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boox-notes:: ![BOOX Notes](../assets/../../onyx/TabUltraCPro/Notepad/JOURNALING.pdf)

	- ### Tasks
		-
	- ### Notes
		- ### Revisione paper EMSE #PAPERS
			- #[[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.
				- 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)
			  The conclusions of this paper are highly dependent on the quality of the test cases.
				- 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)
			  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)
			  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)
			  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)
			  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)
			  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)
			  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)
			  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)
			  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)
			  It may make more sense to focus on deep learning models for prediction.
				- 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)
			  If the prediction is accurate, the recommended method should be performance-critical, yes?
				- 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.