METHODS, SYSTEMS, AND COMPUTER PROGRAM PRODUCTS FOR AUTOMATICALLY GENERATING BEST PRACTICES FOR CONFIGURING A NETWORKED SYSTEM

• US 20080244041A1
• Filed: 03/29/2007
• Published: 10/02/2008
• Est. Priority Date: 03/29/2007
• Status: Active Grant

• Current Assignee: X Corp. (f/k/a Twitter, Inc.) (X Holdings Corp.)
• Original Assignee: International Business Machines Corporation
• Inventors: Routray, Ramani R., Sarkar, Prasenjit, Tan, Chung-hao
• Granted Patent: US 7,752,287 B2
• Time in Patent Office: Days
• US Class Current: 709/220
• CPC Class Codes: H04L 41/0636 based on a decision tree analysis
• CPC Class Codes: H04L 43/091 Measuring contribution of individual network components to actual service level

Abstract

A method, system, and computer program product for automatically generating best practices for configuring a networked system of entities are provided. The method includes identifying a networked system configuration problem and determining a set of problematic entities. The set of problematic entities includes the entities reporting the networked system configuration problem. The method further includes determining a set of problem associated entities, where the set of problem associated entities includes the entities with a common association having a strongest correlation to the set of problematic entities. The method additionally includes classifying the set of problem associated entities on an attribute basis to determine one or more attributes of the entities that contribute to the networked system configuration problem, and reporting the best practices for configuring the networked system of entities as avoiding the one or more attributes of the entities that contribute to the networked system configuration problem.

Claims

1. A method for automatically generating best practices for configuring a networked system of entities, the method comprising:

identifying a networked system configuration problem;

determining a set of problematic entities, wherein the set of problematic entities includes the entities reporting the networked system configuration problem;

determining a set of problem associated entities, wherein the set of problem associated entities includes the entities with a common association having a strongest correlation to the set of problematic entities;

classifying the set of problem associated entities on an attribute basis to determine one or more attributes of the entities that contribute to the networked system configuration problem; and

reporting the best practices for configuring the networked system of entities as avoiding the one or more attributes of the entities that contribute to the networked system configuration problem.

2. The method of claim 1 wherein reporting the best practices for configuring the networked system of entities further comprises reporting the common association.

3. The method of claim 1 wherein the entities include entities from more than one networked system.

4. The method of claim 1 further comprising:

identifying one or more associations for each entity;

generating a list of association instances from the identified one or more associations;

creating lists of entities, wherein each list of entities is created on a per association instance basis;

applying a metric to each list of entities with respect to the set of problematic entities; and

selecting the association instance for the list of entities with a top ranking metric as the common association having the strongest correlation to the set of problematic entities.

5. The method of claim 4 further comprising:

merging the lists of entities with independent association instances;

applying the metric to each of the merged lists of entities; and

including the metric for each merged list of entities in selecting the association instance with the top ranking metric.

6. The method of claim 4 wherein the metric includes at least one of a precision metric and a recall metric.

7. The method of claim 1 wherein the networked system includes a storage area network.

8. The method of claim 1 wherein classifying the set of problem associated entities on an attribute basis is performed using a decision tree.

9. The method of claim 8 further comprising:

creating the decision tree by recursively splitting source data into subsets based on an attribute value test until either further splitting is non-feasible or a singular classification can be applied to each element of at least one subset.

10. The method of claim 9 further comprising:

performing a join operation to combine entity types for the set of problem associated entities to form an aggregated entity type; and

using the aggregated entity type as the source data.

11. The method of claim 1 wherein the one or more attributes include a direct attribute.

12. The method of claim 1 wherein the one or more attributes include a derived attribute.

13. The method of claim 1 further comprising:

determining one or more derived attributes for the entities in the networked system, the determining including;

applying a decision tree classifier for association types; and

calculating summary attribute information for the association types.

14. The method of claim 1 wherein the common association is a null value.

15. A system for automatically generating best practices for configuring a networked system of entities, the system comprising:

a data warehouse holding configuration data for the entities and a networked system configuration problem; and

a best practices computer in communication with the data warehouse, the best practices computer performing a method comprising;

identifying the networked system configuration problem;

determining a set of problematic entities, wherein the set of problematic entities includes the entities reporting the networked system configuration problem;

determining a set of problem associated entities, wherein the set of problem associated entities includes the entities with a common association having a strongest correlation to the set of problematic entities;

classifying the set of problem associated entities on an attribute basis to determine one or more attributes of the entities that contribute to the networked system configuration problem; and

reporting the best practices for configuring the networked system of entities as avoiding the one or more attributes of the entities that contribute to the networked system configuration problem.

16. The system of claim 15 wherein the method further comprises:

identifying one or more associations for each entity;

generating a list of association instances from the identified one or more associations;

creating lists of entities, wherein each list of entities is created on a per association instance basis;

applying a metric to each list of entities with respect to the set of problematic entities; and

selecting the association instance for the list of entities with a top ranking metric as the common association having the strongest correlation to the set of problematic entities.

17. The system of claim 16 wherein the method further comprises:

merging the lists of entities with independent association instances;

applying the metric to each of the merged lists of entities; and

including the metric for each merged list of entities in selecting the association instance with the top ranking metric.

18. The system of claim 15 wherein classifying the set of problem associated entities on an attribute basis is performed using a decision tree.

19. A computer program product for automatically generating best practices for configuring a networked system of entities, the computer program product comprising:

a storage medium readable by a processing circuit and storing instructions for execution by the processing circuit for implementing a method comprising;

identifying a networked system configuration problem;

determining a set of problematic entities, wherein the set of problematic entities includes the entities reporting the networked system configuration problem;

determining a set of problem associated entities, wherein the set of problem associated entities includes the entities with a common association having a strongest correlation to the set of problematic entities;

classifying the set of problem associated entities on an attribute basis to determine one or more attributes of the entities that contribute to the networked system configuration problem; and

reporting the best practices for configuring the networked system of entities as avoiding the one or more attributes of the entities that contribute to the networked system configuration problem.

20. The computer program product of claim 19 further comprising:

identifying one or more associations for each entity;

generating a list of association instances from the identified one or more associations;

creating lists of entities, wherein each list of entities is created on a per association instance basis;

applying a metric to each list of entities with respect to the set of problematic entities; and

selecting the association instance for the list of entities with a top ranking metric as the common association having the strongest correlation to the set of problematic entities, and wherein classifying the set of problem associated entities on an attribute basis is performed using a decision tree.