Supporting scalable analytics with latency constraints
نویسندگان
چکیده
منابع مشابه
Supporting Scalable Analytics with Latency Constraints
Recently there has been a significant interest in building big data analytics systems that can handle both “big data” and “fast data”. Our work is strongly motivated by recent real-world use cases that point to the need for a general, unified data processing framework to support analytical queries with different latency requirements. Toward this goal, we start with an analysis of existing big d...
متن کاملA Platform for Scalable Low-Latency Analytics using MapReduce
A PLATFORM FOR SCALABLE LOW-LATENCY ANALYTICS USING MAPREDUCE
متن کاملScalable graph analytics with GRADOOP
Many Big Data applications in business and science require the management and analysis of huge amounts of graph data. Previous approaches for graph analytics such as graph databases and parallel graph processing systems (e.g., Pregel) either lack sufficient scalability or flexibility and expressiveness. We are therefore developing a new end-to-end approach for graph data management and analysis...
متن کاملThe Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox
To enable complex data-intensive applications such as personalized recommendations, targeted advertising, and intelligent services, the data management community has focused heavily on the design of systems to train complex models on large datasets. Unfortunately, the design of these systems largely ignores a critical component of the overall analytics process: the serving and management of mod...
متن کاملScalable Analytics Model Calibration with Online Aggregation
Model calibration is a major challenge faced by the plethora of statistical analytics packages that are increasingly used in Big Data applications. Identifying the optimal model parameters is a time-consuming process that has to be executed from scratch for every dataset/model combination even by experienced data scientists. We argue that the lack of support to quickly identify sub-optimal conf...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Proceedings of the VLDB Endowment
سال: 2015
ISSN: 2150-8097
DOI: 10.14778/2809974.2809979