Matches in SemOpenAlex for { <https://semopenalex.org/work/W2890814105> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W2890814105 abstract "This paper is published in Journal of Empirical Software Engineering (DOI: 10.1007/s10664-017-9547-8). Studying developers' behavior is crucial for designing effective techniques and tools to support developers' daily work. However, there are two challenges in collecting and analyzing developers' behavior data. First, instrumenting many software tools commonly used in real work settings (e.g., IDEs, web browsers) is difficult and requires significant resources. Second, the collected behavior data consist of low-level and fine-grained event sequences, which must be abstracted into high-level development activities for further analysis. To address these two challenges, we first use our ActivitySpace framework to improve the generalizability of the data collection. Then, we propose a Condition Random Field (CRF) based approach to segment and label the developers' low-level actions into a set of basic, yet meaningful development activities. To evaluate our proposed approach, we deploy the ActivitySpace framework in an industry partner's company and collect the real working data from ten professional developers' one-week work. We conduct an experiment with the collected data and a small number of initial human-labeled training data using the CRF model and the other three baselines (i.e., a heuristic-rules based method, a SVM classifier, and a random weighted classifier). The proposed CRF model achieves better performance (i.e., 0.728 accuracy and 0.672 macro-averaged F1-score) than the other three baselines." @default.
- W2890814105 created "2018-09-27" @default.
- W2890814105 creator A5006669765 @default.
- W2890814105 creator A5007075465 @default.
- W2890814105 creator A5028641941 @default.
- W2890814105 creator A5081036622 @default.
- W2890814105 creator A5091586373 @default.
- W2890814105 date "2018-05-01" @default.
- W2890814105 modified "2023-10-06" @default.
- W2890814105 title "[Journal First] Inference of Development Activities from Interaction with Uninstrumented Applications" @default.
- W2890814105 cites W2755579216 @default.
- W2890814105 hasPublicationYear "2018" @default.
- W2890814105 type Work @default.
- W2890814105 sameAs 2890814105 @default.
- W2890814105 citedByCount "0" @default.
- W2890814105 crossrefType "proceedings-article" @default.
- W2890814105 hasAuthorship W2890814105A5006669765 @default.
- W2890814105 hasAuthorship W2890814105A5007075465 @default.
- W2890814105 hasAuthorship W2890814105A5028641941 @default.
- W2890814105 hasAuthorship W2890814105A5081036622 @default.
- W2890814105 hasAuthorship W2890814105A5091586373 @default.
- W2890814105 hasConcept C105795698 @default.
- W2890814105 hasConcept C115903868 @default.
- W2890814105 hasConcept C119857082 @default.
- W2890814105 hasConcept C12267149 @default.
- W2890814105 hasConcept C124101348 @default.
- W2890814105 hasConcept C154945302 @default.
- W2890814105 hasConcept C199360897 @default.
- W2890814105 hasConcept C2522767166 @default.
- W2890814105 hasConcept C27158222 @default.
- W2890814105 hasConcept C2776214188 @default.
- W2890814105 hasConcept C2777904410 @default.
- W2890814105 hasConcept C33923547 @default.
- W2890814105 hasConcept C41008148 @default.
- W2890814105 hasConcept C95623464 @default.
- W2890814105 hasConceptScore W2890814105C105795698 @default.
- W2890814105 hasConceptScore W2890814105C115903868 @default.
- W2890814105 hasConceptScore W2890814105C119857082 @default.
- W2890814105 hasConceptScore W2890814105C12267149 @default.
- W2890814105 hasConceptScore W2890814105C124101348 @default.
- W2890814105 hasConceptScore W2890814105C154945302 @default.
- W2890814105 hasConceptScore W2890814105C199360897 @default.
- W2890814105 hasConceptScore W2890814105C2522767166 @default.
- W2890814105 hasConceptScore W2890814105C27158222 @default.
- W2890814105 hasConceptScore W2890814105C2776214188 @default.
- W2890814105 hasConceptScore W2890814105C2777904410 @default.
- W2890814105 hasConceptScore W2890814105C33923547 @default.
- W2890814105 hasConceptScore W2890814105C41008148 @default.
- W2890814105 hasConceptScore W2890814105C95623464 @default.
- W2890814105 hasLocation W28908141051 @default.
- W2890814105 hasOpenAccess W2890814105 @default.
- W2890814105 hasPrimaryLocation W28908141051 @default.
- W2890814105 hasRelatedWork W1012468580 @default.
- W2890814105 hasRelatedWork W1990550088 @default.
- W2890814105 hasRelatedWork W2037324241 @default.
- W2890814105 hasRelatedWork W2177780570 @default.
- W2890814105 hasRelatedWork W2237970213 @default.
- W2890814105 hasRelatedWork W2334280861 @default.
- W2890814105 hasRelatedWork W2469316984 @default.
- W2890814105 hasRelatedWork W2558331558 @default.
- W2890814105 hasRelatedWork W2566393246 @default.
- W2890814105 hasRelatedWork W2773622660 @default.
- W2890814105 hasRelatedWork W2810913091 @default.
- W2890814105 hasRelatedWork W2905396824 @default.
- W2890814105 hasRelatedWork W3010930234 @default.
- W2890814105 hasRelatedWork W3014858889 @default.
- W2890814105 hasRelatedWork W3099331415 @default.
- W2890814105 hasRelatedWork W3154066082 @default.
- W2890814105 hasRelatedWork W3164174295 @default.
- W2890814105 hasRelatedWork W3176773039 @default.
- W2890814105 hasRelatedWork W818407813 @default.
- W2890814105 hasRelatedWork W3092434604 @default.
- W2890814105 isParatext "false" @default.
- W2890814105 isRetracted "false" @default.
- W2890814105 magId "2890814105" @default.
- W2890814105 workType "article" @default.