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[logseq-plugin-git:commit] 2025-07-07T08:18:09.217Z

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Davide Di Ruscio
2025-07-07 10:18:09 +02:00
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@@ -5,33 +5,32 @@ boox-notes:: ![BOOX Notes](../assets/../../onyx/TabUltraCPro/Notepad/JOURNALING.
- ### Tasks - ### Tasks
- -
- ### Notes - ### Notes
- - #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) merging RQ3.C into RQ3.A.
merging RQ3.C into RQ3.A. - Add a threats to validity, do the hyperparameter tuning for MLP and check if things change.
- Add a threats to validity, do the hyperparameter tuning for MLP and check if things change. - #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) The conclusions of this paper are highly dependent on the quality of the test cases.
The conclusions of this paper are highly dependent on the quality of the test cases. - Threats to external validity
- Threats to external validity - #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) discussing (or, if possible, evaluating) additional performance-testing frameworks (e.g., Gatling, JMeter) or load/stress tests to broaden the applicability of your findings.
discussing (or, if possible, evaluating) additional performance-testing frameworks (e.g., Gatling, JMeter) or load/stress tests to broaden the applicability of your findings. - #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:32 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) elaborate on how JMH's methodological constraints (e.g., microbenchmark isolation) might bias coverage and cost measurements, and whether your results would generalize to other performance testing styles.
elaborate on how JMH's methodological constraints (e.g., microbenchmark isolation) might bias coverage and cost measurements, and whether your results would generalize to other performance testing styles. - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) acknowledge how method-level results might differ from statement-level insights.
acknowledge how method-level results might differ from statement-level insights. - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) consider prototyping a minimal plugin or outlining its design,
consider prototyping a minimal plugin or outlining its design, - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) discuss integrating dynamic profiling metrics
discuss integrating dynamic profiling metrics - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) reflect on how dynamic features might improve predictive accuracy beyond the top F1≈0.47
reflect on how dynamic features might improve predictive accuracy beyond the top F1≈0.47 - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) justify these choices, or report any preliminary experiments that guided them
justify these choices, or report any preliminary experiments that guided them - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) sketch a roadmap for building a "performance-coverage" plugin—what metadata it would collect, how it would integrate with build tools, and how teams might act on its reports.
sketch a roadmap for building a "performance-coverage" plugin—what metadata it would collect, how it would integrate with build tools, and how teams might act on its reports. - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) It may make more sense to focus on deep learning models for prediction.
It may make more sense to focus on deep learning models for prediction. - Future work
- Future work - #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1)
- #[[Clip]] [[07-07-2025]] 09:33 [Posta - Davide Di Ruscio - Outlook](https://outlook.office365.com/mail/deeplink/read/AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga-BwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3d?ItemID=AAMkADM1NGNiNjk0LTY0ZGUtNDgzOC04MDM5LWNhODNkYWNjNjU4YwBGAAAAAACT6qp78kRgRKuUMBdWEga%2FBwCOhWlC8F7PRKzlljZYZYQmAAAAAAEMAACOhWlC8F7PRKzlljZYZYQmAAgXUmVNAAA%3D&exvsurl=1) If the prediction is accurate, the recommended method should be performance-critical, yes?
If the prediction is accurate, the recommended method should be performance-critical, yes? - Spostare questo alla fine del paragrafo. However, in some cases
- Spostare questo alla fine del paragrafo. However, in some cases performance-critical, as performance relevance strongly depends on contextual factors such as expected workload, deployment environment, and practical software usage pattern can prevent the accuracy of the approach.
performance-critical, as performance relevance strongly depends on contextual factors such as expected workload, deployment environment, and practical software usage pattern can prevent the accuracy of the approach.