Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319586503> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4319586503 abstract "Machine learning algorithms have been widely employed in various applications and fields. Novel technologies in automated machine learning (AutoML) ease algorithm selection and hyperparameter optimization complexity. AutoML frame-works have achieved notable success in hyperparameter tuning and surpassed the performance of human experts. However, depending on such frameworks as black-box can leave machine learning practitioners without insights into the inner working of the AutoML process and hence influence their trust in the models produced. In addition, excluding humans from the loop creates several limitations. For example, most of the current AutoML frameworks ignore the user preferences on defining or controlling the search space, which consequently can impact the performance of the models produced and the acceptance of these models by the end-users. The research in the area of transparency and controllability of AutoML has attracted much interest lately, both in academia and industry. However, existing tools are usually restricted to supervised learning tasks such as classification and regression, while unsupervised learning, particularly clustering, remains a largely unexplored problem. Motivated by these shortcomings, we design and implement cSmartML-GlassBox, an interactive visualization tool that en-ables users to refine the search space of AutoML and analyze the results. cSmartML-GlassBox is equipped with a recommendation engine to recommend a time budget that is likely adequate for a new dataset to obtain well-performing pipeline. In addition, the tool supports multi-granularity visualization to enable machine learning practitioners to monitor the AutoML process, analyze the explored configurations and refine/control the search space. Furthermore, cSmartML-GlassBox is equipped with a logging mechanism such that repeated runs on the same dataset can be more effective by avoiding evaluating the same previously considered configurations. We demonstrate the effectiveness and usability of the cSmartML-GlassBox through a user evaluation study with 23 participants and an expert-based usability study based on four experts. We find that the proposed tool increases users' understanding and trust in the AutoML frameworks." @default.
- W4319586503 created "2023-02-09" @default.
- W4319586503 creator A5000296607 @default.
- W4319586503 creator A5017894561 @default.
- W4319586503 date "2022-11-01" @default.
- W4319586503 modified "2023-09-28" @default.
- W4319586503 title "cSmartML-Glassbox: Increasing Transparency and Controllability in Automated Clustering" @default.
- W4319586503 cites W113396932 @default.
- W4319586503 cites W1536492814 @default.
- W4319586503 cites W1697154133 @default.
- W4319586503 cites W1888898201 @default.
- W4319586503 cites W1894116512 @default.
- W4319586503 cites W1901616594 @default.
- W4319586503 cites W1983753875 @default.
- W4319586503 cites W1985059878 @default.
- W4319586503 cites W2029064186 @default.
- W4319586503 cites W2073336401 @default.
- W4319586503 cites W2082503527 @default.
- W4319586503 cites W2085572798 @default.
- W4319586503 cites W2108323654 @default.
- W4319586503 cites W2113586398 @default.
- W4319586503 cites W2130473611 @default.
- W4319586503 cites W2132377940 @default.
- W4319586503 cites W2132862423 @default.
- W4319586503 cites W2141585940 @default.
- W4319586503 cites W2163212577 @default.
- W4319586503 cites W2295256067 @default.
- W4319586503 cites W2300445845 @default.
- W4319586503 cites W2732547613 @default.
- W4319586503 cites W3000276536 @default.
- W4319586503 cites W3100279624 @default.
- W4319586503 cites W3106372104 @default.
- W4319586503 cites W3109060525 @default.
- W4319586503 cites W3126815129 @default.
- W4319586503 cites W3128386428 @default.
- W4319586503 cites W3129833743 @default.
- W4319586503 cites W3163570135 @default.
- W4319586503 cites W4205550387 @default.
- W4319586503 cites W4205556549 @default.
- W4319586503 cites W4205905852 @default.
- W4319586503 cites W4235169531 @default.
- W4319586503 cites W4288086169 @default.
- W4319586503 doi "https://doi.org/10.1109/icdmw58026.2022.00015" @default.
- W4319586503 hasPublicationYear "2022" @default.
- W4319586503 type Work @default.
- W4319586503 citedByCount "0" @default.
- W4319586503 crossrefType "proceedings-article" @default.
- W4319586503 hasAuthorship W4319586503A5000296607 @default.
- W4319586503 hasAuthorship W4319586503A5017894561 @default.
- W4319586503 hasConcept C111919701 @default.
- W4319586503 hasConcept C119857082 @default.
- W4319586503 hasConcept C154945302 @default.
- W4319586503 hasConcept C2780233690 @default.
- W4319586503 hasConcept C36464697 @default.
- W4319586503 hasConcept C38652104 @default.
- W4319586503 hasConcept C41008148 @default.
- W4319586503 hasConcept C73555534 @default.
- W4319586503 hasConcept C8642999 @default.
- W4319586503 hasConcept C98045186 @default.
- W4319586503 hasConceptScore W4319586503C111919701 @default.
- W4319586503 hasConceptScore W4319586503C119857082 @default.
- W4319586503 hasConceptScore W4319586503C154945302 @default.
- W4319586503 hasConceptScore W4319586503C2780233690 @default.
- W4319586503 hasConceptScore W4319586503C36464697 @default.
- W4319586503 hasConceptScore W4319586503C38652104 @default.
- W4319586503 hasConceptScore W4319586503C41008148 @default.
- W4319586503 hasConceptScore W4319586503C73555534 @default.
- W4319586503 hasConceptScore W4319586503C8642999 @default.
- W4319586503 hasConceptScore W4319586503C98045186 @default.
- W4319586503 hasFunder F4320335322 @default.
- W4319586503 hasLocation W43195865031 @default.
- W4319586503 hasOpenAccess W4319586503 @default.
- W4319586503 hasPrimaryLocation W43195865031 @default.
- W4319586503 hasRelatedWork W3199608561 @default.
- W4319586503 hasRelatedWork W4210794429 @default.
- W4319586503 hasRelatedWork W4223456145 @default.
- W4319586503 hasRelatedWork W4280535922 @default.
- W4319586503 hasRelatedWork W4283697347 @default.
- W4319586503 hasRelatedWork W4295309597 @default.
- W4319586503 hasRelatedWork W4304128395 @default.
- W4319586503 hasRelatedWork W4307195028 @default.
- W4319586503 hasRelatedWork W4309113015 @default.
- W4319586503 hasRelatedWork W4376120185 @default.
- W4319586503 isParatext "false" @default.
- W4319586503 isRetracted "false" @default.
- W4319586503 workType "article" @default.