International Business Machines Corporation

Cameron N Mcavoy

Brian M O'Connell

Aaron K Baughman

James R Kozloski

A computer-implemented method may include: receiving a request to integrate a commit; obtaining analytics data of an author that developed the commit; executing a simulation using the analytics data of the author as inputs to the simulation; obtaining results from the simulation, wherein the results indicate error rates when one or more testing stages are omitted from a testing procedure of the commit; comparing the results of the simulation with a threshold; determining, by the computing the device, the testing procedure based on the comparing, wherein the testing procedure identifies the one or more testing stages that are omitted and one or more testing stages that are included in the testing procedure; and outputting information regarding the determined testing procedure, wherein the outputting causes an integration server to test the commit in accordance with the testing procedure as part of an integration process for integrating the commit to a project.

Integration times in a continuous integration environment based on statistical modeling

A method, system, and computer program product for weight adjusted composite model for forecasting in anomalous environments are provided in the illustrative embodiments. A base forecasting model and a second forecasting model are combined to form a composite model, the base forecasting model configured to forecast an event in a time series, the second forecasting model configured to represent an anomalous portion of data in the time series. A mixing algorithm is combined with the composite model to adjust a set of weights associated with the composite model. Upon identifying a future period in which the event is to be forecasted, using the mixing algorithm, a subset of the set of weights is adjusted to from a weight adjusted composite model. The weight adjusted composite model is executed to forecast the event in the future period.

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RTP, NC, United States of America

Cameron N Mcavoy