International Business Machines Corporation

Howard M Hess

Shao Chun Li

Steven M Kagan

He H Liu

Zhong Xian Li

Hua Fang Tan

Kathryn Allyn Bassin

Sheng Huang

Hao Chen

Feng Li

Xin Zhou

Ya Bin Dang

Jun Zhu

Jian Ding

Susan Eileen Skrabanek

Li Wang

Aviad Zlotnick

Eitan D Farchi

Rachel Tzoref-Brill

Orna Raz

Susan E Smith

Claudio Cozzi

Curt Lee Cotner

Howard Justin Glaser

Laurence Edward England

Itai Segall

Jeffrey L Robinson

A method, system and computer program product, the method comprising: obtaining computer code of an employed system comprising a plurality of components; obtaining data related to operating the plurality of components; based on the computer code and the data, identifying: a first component from the plurality of components, to be maintained; and a second component from the plurality of components, to be at least partly replaced by a machine learning component; and providing to a user an identification of the first component and the second component.

Method and apparatus for employing machine learning solutions

A method, system and computer program product, the method comprising: receiving a user document describing at least a part of a system to be tested; computing a similarity measurement between the user document and documents in a document corpus, each describing at least part of a system and associated with a combinatorial model representing the at least part of the system, wherein the combinatorial model comprises a set of attributes, a respective domain for each attribute defining possible values for the attribute, and restrictions, wherein each restriction comprises at least one attribute, a respective value and a logical operator, based upon the similarity measurement, selecting selected documents from the document corpus; obtaining one or more combinatorial models corresponding to the selected documents; selecting elements from the combinatorial models; generating an initial combinatorial model for the user document, wherein said generating comprises adding the elements to the initial combinatorial model.

Method and apparatus for test modeling

A method, system and computer program product, the method comprising: receiving a partial description of a combinatorial model defining a test space and comprising a set of attributes, a respective domain for each attribute defining possible values for the attribute, and restrictions, each comprising an attribute, a respective value and a logical operator, the partial description comprising an attribute and a value thereof; computing a similarity measurement between the partial description and each model in a corpus, based on similarity of attributes and domains, and not on a test space defined by compared models, whereby similarity between models is indifferent to a size of the test space of the models; selecting models from the corpus according to the computed similarity measurements; determining elements from the selected models to be suggested for modifying the partial description; and outputting the suggestions to modify the partial description useful for completing the combinatorial model.

A method includes generating a test model based on at least one of test group dependencies and test group constraints and generating a resource base. The method includes generating a cost model and generating a resource allocation plan based on the test model, the resource base, and the cost model.

System and method for resource modeling and simulation in test planning

A method and associated systems for analyzing a change request of a project that involves an IT system, where IT system contains IT artifacts that have predefined relationships. One or more processors obtain a change request; use information contained in the change request to select an applicable decomposition agent; use information in the selected decomposition agent to decompose the change request into a set of component sub-change requests; correlate at least one of the sub-change requests with one of the IT artifacts; and display the sub-change requests. In alternate implementations, selecting the applicable decomposition agent may require additional user input.

Change-request analysis

A method for generating a tree map for tree map visualization includes obtaining node information of a plurality of nodes to be processed, the plurality of nodes to be processed being sub-nodes sharing a same parent node and the node information comprising at least sizes of the nodes; determining from the plurality of nodes a plurality of candidate nodes whose sizes are less than a threshold size; determining at least one super node including the plurality of candidate nodes based on the node information of the determined plurality of candidate nodes, a screen size, and the threshold size, such that when displaying in a zooming-in mode the super node on the screen, all candidate nodes in the super node are displayed at display sizes not less than the threshold size; and determining data required for displaying the tree map based on the determined super node.

Generating a tree map

A method is implemented in a computer infrastructure having computer executable code tangibly embodied on a computer readable storage medium having programming instructions. The programming instructions are operable to receive one or more risk factors, receive one or more contexts, identify one or more context relationships and associate the one or more contexts with the one or more risk factors. Additionally, the programming instructions are operable to map the one or more risk factors for an associated context to a software defect related risk consequence to determine a risk model and execute a risk-based testing based on the risk model to determine a defect related risk evaluation for a software development project.

System and method to determine defect risks in software solutions

A compute-implemented method and apparatus for assisting release planning, including steps of: obtaining remaining requirements that are expected to be included in a current release plan; obtaining the release plan, which comprises a set of planned requirements that are already included in the release plan and a set of release constraints; determining that there is a conflict between the release constraints and the planned requirements; rendering, in response to this determination, a proposal to create a modified release plan that is a function of the remaining requirements and of the current release plan; and forecasting, as a function of the remaining requirements and of the modified release plan, whether the addition of another requirement to the release plan would create a conflict with the release constraints.

Computer-assisted release planning

A method includes generating a test model based on at least one of test group dependencies and test group constraints and generating a resource base. the method includes generating a cost model and generating a resource allocation plan based on the test model, the resource base, and the cost model.

A computer-implemented method comprising: obtaining a description of a test suite which comprises a plurality of tests, wherein each test of the test suite is described by values of functional attributes, wherein at least a portion of the functional attributes are setup-related attributes, wherein a combination of values of the setup-relates attributes potentially indicate a setup activity to be performed prior to executing the test to set up a test environment for the test. Identifying, based on the description of the test suite, a setup activity that is associated with two or more tests, wherein the setup activity is configured to set up a component of the test environment, wherein the identifying is performed by a processor. Providing a first instruction to perform the setup activity prior to executing a first test of the two or more tests. And, providing a second instruction to reuse the component of the test environment when executing additional tests of the two or more tests, whereby avoiding performing duplicate setup activities.

Pretest setup planning

A method for modeling a test space is provided. The method comprises defining a coverage model including one or more attributes, wherein respective values for the attributes are assigned, one or more definitions of value properties for said attributes with assigned values, and one or more requirements that limit combination of attribute values that are legal for the model, wherein at least one of said requirements is defined using at least one value property.

Attribute value properties for test selection with cartesian product models

A method for impact analysis of change requests of a computing system is provided. The method includes, identifying artifacts and tasks that are impacted by a change request on a target project based on a change request repository, an artifact dependency network and a task-artifact mapping repository. The method further includes, determining an impact analysis priority for each of the identified tasks based on associations among the change request and the identified artifacts and tasks, and a project status tracking repository. The method further includes analyzing an impact of the change request on each of the identified tasks according to the determined impact analysis priority. The method further includes obtaining requirements, requirement dependencies and requirement constraints of the project scope to identifying artifacts and tasks that are impacted by a change request on the target project of the project scope.

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Chicago, IL, United States of America

Howard M Hess