Dynamic topological system and method for efficient claims processing

1. A healthcare claims processing apparatus, comprising:

a computer system having a processor and a memory;

a database associated with the computer system that stores one or more claims records wherein each claim record contains data about a claim and the database stores data about a plurality of claims;

a claims processing component that generates a compressed representation of the plurality of claims including a particular claim in the one or more claims records, the compressed representation having a plurality of nodes with which the particular claim is associated, partitions the compressed representation into one or more neighborhoods of nodes using a weighted undirected graph having a plurality of vertexes and a plurality of edges that connect two of the plurality of vertexes and each vertex represents a neighborhood of nodes and has a weight and each edge joins two vertexes only if at least one of the claims in the two vertexes exists in each vertex, identifies the neighborhood of nodes that includes the particular claim and determines, using a classifier for the identified neighborhood of nodes for the particular claim, a status of the particular claim, wherein the status is one of denied, overpaid or underpaid.

2. The apparatus of claim 1 , wherein the compressed representation is a simplicial complex.

3. The apparatus of claim 2 , wherein the claims processing component converts the one or more claims records into a feature matrix before generating the compressed representation of the one or more claims records.

4. The apparatus of claim 1 , wherein the claims processing component trains one or more classifiers for each neighborhood of nodes.

5. The apparatus of claim 4 , wherein the claims processing component selects a best classifier from the trained classifiers for a particular neighborhood of nodes wherein the particular claim is associated with the particular neighborhood of nodes.

6. The apparatus of claim 1 , wherein the claims processing component gathers the status of the claim and feeds back the status of the claim.

7. A method for healthcare claims processing, comprising:

obtaining one or more claims records wherein each claim record contains data about a claim;

generating a compressed representation of a plurality of claims including a particular claim in the one or more claims records, the compressed representation having a plurality of nodes with which the particular claim is associated;

partitioning the compressed representation into one or more neighborhoods of nodes using a weighted undirected graph having a plurality of vertexes and a plurality of edges that connect two of the plurality of vertexes and each vertex represents a neighborhood of nodes from the plurality of claims and each edge joins two vertexes only if at least one of the claims in the two vertexes exists in each vertex;

identifying the neighborhood of nodes that includes the particular claim; and

determining, using a classifier for the identified neighborhood of nodes for the particular claim, a status of the particular claim, wherein the status is one of denied, overpaid or underpaid.

8. The method of claim 7 , wherein the compressed representation is a simplicial complex.

9. The method of claim 8 further comprising converting the one or more claims records into a feature matrix before generating the compressed representation of the one or more claims records.

10. The method of claim 7 , wherein determining using the classifier further comprises training one or more classifiers for each neighborhood of nodes.

11. The method of claim 10 , wherein determining using the classifier further comprises selecting a best classifier from the trained classifiers for a particular neighborhood of nodes wherein the particular claim is associated with the particular neighborhood of nodes.

12. The method of claim 7 further comprising gathering the status of the claim and feeding back the status of the claim.

13. A healthcare system, comprising:

a computer system having a processor and a memory;

a health marketplace system hosted by the computer system;

a database associated with the computer system that stores one or more claims records wherein each claim record contains data about a claim and the database stores data about a plurality of claims;

a claims processing component that generates a compressed representation of the plurality of claims including a particular claim in the one or more claims records, the compressed representation having a plurality of nodes with which the particular claim is associated, partitions the compressed representation into one or more neighborhoods of nodes using a weighted undirected graph having a plurality of vertexes and a plurality of edges that connect two of the plurality of vertexes and each vertex represents a neighborhood of nodes from the plurality of claims and each edge joins two vertexes only if at least one of the claims in the two vertexes exists in each vertex, identifies the neighborhood of nodes that includes the particular claim, and determines, using a classifier for the identified neighborhood of nodes for the particular claim, a status of the particular claim, wherein the status is one of denied, overpaid or underpaid.

14. The system of claim 13 , wherein the compressed representation is a simplicial complex.

15. The system of claim 14 , wherein the claims processing component converts the one or more claims records into a feature matrix before generating the compressed representation of the one or more claims records.

16. The system of claim 13 , wherein the claims processing component trains one or more classifiers for each neighborhood of nodes.

17. The system of claim 16 , wherein the claims processing component selects a best classifier from the trained classifiers for a particular neighborhood of nodes wherein the particular claim is associated with the particular neighborhood of nodes.

18. The system of claim 13 , wherein the claims processing component gathers the status of the claim and feeds back the status of the claim.