@article{baldassarre_ernst_hermann_menzies_yedida_2023, title={(Re)Use of Research Results (Is Rampant)}, volume={66}, ISSN={["1557-7317"]}, DOI={10.1145/3554976}, number={2}, journal={COMMUNICATIONS OF THE ACM}, author={Baldassarre, Maria Teresa and Ernst, Neil and Hermann, Ben and Menzies, Tim and Yedida, Rahul}, year={2023}, month={Feb}, pages={75–81} } @article{yedida_krishna_kalia_menzies_xiao_vukovic_2023, title={An expert system for redesigning software for cloud applications}, volume={219}, ISSN={["1873-6793"]}, DOI={10.1016/j.eswa.2023.119673}, journal={EXPERT SYSTEMS WITH APPLICATIONS}, author={Yedida, Rahul and Krishna, Rahul and Kalia, Anup and Menzies, Tim and Xiao, Jin and Vukovic, Maja}, year={2023}, month={Jun} } @article{mashkoor_menzies_egyed_ramler_2022, title={Artificial Intelligence and Software Engineering: Are We Ready?}, volume={55}, ISSN={["1558-0814"]}, DOI={10.1109/MC.2022.3144805}, number={3}, journal={COMPUTER}, author={Mashkoor, Atif and Menzies, Tim and Egyed, Alexander and Ramler, Rudolf}, year={2022}, month={Mar}, pages={24–28} } @article{yu_carver_rothermel_menzies_2022, title={Assessing expert system-assisted literature reviews with a case study}, volume={200}, ISSN={["1873-6793"]}, DOI={10.1016/j.eswa.2022.116958}, journal={EXPERT SYSTEMS WITH APPLICATIONS}, author={Yu, Zhe and Carver, Jeffrey C. and Rothermel, Gregg and Menzies, Tim}, year={2022}, month={Aug} } @article{tu_yu_menzies_2022, title={Better Data Labelling With EMBLEM (and how that Impacts Defect Prediction)}, volume={48}, ISSN={["1939-3520"]}, url={https://doi.org/10.1109/TSE.2020.2986415}, DOI={10.1109/TSE.2020.2986415}, number={1}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Tu, Huy and Yu, Zhe and Menzies, Tim}, year={2022}, month={Jan}, pages={278–294} } @article{shu_xia_williams_menzies_2022, title={Dazzle: Using Optimized Generative Adversarial Networks to Address Security Data Class Imbalance Issue}, ISSN={["2160-1852"]}, DOI={10.1145/3524842.3528437}, journal={2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022)}, author={Shu, Rui and Xia, Tianpei and Williams, Laurie and Menzies, Tim}, year={2022}, pages={144–155} } @article{elder_zahan_shu_metro_kozarev_menzies_williams_2022, title={Do I really need all this work to find vulnerabilities? An empirical case study comparing vulnerability detection techniques on a Java application}, volume={27}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-022-10179-6}, number={6}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Elder, Sarah and Zahan, Nusrat and Shu, Rui and Metro, Monica and Kozarev, Valeri and Menzies, Tim and Williams, Laurie}, year={2022}, month={Nov} } @article{yedida_menzies_2022, title={How to Improve Deep Learning for Software Analytics (a case study with code smell detection)}, ISSN={["2160-1852"]}, DOI={10.1145/3524842.3528458}, journal={2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022)}, author={Yedida, Rahul and Menzies, Tim}, year={2022}, pages={156–166} } @article{yu_fahid_tu_menzies_2022, title={Identifying Self-Admitted Technical Debts With Jitterbug: A Two-Step Approach}, volume={48}, ISSN={["1939-3520"]}, url={https://doi.org/10.1109/TSE.2020.3031401}, DOI={10.1109/TSE.2020.3031401}, number={5}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Yu, Zhe and Fahid, Fahmid Morshed and Tu, Huy and Menzies, Tim}, year={2022}, month={May}, pages={1676–1691} } @article{majumder_xia_krishna_menzies_2022, title={Methods for Stabilizing Models Across Large Samples of Projects (with case studies on Predicting Defect and Project Health)}, ISSN={["2160-1852"]}, DOI={10.1145/3524842.3527934}, journal={2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022)}, author={Majumder, Suvodeep and Xia, Tianpei and Krishna, Rahul and Menzies, Tim}, year={2022}, pages={566–578} } @article{shu_xia_williams_menzies_2022, title={Omni: automated ensemble with unexpected models against adversarial evasion attack}, volume={27}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-021-10064-8}, number={1}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Shu, Rui and Xia, Tianpei and Williams, Laurie and Menzies, Tim}, year={2022}, month={Jan} } @article{xia_fu_shu_agrawal_menzies_2022, title={Predicting health indicators for open source projects (using hyperparameter optimization)}, volume={27}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-022-10171-0}, number={6}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Xia, Tianpei and Fu, Wei and Shu, Rui and Agrawal, Rishabh and Menzies, Tim}, year={2022}, month={Nov} } @article{majumder_mody_menzies_2022, title={Revisiting process versus product metrics: a large scale analysis}, volume={27}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-021-10068-4}, number={3}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Majumder, Suvodeep and Mody, Pranav and Menzies, Tim}, year={2022}, month={May} } @article{xia_shu_shen_menzies_2022, title={Sequential Model Optimization for Software Effort Estimation}, volume={48}, ISSN={["1939-3520"]}, url={https://doi.org/10.1109/TSE.2020.3047072}, DOI={10.1109/TSE.2020.3047072}, number={6}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Xia, Tianpei and Shu, Rui and Shen, Xipeng and Menzies, Tim}, year={2022}, month={Jun}, pages={1994–2009} } @article{bencomo_guo_harrison_heyn_menzies_2022, title={The Secret to Better AI and Better Software (Is Requirements Engineering)}, volume={39}, ISSN={["1937-4194"]}, DOI={10.1109/MS.2021.3118099}, number={1}, journal={IEEE SOFTWARE}, author={Bencomo, Nelly and Guo, Jin L. C. and Harrison, Rachel and Heyn, Hans-Martin and Menzies, Tim}, year={2022}, month={Jan}, pages={105–110} } @article{shrikanth_nichols_fahid_menzies_2021, title={Assessing practitioner beliefs about software engineering}, volume={26}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-021-09957-5}, number={4}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Shrikanth, N. C. and Nichols, William and Fahid, Fahmid Morshed and Menzies, Tim}, year={2021}, month={Jul} } @article{chakraborty_majumder_menzies_2021, title={Bias in Machine Learning Software: Why? How? What to Do?}, DOI={10.1145/3468264.3468537}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Chakraborty, Joymallya and Majumder, Suvodeep and Menzies, Tim}, year={2021}, pages={429–440} } @article{wang_wang_chen_menzies_cui_xie_wang_2021, title={Characterizing Crowds to Better Optimize Worker Recommendation in Crowdsourced Testing}, volume={47}, ISSN={["1939-3520"]}, DOI={10.1109/TSE.2019.2918520}, number={6}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Wang, Junjie and Wang, Song and Chen, Jianfeng and Menzies, Tim and Cui, Qiang and Xie, Miao and Wang, Qing}, year={2021}, month={Jun}, pages={1259–1276} } @article{yang_menzies_2021, title={Documenting Evidence of a Replication of 'Analyze This! 145 Questions for Data Scientists in Software Engineering'}, DOI={10.1145/3468264.3477219}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Yang, Xueqi and Menzies, Tim}, year={2021}, pages={1602–1602} } @article{yang_menzies_2021, title={Documenting Evidence of a Replication of 'Populating a Release History Database from Version Control and Bug Tracking Systems'}, DOI={10.1145/3468264.3477218}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Yang, Xueqi and Menzies, Tim}, year={2021}, pages={1601–1601} } @article{yang_menzies_2021, title={Documenting Evidence of a Reproduction of Is There A "Golden" Feature Set for Static Warning Identification? - An Experimental Evaluation'}, DOI={10.1145/3468264.3477220}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Yang, Xueqi and Menzies, Tim}, year={2021}, pages={1603–1603} } @article{peng_menzies_2021, title={Documenting Evidence of a Reuse of "'Why Should I Trust You?": Explaining the Predictions of Any Classifier'}, DOI={10.1145/3468264.3477217}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Peng, Kewen and Menzies, Tim}, year={2021}, pages={1600–1600} } @article{lustosa_menzies_2021, title={Documenting Evidence of a Reuse of 'A Systematic Literature Review of Techniques and Metrics to Reduce the Cost of Mutation Testing'}, DOI={10.1145/3468264.3477214}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Lustosa, Andre and Menzies, Tim}, year={2021}, pages={1597–1597} } @article{yedida_menzies_2021, title={Documenting Evidence of a Reuse of 'A Systematic Study of the Class Imbalance Problem in Convolutional Neural Networks'}, url={https://doi.org/10.1145/3468264.3477212}, DOI={10.1145/3468264.3477212}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, publisher={ACM}, author={Yedida, Rahul and Menzies, Tim}, year={2021}, pages={1595–1595} } @article{yedida_menzies_2021, title={Documenting Evidence of a Reuse of 'On the Number of Linear Regions of Deep Neural Networks'}, url={https://doi.org/10.1145/3468264.3477213}, DOI={10.1145/3468264.3477213}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, publisher={ACM}, author={Yedida, Rahul and Menzies, Tim}, year={2021}, pages={1596–1596} } @article{lustosa_menzies_2021, title={Documenting Evidence of a Reuse of 'RefactoringMiner 2.0'}, DOI={10.1145/3468264.3477215}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Lustosa, Andre and Menzies, Tim}, year={2021}, pages={1598–1598} } @article{peng_menzies_2021, title={Documenting Evidence of a Reuse of 'What is a Feature? A Qualitative Study of Features in Industrial Software Product Lines'}, DOI={10.1145/3468264.3477216}, journal={PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21)}, author={Peng, Kewen and Menzies, Tim}, year={2021}, pages={1599–1599} } @article{shrikanth_majumder_menzies_2021, title={Early Life Cycle Software Defect Prediction. Why? How?}, ISSN={["0270-5257"]}, DOI={10.1109/ICSE43902.2021.00050}, journal={2021 IEEE/ACM 43RD INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE 2021)}, author={Shrikanth, N. C. and Majumder, Suvodeep and Menzies, Tim}, year={2021}, pages={448–459} } @article{tu_menzies_2021, title={FRUGAL: Unlocking Semi-Supervised Learning for Software Analytics}, DOI={10.1109/ASE51524.2021.9678617}, journal={2021 36TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING ASE 2021}, author={Tu, Huy and Menzies, Tim}, year={2021}, pages={394–406} } @article{shu_xia_chen_williams_menzies_2021, title={How to Better Distinguish Security Bug Reports (Using Dual Hyperparameter Optimization)}, volume={26}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-020-09906-8}, number={3}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Shu, Rui and Xia, Tianpei and Chen, Jianfeng and Williams, Laurie and Menzies, Tim}, year={2021}, month={May} } @article{yu_theisen_williams_menzies_2021, title={Improving Vulnerability Inspection Efficiency Using Active Learning}, volume={47}, ISSN={["1939-3520"]}, url={https://doi.org/10.1109/TSE.2019.2949275}, DOI={10.1109/TSE.2019.2949275}, number={11}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Yu, Zhe and Theisen, Christopher and Williams, Laurie and Menzies, Tim}, year={2021}, month={Nov}, pages={2401–2420} } @article{yang_chen_yedida_yu_menzies_2021, title={Learning to recognize actionable static code warnings (is intrinsically easy)}, volume={26}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-021-09948-6}, number={3}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Yang, Xueqi and Chen, Jianfeng and Yedida, Rahul and Yu, Zhe and Menzies, Tim}, year={2021}, month={May} } @article{tu_papadimitriou_kiran_wang_mandal_deelman_menzies_2021, title={Mining Workflows for Anomalous Data Transfers}, ISSN={["2160-1852"]}, DOI={10.1109/MSR52588.2021.00013}, journal={2021 IEEE/ACM 18TH INTERNATIONAL CONFERENCE ON MINING SOFTWARE REPOSITORIES (MSR 2021)}, author={Tu, Huy and Papadimitriou, George and Kiran, Mariam and Wang, Cong and Mandal, Anirban and Deelman, Ewa and Menzies, Tim}, year={2021}, pages={1–12} } @article{yedida_menzies_2021, title={On the Value of Oversampling for Deep Learning in Software Defect Prediction}, volume={48}, ISSN={0098-5589 1939-3520 2326-3881}, url={http://dx.doi.org/10.1109/TSE.2021.3079841}, DOI={10.1109/TSE.2021.3079841}, number={8}, journal={IEEE Transactions on Software Engineering}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Yedida, Rahul and Menzies, Tim}, year={2021}, pages={1–1} } @article{menzies_2021, title={Shockingly Simple: "Keys" for Better AI for SE}, volume={38}, ISSN={["1937-4194"]}, DOI={10.1109/MS.2020.3043014}, number={2}, journal={IEEE SOFTWARE}, author={Menzies, Tim}, year={2021}, pages={114–118} } @article{agrawal_yang_agrawal_yedida_shen_menzies_2021, title={Simpler Hyperparameter Optimization for Software Analytics: Why, How, When}, volume={48}, ISSN={0098-5589 1939-3520 2326-3881}, url={http://dx.doi.org/10.1109/TSE.2021.3073242}, DOI={10.1109/TSE.2021.3073242}, number={8}, journal={IEEE Transactions on Software Engineering}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Agrawal, Amritanshu and Yang, Xueqi and Agrawal, Rishabh and Yedida, Rahul and Shen, Xipeng and Menzies, Tim}, year={2021}, pages={1–1} } @article{elder_zahan_kozarev_shu_menzies_williams_2021, title={Structuring a Comprehensive Software Security Course Around the OWASP Application Security Verification Standard}, DOI={10.1109/ICSE-SEET52601.2021.00019}, journal={2021 IEEE/ACM 43RD INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING: JOINT TRACK ON SOFTWARE ENGINEERING EDUCATION AND TRAINING (ICSE-JSEET 2021)}, author={Elder, Sarah E. and Zahan, Nusrat and Kozarev, Val and Shu, Rui and Menzies, Tim and Williams, Laurie}, year={2021}, pages={95–104} } @article{yang_yu_wang_menzies_2021, title={Understanding static code warnings: An incremental AI approach}, volume={167}, ISSN={["1873-6793"]}, url={https://doi.org/10.1016/j.eswa.2020.114134}, DOI={10.1016/j.eswa.2020.114134}, journal={EXPERT SYSTEMS WITH APPLICATIONS}, author={Yang, Xueqi and Yu, Zhe and Wang, Junjie and Menzies, Tim}, year={2021}, month={Apr} } @article{krishna_nair_jamshidi_menzies_2021, title={Whence to Learn? Transferring Knowledge in Configurable Systems Using BEETLE}, volume={47}, ISSN={["1939-3520"]}, DOI={10.1109/TSE.2020.2983927}, number={12}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Krishna, Rahul and Nair, Vivek and Jamshidi, Pooyan and Menzies, Tim}, year={2021}, month={Dec}, pages={2956–2972} } @article{shrikanth_menzies_2020, title={Assessing Practitioner Beliefs about Software Defect Prediction}, ISBN={["978-1-4503-7123-0"]}, DOI={10.1145/3377813.3381367}, journal={2020 IEEE/ACM 42ND INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING: SOFTWARE ENGINEERING IN PRACTICE (ICSE-SEIP)}, author={Shrikanth, N. C. and Menzies, Tim}, year={2020}, pages={182–190} } @article{agrawal_menzies_minku_wagner_yu_2020, title={Better software analytics via "DUO": Data mining algorithms using/used-by optimizers}, volume={25}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-020-09808-9}, number={3}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Agrawal, Amritanshu and Menzies, Tim and Minku, Leandro L. and Wagner, Markus and Yu, Zhe}, year={2020}, month={May}, pages={2099–2136} } @article{carleton_harper_lyu_eldh_xie_menzies_2020, title={Expert Perspectives on AI}, volume={37}, ISSN={["1937-4194"]}, DOI={10.1109/MS.2020.2987673}, number={4}, journal={IEEE SOFTWARE}, author={Carleton, Anita D. and Harper, Erin and Lyu, Michael R. and Eldh, Sigrid and Xie, Tao and Menzies, Tim}, year={2020}, pages={87–94} } @article{krishna_menzies_2020, title={Learning actionable analytics from multiple software projects}, volume={25}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-020-09843-6}, number={5}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Krishna, Rahul and Menzies, Tim}, year={2020}, month={Sep}, pages={3468–3500} } @article{chakraborty_peng_menzies_2020, title={Making Fair ML Software using Trustworthy Explanation}, ISSN={["1527-1366"]}, DOI={10.1145/3324884.3418932}, journal={2020 35TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING (ASE 2020)}, author={Chakraborty, Joymallya and Peng, Kewen and Menzies, Tim}, year={2020}, pages={1229–1233} } @article{carleton_harper_menzies_xie_eldh_lyu_2020, title={The AI Effect: Working at the Intersection of AI and SE}, volume={37}, ISSN={["1937-4194"]}, DOI={10.1109/MS.2020.2987666}, number={4}, journal={IEEE SOFTWARE}, author={Carleton, Anita D. and Harper, Erin and Menzies, Tim and Xie, Tao and Eldh, Sigrid and Lyu, Michael R.}, year={2020}, pages={26–35} } @article{menzies_2020, title={The Five Laws of SE for AI}, volume={37}, ISSN={["1937-4194"]}, DOI={10.1109/MS.2019.2954841}, number={1}, journal={IEEE SOFTWARE}, author={Menzies, Tim}, year={2020}, pages={81–85} } @article{shrikanth_menzies_2020, title={What disconnects Practitioner Belief and Empirical Evidence ?}, ISSN={["0270-5257"]}, DOI={10.1145/3377812.3390802}, journal={2020 ACM/IEEE 42ND INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING: COMPANION PROCEEDINGS (ICSE-COMPANION 2020)}, author={Shrikanth, N. C. and Menzies, Tim}, year={2020}, pages={286–287} } @article{wang_yang_menzies_wang_2020, title={iSENSE2.0: Improving Completion-aware Crowdtesting Management with Duplicate Tagger and Sanity Checker}, volume={29}, ISSN={["1557-7392"]}, DOI={10.1145/3394602}, number={4}, journal={ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY}, author={Wang, Junjie and Yang, Ye and Menzies, Tim and Wang, Qing}, year={2020}, month={Oct} } @article{menzies_shepperd_2019, title={"Bad smells" in software analytics papers}, volume={112}, ISSN={["1873-6025"]}, DOI={10.1016/j.infsof.2019.04.005}, journal={INFORMATION AND SOFTWARE TECHNOLOGY}, author={Menzies, Tim and Shepperd, Martin}, year={2019}, month={Aug}, pages={35–47} } @article{chen_nair_krishna_menzies_2019, title={"Sampling" as a Baseline Optimizer for Search-Based Software Engineering}, volume={45}, ISSN={["1939-3520"]}, DOI={10.1109/TSE.2018.2790925}, number={6}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Chen, Jianfeng and Nair, Vivek and Krishna, Rahul and Menzies, Tim}, year={2019}, month={Jun}, pages={597–614} } @article{choetkiertikul_dam_tran_pham_ghose_menzies_2019, title={A Deep Learning Model for Estimating Story Points}, volume={45}, ISSN={["1939-3520"]}, DOI={10.1109/TSE.2018.2792473}, number={7}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Choetkiertikul, Morakot and Dam, Hoa Khanh and Tran, Truyen and Pham, Trang and Ghose, Aditya and Menzies, Tim}, year={2019}, month={Jul}, pages={637–656} } @article{krishna_menzies_2019, title={Bellwethers: A Baseline Method for Transfer Learning}, volume={45}, ISSN={["1939-3520"]}, DOI={10.1109/TSE.2018.2821670}, number={11}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Krishna, Rahul and Menzies, Tim}, year={2019}, month={Nov}, pages={1081–1105} } @article{yu_menzies_2019, title={FAST(2): An intelligent assistant for finding relevant papers}, volume={120}, ISSN={["1873-6793"]}, url={https://doi.org/10.1016/j.eswa.2018.11.021}, DOI={10.1016/j.eswa.2018.11.021}, journal={EXPERT SYSTEMS WITH APPLICATIONS}, publisher={Elsevier BV}, author={Yu, Zhe and Menzies, Tim}, year={2019}, month={Apr}, pages={57–71} } @article{agrawal_fu_chen_shen_menzies_2019, title={How to "DODGE" Complex Software Analytics}, volume={47}, ISSN={0098-5589 1939-3520 2326-3881}, url={http://dx.doi.org/10.1109/tse.2019.2945020}, DOI={10.1109/TSE.2019.2945020}, number={10}, journal={IEEE Transactions on Software Engineering}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Agrawal, Amritanshu and Fu, Wei and Chen, Di and Shen, Xipeng and Menzies, Tim}, year={2019}, pages={1–1} } @article{wang_li_wang_menzies_wang_2019, title={Images don't lie: Duplicate crowdtesting reports detection with screenshot information}, volume={110}, ISSN={["1873-6025"]}, DOI={10.1016/j.infsof.2019.03.003}, journal={INFORMATION AND SOFTWARE TECHNOLOGY}, author={Wang, Junjie and Li, Mingyang and Wang, Song and Menzies, Tim and Wang, Qing}, year={2019}, month={Jun}, pages={139–155} } @article{chen_chakraborty_clark_haverlock_cherian_menzies_2019, title={Predicting Breakdowns in Cloud Services (with SPIKE)}, DOI={10.1145/3338906.3340450}, journal={ESEC/FSE'2019: PROCEEDINGS OF THE 2019 27TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING}, author={Chen, Jianfeng and Chakraborty, Joymallya and Clark, Philip and Haverlock, Kevin and Cherian, Snehit and Menzies, Tim}, year={2019}, pages={916–924} } @article{yu_fahid_menzies_rothermel_patrick_cherian_2019, title={TERMINATOR: Better Automated UI Test Case Prioritization}, DOI={10.1145/3338906.3340448}, journal={ESEC/FSE'2019: PROCEEDINGS OF THE 2019 27TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING}, author={Yu, Zhe and Fahid, Fahmid and Menzies, Tim and Rothermel, Gregg and Patrick, Kyle and Cherian, Snehit}, year={2019}, pages={883–894} } @article{menzies_2019, title={Take Control (On the Unreasonable Effectiveness of Software Analytics)}, ISBN={978-1-7281-1760-7}, DOI={10.1109/ICSE-SEIP.2019.00037}, journal={2019 IEEE/ACM 41ST INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING: SOFTWARE ENGINEERING IN PRACTICE (ICSE-SEIP 2019)}, author={Menzies, Tim}, year={2019}, pages={265–266} } @article{wang_yang_krishna_menzies_wang_2019, title={iSENSE: Completion-Aware Crowdtesting Management}, ISSN={["0270-5257"]}, DOI={10.1109/ICSE.2019.00097}, journal={2019 IEEE/ACM 41ST INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE 2019)}, author={Wang, Junjie and Yang, Ye and Krishna, Rahul and Menzies, Tim and Wang, Qing}, year={2019}, pages={912–923} } @article{yang_falessi_menzies_hihn_2018, title={Actionable Analytics for Software Engineering INTRODUCTION}, volume={35}, ISSN={["1937-4194"]}, DOI={10.1109/ms.2017.4541039}, number={1}, journal={IEEE SOFTWARE}, author={Yang, Ye and Falessi, Davide and Menzies, Tim and Hihn, Jairus}, year={2018}, pages={51–53} } @article{chen_fu_krishna_menzies_2018, title={Applications of Psychological Science for Actionable Analytics}, DOI={10.1145/3236024.3236050}, journal={ESEC/FSE'18: PROCEEDINGS OF THE 2018 26TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING}, author={Chen, Di and Fu, Wei and Krishna, Rahul and Menzies, Tim}, year={2018}, pages={456–467} } @article{chen_nair_menzies_2018, title={Beyond evolutionary algorithms for search-based software engineering}, volume={95}, ISSN={["1873-6025"]}, DOI={10.1016/j.infsof.2017.08.007}, journal={INFORMATION AND SOFTWARE TECHNOLOGY}, author={Chen, Jianfeng and Nair, Vivek and Menzies, Tim}, year={2018}, month={Mar}, pages={281–294} } @article{nair_agrawal_chen_fu_mathew_menzies_minku_wagner_yu_2018, title={Data-Driven Search-based Software Engineering}, ISSN={["2160-1852"]}, DOI={10.1145/3196398.3196442}, journal={2018 IEEE/ACM 15TH INTERNATIONAL CONFERENCE ON MINING SOFTWARE REPOSITORIES (MSR)}, author={Nair, Vivek and Agrawal, Amritanshu and Chen, Jianfeng and Fu, Wei and Mathew, George and Menzies, Tim and Minku, Leandro and Wagner, Markus and Yu, Zhe}, year={2018}, pages={341–352} } @article{nair_menzies_siegmund_apel_2018, title={Faster discovery of faster system configurations with spectral learning}, volume={25}, ISSN={["1573-7535"]}, DOI={10.1007/s10515-017-0225-2}, number={2}, journal={AUTOMATED SOFTWARE ENGINEERING}, author={Nair, Vivek and Menzies, Tim and Siegmund, Norbert and Apel, Sven}, year={2018}, month={Jun}, pages={247–277} } @article{yu_kraft_menzies_2018, title={Finding better active learners for faster literature reviews}, volume={23}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-017-9587-0}, number={6}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Yu, Zhe and Kraft, Nicholas A. and Menzies, Tim}, year={2018}, month={Dec}, pages={3161–3186} } @article{petke_menzies_2018, title={Guest Editorial for the Special Section from the 9th International Symposium on Search Based Software Engineering}, volume={104}, ISSN={["1873-6025"]}, DOI={10.1016/j.infsof.2018.10.002}, journal={INFORMATION AND SOFTWARE TECHNOLOGY}, author={Petke, Justyna and Menzies, Tim}, year={2018}, month={Dec}, pages={194–194} } @article{nam_fu_kim_menzies_tan_2018, title={Heterogeneous Defect Prediction}, volume={44}, ISSN={["1939-3520"]}, DOI={10.1109/TSE.2017.2720603}, number={9}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Nam, Jaechang and Fu, Wei and Kim, Sunghun and Menzies, Tim and Tan, Lin}, year={2018}, month={Sep}, pages={874–896} } @article{agrawal_menzies_2018, title={Is "Better Data" Better Than "Better Data Miners"? On the Benefits of Tuning SMOTE for Defect Prediction}, DOI={10.1145/3180155.3180197}, journal={PROCEEDINGS 2018 IEEE/ACM 40TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE)}, author={Agrawal, Amritanshu and Menzies, Tim}, year={2018}, pages={1050–1061} } @article{hsu_nair_menzies_freeh_2018, title={Micky: A Cheaper Alternative for Selecting Cloud Instances}, DOI={10.1109/CLOUD.2018.00058}, journal={PROCEEDINGS 2018 IEEE 11TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD)}, author={Hsu, Chin-Jung and Nair, Vivek and Menzies, Tim and Freeh, Vincent}, year={2018}, pages={409–416} } @article{chen_menzies_2018, title={RIOT: a Stochastic-based Method for Workflow Scheduling in the Cloud}, DOI={10.1109/CLOUD.2018.00047}, journal={PROCEEDINGS 2018 IEEE 11TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD)}, author={Chen, Jianfeng and Menzies, Tim}, year={2018}, pages={318–325} } @article{menzies_2018, title={The Unreasonable Effectiveness of Software Analytics}, volume={35}, ISSN={["1937-4194"]}, DOI={10.1109/ms.2018.1661323}, number={2}, journal={IEEE SOFTWARE}, author={Menzies, Tim}, year={2018}, pages={96–98} } @article{yu_menzies_2018, title={Total Recall, Language Processing, and Software Engineering}, DOI={10.1145/3283812.3283818}, journal={PROCEEDINGS OF THE 4TH ACM SIGSOFT INTERNATIONAL WORKSHOP ON NLP FOR SOFTWARE ENGINEERING (NL4SE '18)}, author={Yu, Zhe and Menzies, Tim}, year={2018}, pages={10–13} } @article{prikladnicki_menzies_2018, title={VOICE OF EVIDENCE From Voice of Evidence to Redirections}, volume={35}, ISSN={["1937-4194"]}, DOI={10.1109/ms.2017.4541053}, number={1}, journal={IEEE SOFTWARE}, author={Prikladnicki, Rafael and Menzies, Tim}, year={2018}, pages={11–13} } @article{agrawal_fu_menzies_2018, title={What is wrong with topic modeling? And how to fix it using search-based software engineering}, volume={98}, ISSN={["1873-6025"]}, DOI={10.1016/j.infsof.2018.02.005}, journal={INFORMATION AND SOFTWARE TECHNOLOGY}, author={Agrawal, Amritanshu and Fu, Wei and Menzies, Tim}, year={2018}, month={Jun}, pages={74–88} } @article{kessentini_menzies_2017, title={A guest editorial: special issue on search based software engineering and data mining}, volume={24}, ISSN={["1573-7535"]}, DOI={10.1007/s10515-017-0217-2}, number={3}, journal={AUTOMATED SOFTWARE ENGINEERING}, author={Kessentini, Marouane and Menzies, Tim}, year={2017}, month={Sep}, pages={573–574} } @article{menzies_nichols_shull_layman_2017, title={Are delayed issues harder to resolve? Revisiting cost-to-fix of defects throughout the lifecycle}, volume={22}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-016-9469-x}, number={4}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Menzies, Tim and Nichols, William and Shull, Forrest and Layman, Lucas}, year={2017}, month={Aug}, pages={1903–1935} } @article{krishna_menzies_layman_2017, title={Less is more: Minimizing code reorganization using XTREE}, volume={88}, ISSN={["1873-6025"]}, DOI={10.1016/j.infsof.2017.03.012}, journal={INFORMATION AND SOFTWARE TECHNOLOGY}, author={Krishna, Rahul and Menzies, Tim and Layman, Lucas}, year={2017}, month={Aug}, pages={53–66} } @article{menzies_yang_mathew_boehm_hihn_2017, title={Negative results for software effort estimation}, volume={22}, ISSN={["1573-7616"]}, DOI={10.1007/s10664-016-9472-2}, number={5}, journal={EMPIRICAL SOFTWARE ENGINEERING}, author={Menzies, Tim and Yang, Ye and Mathew, George and Boehm, Barry and Hihn, Jairus}, year={2017}, month={Oct}, pages={2658–2683} } @article{pandita_jetley_sudarsan_menzies_williams_2017, title={TMAP: Discovering relevant API methods through text mining of API documentation}, volume={29}, ISSN={2047-7473}, url={http://dx.doi.org/10.1002/SMR.1845}, DOI={10.1002/SMR.1845}, number={12}, journal={Journal of Software: Evolution and Process}, publisher={Wiley}, author={Pandita, Rahul and Jetley, Raoul and Sudarsan, Sithu and Menzies, Timothy and Williams, Laurie}, year={2017}, month={Feb}, pages={e1845} } @inproceedings{hihn_saing_huntington_johnson_menzies_mathew_2017, title={The NASA analogy software cost model: A web-based cost analysis tool}, DOI={10.1109/aero.2017.7943730}, booktitle={2017 ieee aerospace conference}, author={Hihn, J. and Saing, M. and Huntington, E. and Johnson, J. and Menzies, T. and Mathew, G.}, year={2017} } @article{nair_menzies_siegmund_apel_2017, title={Using Bad Learners to Find Good Configurations}, DOI={10.1145/3106237.3106238}, journal={ESEC/FSE 2017: PROCEEDINGS OF THE 2017 11TH JOINT MEETING ON FOUNDATIONS OF SOFTWARE ENGINEERING}, author={Nair, Vivek and Menzies, Tim and Siegmund, Norbert and Apel, Sven}, year={2017}, pages={257–267} } @article{menzies_2016, title={"How not to Do it": Anti-patterns for Data Science in Software Engineering}, DOI={10.1145/2889160.2891047}, journal={2016 IEEE/ACM 38TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING COMPANION (ICSE-C)}, author={Menzies, Tim}, year={2016}, pages={887–887} } @article{nair_menzies_chen_2016, title={An (Accidental) Exploration of Alternatives to Evolutionary Algorithms for SBSE}, volume={9962}, ISBN={["978-3-319-47105-1"]}, ISSN={["0302-9743"]}, DOI={10.1007/978-3-319-47106-8_7}, journal={SEARCH BASED SOFTWARE ENGINEERING, SSBSE 2016}, author={Nair, Vivek and Menzies, Tim and Chen, Jianfeng}, year={2016}, pages={96–111} } @article{menzies_2016, title={Correlation is not causation (or, when not to scream "Eureka!")}, DOI={10.1016/b978-0-12-804206-9.00059-3}, journal={Perspectives on Data Science for Software Engineering}, author={Menzies, T.}, year={2016}, pages={327–330} } @inproceedings{hihn_juster_johnson_menzies_michael_2016, title={Improving and expanding NASA software cost estimation methods}, DOI={10.1109/aero.2016.7500655}, booktitle={2016 ieee aerospace conference}, author={Hihn, J. and Juster, L. and Johnson, J. and Menzies, T. and Michael, G.}, year={2016} } @article{krall_menzies_davies_2016, title={Learning Mitigations for Pilot Issues When Landing Aircraft (via Multiobjective Optimization and Multiagent Simulations)}, volume={46}, ISSN={["2168-2305"]}, DOI={10.1109/thms.2015.2509980}, number={2}, journal={IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS}, author={Krall, Joseph and Menzies, Tim and Davies, Misty}, year={2016}, month={Apr}, pages={221–230} } @article{menzies_williams_zimmermann_2016, title={Perspectives on data science for software engineering}, DOI={10.1016/b978-0-12-804206-9.00001-5}, journal={Perspectives on Data Science for Software Engineering}, author={Menzies, T. and Williams, L. and Zimmermann, T.}, year={2016}, pages={3–6} } @article{menzies_2016, title={Seven principles of inductive software engineering: What we do is different}, DOI={10.1016/b978-0-12-804206-9.00003-9}, journal={Perspectives on Data Science for Software Engineering}, author={Menzies, T.}, year={2016}, pages={13–17} } @article{krishna_menzies_fu_2016, title={Too Much Automation? The Bellwether Effect and Its Implications for Transfer Learning}, ISSN={["1527-1366"]}, DOI={10.1145/2970276.2970339}, journal={2016 31ST IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING (ASE)}, author={Krishna, Rahul and Menzies, Tim and Fu, Wei}, year={2016}, pages={122–131} } @article{layman_nikora_meek_menzies_2016, title={Topic Modeling of NASA Space System Problem Reports}, DOI={10.1145/2901739.2901760}, journal={13TH WORKING CONFERENCE ON MINING SOFTWARE REPOSITORIES (MSR 2016)}, author={Layman, Lucas and Nikora, Allen P. and Meek, Joshua and Menzies, Tim}, year={2016}, pages={303–314} } @article{fu_menzies_shen_2016, title={Tuning for software analytics: Is it really necessary?}, volume={76}, ISSN={0950-5849}, url={http://dx.doi.org/10.1016/j.infsof.2016.04.017}, DOI={10.1016/j.infsof.2016.04.017}, journal={Information and Software Technology}, publisher={Elsevier BV}, author={Fu, Wei and Menzies, Tim and Shen, Xipeng}, year={2016}, month={Aug}, pages={135–146} } @article{baresi_menzies_metzger_zimmermann_2015, title={1st International Workshop on Big Data Software Engineering (BIGDSE 2015)}, DOI={10.1109/icse.2015.308}, journal={2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, Vol 2}, author={Baresi, Luciano and Menzies, Tim and Metzger, Andreas and Zimmermann, Thomas}, year={2015}, pages={965–966} } @article{krishna_menzies_2015, title={Actionable = Cluster plus Contrast?}, DOI={10.1109/asew.2015.23}, journal={2015 30TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING WORKSHOP (ASEW)}, author={Krishna, Rahul and Menzies, Tim}, year={2015}, pages={14–17} } @article{menzies_2015, title={Cross-Project Data for Software Engineering}, volume={48}, ISSN={["1558-0814"]}, DOI={10.1109/mc.2015.381}, number={12}, journal={COMPUTER}, author={Menzies, Tim}, year={2015}, month={Dec}, pages={6–6} } @article{hihn_menzies_2015, title={Data Mining Methods and Cost Estimation Models Why is it so hard to infuse new ideas?}, DOI={10.1109/asew.2015.27}, journal={2015 30TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING WORKSHOP (ASEW)}, author={Hihn, Jairus and Menzies, Tim}, year={2015}, pages={5–9} } @article{krall_menzies_davies_2015, title={GALE: Geometric Active Learning for Search-Based Software Engineering}, volume={41}, ISSN={["1939-3520"]}, DOI={10.1109/tse.2015.2432024}, number={10}, journal={IEEE TRANSACTIONS ON SOFTWARE ENGINEERING}, author={Krall, Joseph and Menzies, Tim and Davies, Misty}, year={2015}, month={Oct}, pages={1001–1018} } @article{harrison_menzies_2015, title={Guest editorial: special issue on realizing AI synergies in software engineering}, volume={22}, ISSN={["1573-7535"]}, DOI={10.1007/s10515-014-0174-y}, number={1}, journal={AUTOMATED SOFTWARE ENGINEERING}, author={Harrison, Rachel and Menzies, Tim}, year={2015}, month={Mar}, pages={1–2} } @article{harrison_menzies_2015, title={Guest editorial: special issue on realizing AI synergies in software engineering (part 2)}, volume={22}, DOI={10.1007/s10515-014-0177-8}, number={2}, journal={Automated Software Engineering}, author={Harrison, R. and Menzies, T.}, year={2015}, pages={143–144} } @article{menzies_pasareanu_2015, title={Guest editorial: special multi-issue on selected topics in Automated Software Engineering}, volume={22}, ISSN={["1573-7535"]}, DOI={10.1007/s10515-015-0180-8}, number={3}, journal={AUTOMATED SOFTWARE ENGINEERING}, author={Menzies, Tim and Pasareanu, Corina}, year={2015}, month={Sep}, pages={289–290} } @article{menzies_pasareanu_2015, title={Guest editorial: special multi-issue on selected topics in automated software engineering}, volume={22}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/S10515-015-0181-7}, DOI={10.1007/S10515-015-0181-7}, number={4}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Pasareanu, Corina}, year={2015}, month={Jul}, pages={437–438} } @inproceedings{peters_menzies_layman_2015, title={LACE2: Better privacy-preserving data sharing for cross project defect prediction}, DOI={10.1109/icse.2015.92}, booktitle={2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, Vol 1}, author={Peters, F. and Menzies, T. and Layman, L.}, year={2015}, pages={801–811} } @article{partington_menzies_colburn_saelens_glanz_2015, title={Reduced-Item Food Audits Based on the Nutrition Environment Measures Surveys}, volume={49}, ISSN={0749-3797}, url={http://dx.doi.org/10.1016/J.AMEPRE.2015.04.036}, DOI={10.1016/J.AMEPRE.2015.04.036}, number={4}, journal={American Journal of Preventive Medicine}, publisher={Elsevier BV}, author={Partington, Susan N. and Menzies, Tim J. and Colburn, Trina A. and Saelens, Brian E. and Glanz, Karen}, year={2015}, month={Oct}, pages={e23–e33} } @article{menzies_minku_peters_2015, title={The Art and Science of Analyzing Software Data; Quantitative Methods}, DOI={10.1109/icse.2015.306}, journal={2015 IEEE/ACM 37th IEEE International Conference on Software Engineering, Vol 2}, author={Menzies, Tim and Minku, Leandro and Peters, Fayola}, year={2015}, pages={959–960} } @article{kocaguneli_menzies_mendes_2015, title={Transfer learning in effort estimation}, volume={20}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/S10664-014-9300-5}, DOI={10.1007/S10664-014-9300-5}, number={3}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Kocaguneli, Ekrem and Menzies, Tim and Mendes, Emilia}, year={2015}, month={Jun}, pages={813–843} } @article{partington_murphy_bowen_lacombe_piras_cottrell_menzies_2014, title={Choose to Change: The West Virginia Early Childhood Obesity Prevention Project}, volume={46}, ISSN={1499-4046}, url={http://dx.doi.org/10.1016/J.JNEB.2014.04.213}, DOI={10.1016/J.JNEB.2014.04.213}, number={4}, journal={Journal of Nutrition Education and Behavior}, publisher={Elsevier BV}, author={Partington, Susan and Murphy, E. and Bowen, E. and Lacombe, D. and Piras, G. and Cottrell, L. and Menzies, T.}, year={2014}, month={Jul}, pages={S197} } @article{menzies_mernik_2014, title={Special issue on realizing artificial intelligence synergies in software engineering}, volume={22}, ISSN={0963-9314 1573-1367}, url={http://dx.doi.org/10.1007/S11219-014-9228-4}, DOI={10.1007/S11219-014-9228-4}, number={1}, journal={Software Quality Journal}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Mernik, Marjan}, year={2014}, month={Feb}, pages={49–50} } @article{partington_murphy_bowen_lacombe_piras_carson_cottrell_menzies_2013, title={Choose to Change: The West Virginia Early Childhood Obesity Prevention Project}, volume={45}, ISSN={1499-4046}, url={http://dx.doi.org/10.1016/J.JNEB.2013.04.271}, DOI={10.1016/J.JNEB.2013.04.271}, number={4}, journal={Journal of Nutrition Education and Behavior}, publisher={Elsevier BV}, author={Partington, Susan and Murphy, E. and Bowen, E. and Lacombe, D. and Piras, G. and Carson, L. and Cottrell, L. and Menzies, T.}, year={2013}, month={Jul}, pages={S92} } @article{menzies_2013, title={Guest editorial for the Special Section on BEST PAPERS from the 2011 conference on Predictive Models in Software Engineering (PROMISE)}, volume={55}, ISSN={0950-5849}, url={http://dx.doi.org/10.1016/J.INFSOF.2013.03.006}, DOI={10.1016/J.INFSOF.2013.03.006}, number={8}, journal={Information and Software Technology}, publisher={Elsevier BV}, author={Menzies, Tim}, year={2013}, month={Aug}, pages={1477–1478} } @article{menzies_koru_2013, title={Predictive models in software engineering}, volume={18}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/S10664-013-9252-1}, DOI={10.1007/S10664-013-9252-1}, number={3}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Koru, Gunes}, year={2013}, month={Apr}, pages={433–434} } @article{kocaguneli_menzies_2013, title={Software effort models should be assessed via leave-one-out validation}, volume={86}, ISSN={0164-1212}, url={http://dx.doi.org/10.1016/J.JSS.2013.02.053}, DOI={10.1016/J.JSS.2013.02.053}, number={7}, journal={Journal of Systems and Software}, publisher={Elsevier BV}, author={Kocaguneli, Ekrem and Menzies, Tim}, year={2013}, month={Jul}, pages={1879–1890} } @inbook{kim_kang_ryu_compton_han_menzies_2012, title={Crowd-Sourced Knowledge Bases}, ISBN={9783642325403 9783642325410}, ISSN={0302-9743 1611-3349}, url={http://dx.doi.org/10.1007/978-3-642-32541-0_23}, DOI={10.1007/978-3-642-32541-0_23}, booktitle={Knowledge Management and Acquisition for Intelligent Systems}, publisher={Springer Berlin Heidelberg}, author={Kim, Yang Sok and Kang, Byeong Ho and Ryu, Seung Hwan and Compton, Paul and Han, Soyeon Caren and Menzies, Tim}, year={2012}, pages={258–271} } @article{keung_kocaguneli_menzies_2012, title={Finding conclusion stability for selecting the best effort predictor in software effort estimation}, volume={20}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/S10515-012-0108-5}, DOI={10.1007/S10515-012-0108-5}, number={4}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Keung, Jacky and Kocaguneli, Ekrem and Menzies, Tim}, year={2012}, month={May}, pages={543–567} } @article{menzies_shepperd_2012, title={Special issue on repeatable results in software engineering prediction}, volume={17}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/S10664-011-9193-5}, DOI={10.1007/S10664-011-9193-5}, number={1-2}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Shepperd, Martin}, year={2012}, month={Jan}, pages={1–17} } @article{bener_menzies_2011, title={Guest editorial: learning to organize testing}, volume={19}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/S10515-011-0095-Y}, DOI={10.1007/S10515-011-0095-Y}, number={2}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Bener, Ayse and Menzies, Tim}, year={2011}, month={Oct}, pages={137–140} } @article{kocaguneli_menzies_keung_2011, title={Kernel methods for software effort estimation}, volume={18}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/S10664-011-9189-1}, DOI={10.1007/S10664-011-9189-1}, number={1}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Kocaguneli, Ekrem and Menzies, Tim and Keung, Jacky W.}, year={2011}, month={Dec}, pages={1–24} } @article{nandeshwar_menzies_nelson_2011, title={Learning patterns of university student retention}, volume={38}, ISSN={0957-4174}, url={http://dx.doi.org/10.1016/j.eswa.2011.05.048}, DOI={10.1016/j.eswa.2011.05.048}, number={12}, journal={Expert Systems with Applications}, publisher={Elsevier BV}, author={Nandeshwar, Ashutosh and Menzies, Tim and Nelson, Adam}, year={2011}, month={Nov}, pages={14984–14996} } @article{el-rawas_menzies_2010, title={A second look at Faster, Better, Cheaper}, volume={6}, ISSN={1614-5046 1614-5054}, url={http://dx.doi.org/10.1007/S11334-010-0137-9}, DOI={10.1007/S11334-010-0137-9}, number={4}, journal={Innovations in Systems and Software Engineering}, publisher={Springer Science and Business Media LLC}, author={El-Rawas, Oussama and Menzies, Tim}, year={2010}, month={Oct}, pages={319–335} } @article{gay_menzies_davies_gundy-burlet_2010, title={Automatically finding the control variables for complex system behavior}, volume={17}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/s10515-010-0072-x}, DOI={10.1007/s10515-010-0072-x}, number={4}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Gay, Gregory and Menzies, Tim and Davies, Misty and Gundy-Burlet, Karen}, year={2010}, month={May}, pages={439–468} } @article{menzies_milton_turhan_cukic_jiang_bener_2010, title={Defect prediction from static code features: current results, limitations, new approaches}, volume={17}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/s10515-010-0069-5}, DOI={10.1007/s10515-010-0069-5}, number={4}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Milton, Zach and Turhan, Burak and Cukic, Bojan and Jiang, Yue and Bener, Ayşe}, year={2010}, month={May}, pages={375–407} } @article{tosun_bener_turhan_menzies_2010, title={Practical considerations in deploying statistical methods for defect prediction: A case study within the Turkish telecommunications industry}, volume={52}, ISSN={0950-5849}, url={http://dx.doi.org/10.1016/j.infsof.2010.06.006}, DOI={10.1016/j.infsof.2010.06.006}, number={11}, journal={Information and Software Technology}, publisher={Elsevier BV}, author={Tosun, Ayşe and Bener, Ayşe and Turhan, Burak and Menzies, Tim}, year={2010}, month={Nov}, pages={1242–1257} } @inbook{turhan_bener_menzies_2010, title={Regularities in Learning Defect Predictors}, ISBN={9783642137914 9783642137921}, ISSN={0302-9743 1611-3349}, url={http://dx.doi.org/10.1007/978-3-642-13792-1_11}, DOI={10.1007/978-3-642-13792-1_11}, booktitle={Product-Focused Software Process Improvement}, publisher={Springer Berlin Heidelberg}, author={Turhan, Burak and Bener, Ayse and Menzies, Tim}, year={2010}, pages={116–130} } @article{nelson_menzies_gay_2010, title={Sharing experiments using open-source software}, volume={41}, ISSN={0038-0644}, url={http://dx.doi.org/10.1002/spe.1004}, DOI={10.1002/spe.1004}, number={3}, journal={Software: Practice and Experience}, publisher={Wiley}, author={Nelson, Adam and Menzies, Tim and Gay, Gregory}, year={2010}, month={Sep}, pages={283–305} } @article{menzies_jalali_hihn_baker_lum_2010, title={Stable rankings for different effort models}, volume={17}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/s10515-010-0070-z}, DOI={10.1007/s10515-010-0070-z}, number={4}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Jalali, Omid and Hihn, Jairus and Baker, Dan and Lum, Karen}, year={2010}, month={May}, pages={409–437} } @article{menzies_williams_elrawas_baker_boehm_hihn_lum_madachy_2009, title={Accurate estimates without local data?}, volume={14}, ISSN={1077-4866 1099-1670}, url={http://dx.doi.org/10.1002/spip.414}, DOI={10.1002/spip.414}, number={4}, journal={Software Process: Improvement and Practice}, publisher={Wiley}, author={Menzies, Tim and Williams, Steve and Elrawas, Oussama and Baker, Daniel and Boehm, Barry and Hihn, Jairus and Lum, Karen and Madachy, Ray}, year={2009}, month={Jul}, pages={213–225} } @article{gay_menzies_jalali_mundy_gilkerson_feather_kiper_2009, title={Finding robust solutions in requirements models}, volume={17}, ISSN={0928-8910 1573-7535}, url={http://dx.doi.org/10.1007/s10515-009-0059-7}, DOI={10.1007/s10515-009-0059-7}, number={1}, journal={Automated Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Gay, Gregory and Menzies, Tim and Jalali, Omid and Mundy, Gregory and Gilkerson, Beau and Feather, Martin and Kiper, James}, year={2009}, month={Dec}, pages={87–116} } @inbook{orrego_menzies_el-rawas_2009, title={On the Relative Merits of Software Reuse}, ISBN={9783642016790 9783642016806}, ISSN={0302-9743 1611-3349}, url={http://dx.doi.org/10.1007/978-3-642-01680-6_18}, DOI={10.1007/978-3-642-01680-6_18}, booktitle={Trustworthy Software Development Processes}, publisher={Springer Berlin Heidelberg}, author={Orrego, Andres and Menzies, Tim and El-Rawas, Oussama}, year={2009}, pages={186–197} } @article{turhan_menzies_bener_di stefano_2009, title={On the relative value of cross-company and within-company data for defect prediction}, volume={14}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/s10664-008-9103-7}, DOI={10.1007/s10664-008-9103-7}, number={5}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Turhan, Burak and Menzies, Tim and Bener, Ayşe B. and Di Stefano, Justin}, year={2009}, month={Jan}, pages={540–578} } @inbook{menzies_elrawas_boehm_madachy_hihn_baker_lum_2008, title={Accurate Estimates without Calibration?}, ISBN={9783540795872 9783540795889}, url={http://dx.doi.org/10.1007/978-3-540-79588-9_19}, DOI={10.1007/978-3-540-79588-9_19}, booktitle={Making Globally Distributed Software Development a Success Story}, publisher={Springer Berlin Heidelberg}, author={Menzies, Tim and Elrawas, Oussama and Boehm, Barry and Madachy, Raymond and Hihn, Jairus and Baker, Daniel and Lum, Karen}, year={2008}, month={May}, pages={210–221} } @article{menzies_2008, title={Editorial, special issue, repeatable experiments in software engineering}, volume={13}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/s10664-008-9087-3}, DOI={10.1007/s10664-008-9087-3}, number={5}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim}, year={2008}, month={Sep}, pages={469–471} } @article{menzies_benson_costello_moats_northey_richardson_2008, title={Learning better IV&V practices}, volume={4}, ISSN={1614-5046 1614-5054}, url={http://dx.doi.org/10.1007/S11334-008-0046-3}, DOI={10.1007/S11334-008-0046-3}, number={2}, journal={Innovations in Systems and Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Benson, Markland and Costello, Ken and Moats, Christina and Northey, Melissa and Richardson, Julian}, year={2008}, month={Feb}, pages={169–183} } @article{etzkorn_menzies_2008, title={Special issue on information retrieval for program comprehension}, volume={14}, ISSN={1382-3256 1573-7616}, url={http://dx.doi.org/10.1007/s10664-008-9097-1}, DOI={10.1007/s10664-008-9097-1}, number={1}, journal={Empirical Software Engineering}, publisher={Springer Science and Business Media LLC}, author={Etzkorn, Letha and Menzies, Tim}, year={2008}, month={Oct}, pages={1–4} } @article{menzies_hu_2006, title={Just enough learning (of association rules): the TAR2 “Treatment” learner}, volume={25}, ISSN={0269-2821 1573-7462}, url={http://dx.doi.org/10.1007/s10462-007-9055-0}, DOI={10.1007/s10462-007-9055-0}, number={3}, journal={Artificial Intelligence Review}, publisher={Springer Science and Business Media LLC}, author={Menzies, Tim and Hu, Ying}, year={2006}, month={May}, pages={211–229} } @inproceedings{menzies_2004, title={Mining repositories to assist in project planning and resource allocation}, ISBN={086341432X}, url={http://dx.doi.org/10.1049/IC:20040480}, DOI={10.1049/IC:20040480}, booktitle={"International Workshop on Mining Software Repositories (MSR 2004)" W17S Workshop - 26th International Conference on Software Engineering}, publisher={IEE}, author={Menzies, T.}, year={2004} }