Topic maps need merge engines

A merge engine examines new topics added to the map and checks to see if that information is already known. If so, then merge operations are necessary.

A merge engine has the tall task of deciding if a new resource (topic), brought into the map is essentially the same as another resource already in the map. Let us use the example of a structured conversation as a topic map (it really is one!). Consider this Question, and two Answers (Issue followed by two responses known as Positions)

What are the known causes of climate change?
Carbon dioxide in the upper atmosphere is a cause of climate change
Climate change is caused by CO2


That is a non-trivial merge situation; on visual inspection, we see that both answers are the same. Reduced to a simple triple, they both say this:

{ CO2, Cause, Climate Change }

The final conversation should reduce the noise by merging both answers, being certain to give credit to both participants in the conversation.

A different, and still non-trivial task, much closer to the well-researched database record linkage problem is that of determining if, say, "J.Smith" is the same person as "John Smith". If we have a topic in the topic map which is about a particular "John Smith", then all references to any name close to that become subject to merge behaviors which reconcile the names against all other identity properties available to the map.

We believe that the UIMA platform is ideal for making merge decisions, very much in the same sense that it participated in Watson's monumental Question Answering demonstrations on free text and hints. Thus, in a SolrDrWatson project in which a topic map is slated to perform the memory and knowledge organization functions of a Watson-like agent, the fact that the topic map already needs Watson-like features to tend the map is a major reason for the proposed architecture.
RELATED ARTICLESExplain
OpenSherlock Project
Architecture Ideas
Thesis 1: Couple SolrSherlock to a Topic Map
Basis for this thesis?
Topic maps need merge engines
Virtual Merge Platform
Use Case 2: Topic Map Merging
Thesis Proposal on Topic Map Merging for knowledge federation
SolrMergeAgent
Available technologies for Thesis 1?
Graph of this discussion
Enter the title of your article


Enter a short (max 500 characters) summation of your article
Enter the main body of your article
Lock
+Comments (0)
+Citations (0)
+About
Enter comment

Select article text to quote
welcome text

First name   Last name 

Email

Skip