The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Aug. 18, 2015

Filed:

May. 01, 2013
Applicants:

Yun Chi, Monte Sereno, CA (US);

Vahit Hakan Hacigumus, San Jose, CA (US);

Jenny Duggan, Boston, MA (US);

Shenghuo Zhu, Santa Clara, CA (US);

Inventors:

Yun Chi, Monte Sereno, CA (US);

Vahit Hakan Hacigumus, San Jose, CA (US);

Jenny Duggan, Boston, MA (US);

Shenghuo Zhu, Santa Clara, CA (US);

Assignee:

NEC Laboratories America, Inc., Princeton, NJ (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 15/18 (2006.01); G06N 99/00 (2010.01); G06N 5/04 (2006.01);
U.S. Cl.
CPC ...
G06N 99/005 (2013.01); G06N 5/04 (2013.01);
Abstract

Systems and methods are disclosed to perform performance prediction for cloud-based databases by building on a computer a cloud database performance model using a set of training workloads; and using a learned model on the computer to predict database performance in the cloud for a new workload, wherein for each reference workload r and hardware configuration h, system throughput t, average throughput of αand standard deviation σ, comprising normalizing each throughput as:


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