Is Model Instability just Noise to be Tolerated or a Property that can be Managed? | Paper Citation Record

Observation 1ef0d1a6-6f46-4b2d-a051-0674b1dcd3a5 · outbound

This paper cites Software analytics to software practice: a systematic literature review,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Software analytics to software practice: a systematic literature review,

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Analyze this! 145 questions for data sci- entists in software engineering,

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This paper cites Software development analytics in practice: A systematic literature review: J. caldeira et al.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Software development analytics in practice: A systematic literature review: J. caldeira et al

Reference 3

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Impact of software engineer- ing research in practice: A patent and author survey analysis,

Reference 4

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Observation 7be64580-2ce9-44f7-8b22-948e8eb5270d · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Software analytics in practice,

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? An empirical study of log analysis at microsoft,

Reference 6

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Observation 05dee8c1-618d-4482-b886-c8049b0383a0 · outbound

This paper cites Local versus global lessons for defect prediction and effort estimation,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Local versus global lessons for defect prediction and effort estimation,

Reference 7

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? What is wrong with topic modeling? and how to fix it using search-based software engineering,

Reference 8

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? On the time-based conclusion stability of cross-project defect prediction models,

Reference 9

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Observation d9941bea-1988-42b5-9406-6ccd5598c35e · outbound

This paper cites Shaky structures: The wobbly world of causal graphs in software analytics,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Shaky structures: The wobbly world of causal graphs in software analytics,

Reference 10

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Observation a0c0f37c-1a36-4701-930a-20955c56c5fd · outbound

This paper cites Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction

Reference 11

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Observation 7919573e-d6d2-4740-84ff-2202d201e090 · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Can causality cure confusion caused by correlation (in software analytics)?

Reference 12

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Observation 166f5f86-44f1-4088-a9d0-e21c41531ce4 · outbound

This paper cites Statistical modeling: The two cultures (with comments and a rejoinder by the author),.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Statistical modeling: The two cultures (with comments and a rejoinder by the author),

Reference 13

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Observation 8ad558c6-a24e-4122-ac98-e811bf71b58f · outbound

This paper cites Exploring the whole rashomon set of sparse decision trees,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Exploring the whole rashomon set of sparse decision trees,

Reference 14

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Observation 6a613135-0cda-4863-920c-4830e93de94a · outbound

This paper cites An empirical study of robustness and stability of machine learning classifiers in software defect prediction,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? An empirical study of robustness and stability of machine learning classifiers in software defect prediction,

Reference 15

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Observation 7317e103-1403-473b-9aae-82223d548c45 · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Bellwethers: A baseline method for transfer learning,

Reference 16

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Problems and opportunities in training deep learning software systems: An analysis of variance,

Reference 17

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Observation 1479c23d-db3a-4a85-ab94-0bbdaa2aaf26 · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? On the reproducibility and replicability of deep learning in software engineering,

Reference 18

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Observation c69c238b-6cfd-4527-a522-be140022b6ee · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? How to “dodge

Reference 19

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? The design, analysis and interpretation of repertory grids,

Reference 20

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Hey, you have given me too many knobs!: Understanding and dealing with over-designed configuration in system software,

Reference 21

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? The current challenges of software engineering in the era of large language models,

Reference 22

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Observation bb7065bc-f1ac-4876-b4ad-548881fec6a6 · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Prompting instability: An empirical study of llm robustness in code vulnerability detection,

Reference 23

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Observation 982e4410-804b-4911-9680-640b2b4f8a8b · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Reproducibility in machine-learning- based research: Overview, barriers, and drivers,

Reference 24

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Oops!... i did it again. conclusion (in-) stability in quantitative empirical software engineering: A large-scale analysis,

Reference 25

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Observation ec77da8d-b3e0-4da7-9a30-9fe58a3af18d · outbound

This paper cites Tuning for software analytics: Is it really necessary?.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Tuning for software analytics: Is it really necessary?

Reference 26

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? An empirical comparison of validation methods for software prediction models,

Reference 27

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Reference 28

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Amazing Things Come From Having Many Good Models

Reference 29

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? A path to simpler models starts with noise,

Reference 30

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Observation 0d9f14d9-40e5-4697-b410-18ab0c4cf5ec · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Data quality matters: A case study on data label correctness for security bug report prediction,

Reference 31

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Observation ded75fdc-9f61-4f58-84a9-ab1e48b93170 · outbound

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? An em- pirical study of the classification performance of learners on imbalanced and noisy software quality data,

Reference 32

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Finding faster configurations using flash,

Reference 33

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Minimal data, maximum clarity: A heuristic for explaining optimization,

Reference 34

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Can llms replace manual annotation of software engineering artifacts?

Reference 35

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Frugal: Unlocking semi-supervised learning for software analytics,

Reference 36

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Reference 37

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Reference 38

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Detecting false alarms from automatic static analysis tools: How far are we?

Reference 39

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Observation 3a4b8eb5-1036-4c7e-b5b8-1e7da561865f · outbound

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Reference 40

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Reference 41

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Reference 42

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Moot: a repository of many multi-objective optimiza- tion tasks,

Reference 43

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Some methods for classification and analysis of multi- variate observations,

Reference 44

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Density-based clustering based on hierarchical density estimates,

Reference 45

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Reference 46

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Reference 47

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This paper cites Pearl and D.

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Reference 48

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Reference 49

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Reference 50

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Reference 51

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Reference 52

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Reference 53

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? How low can you go? the data-light se challenge,

Reference 54

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This paper cites Zoom, Don't Wander: Why Regional Search Outperforms Pareto Reasoning and Global Optimization in Budget-Constrained SBSE.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Zoom, Don't Wander: Why Regional Search Outperforms Pareto Reasoning and Global Optimization in Budget-Constrained SBSE

Reference 55

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Observation a2d4d705-d8d0-4ea9-87ad-1e70f1c323e0 · outbound

This paper cites Smac3: A versatile bayesian optimization package for hyperparameter optimization,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Smac3: A versatile bayesian optimization package for hyperparameter optimization,

Reference 56

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This paper cites Stability of feature selection algorithms: a study on high-dimensional spaces,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Stability of feature selection algorithms: a study on high-dimensional spaces,

Reference 57

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Observation 89807e12-e070-413b-a0f0-d39a3d22b55e · outbound

This paper cites A systematic review of effect size in software engineering experiments,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? A systematic review of effect size in software engineering experiments,

Reference 58

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? On the kolmogorov-smirnov test for normality with mean and variance unknown,

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This paper cites Parametric measures of effect size,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Parametric measures of effect size,

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Is Model Instability just Noise to be Tolerated or a Property that can be Managed? New effect size rules of thumb,

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This paper cites Cliff’s delta calculator: A non-parametric effect size program for two groups of observations,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Cliff’s delta calculator: A non-parametric effect size program for two groups of observations,

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This paper cites Heuristics of instability and stabilization in model selec- tion,.

Is Model Instability just Noise to be Tolerated or a Property that can be Managed? Heuristics of instability and stabilization in model selec- tion,

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