Differences

This shows you the differences between two versions of the page.

--- resarch:nlpa:research_proposal [2014/10/02 16:09]
preethac created
+++ resarch:nlpa:research_proposal [2014/10/02 16:16] (current)
preethac
@@ Line 24: / Line 24: @@
   * Data flow chain
   * Extended SWIFT
-\\ **Action Unit Similarity, Clustering, and Example and Code Template Generation**
+  * Action Unit Similarity, Clustering, and Example and Code Template Generation
+\\
+  * Refine the approach to identify action units based on more evaluation and data analysis.
+  * Develop an algorithm to detect similarity between action units and cluster similar units.
+  * Develop a technique to generalize from action unit clusters to generate code templates.
+  * Evaluate effectiveness of action units for intended uses in developer learning in context.
 \\ **Identifying/Characterizing Facts & Advice from Mixed Text-Code Artifacts**
+  * Perform manual analysis of different kinds of mixed text-code artifacts to learn clues for facts of different kinds and positive and negative polarity advice.
+  * Develop a corpus of text and annotate with category information about facts and advice.
+  * Based on the learned clues or features, develop a rule-based system or machine-learning to automatically recognize the clues to identify different kinds of facts and advice in mixed text-code artifacts.
+  * Build a system based on the approach, evaluate, and refine the approach.
 \\ **Context-based Learning Nugget Analysis**
+  * develop techniques to associate our mined learning nuggets with corresponding software components,
+  * implement, evaluate and refine the current techniques for representing and using developer context to extract the learning nuggets for the given context, using the established associations.