team
Time Series at Shapelets
Shapelets is a software research company with a passion for bringing academic computer science papers into software products that are easy to be used by anyone.
The company is headquartered in Malaga and is an R&D software lab focused on Big Data technologies.
Now we are building the first state-of-the-art Data Series Management System