Towards Automating Precision Studies of Clone Detectors

被引：9
作者：
Saini, Vaibhav [1 ]
Farmahinifarahani, Farima [1 ]
Lu, Yadong [1 ]
Yang, Di [1 ]
Martins, Pedro [1 ]
Sajnanit, Hitesh [2 ]
Baldi, Pierre [1 ]
Lopes, Cristina V. [1 ]
机构：
[1] Univ Calif Irvine, Irvine, CA 92717 USA
[2] Microsoft, Redmond, WA USA
来源：
2019 IEEE/ACM 41ST INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE 2019) | 2019年
关键词：
Precision Evaluation; Clone Detection; Machine learning; Open source labeled datasets;
D O I：
10.1109/ICSE.2019.00023
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Current research in clone detection suffers from poor ecosystems for evaluating precision of clone detection tools. Corpora of labeled clones are scarce and incomplete, making evaluation labor intensive and idiosyncratic, and limiting inter-tool comparison. Precision-assessment tools are simply lacking. We present a semiautomated approach to facilitate precision studies of clone detection tools. The approach merges automatic mechanisms of clone classification with manual validation of clone pairs. We demonstrate that the proposed automatic approach has a very high precision and it significantly reduces the number of clone pairs that need human validation during precision experiments. Moreover, we aggregate the individual effort of multiple teams into a single evolving dataset of labeled clone pairs, creating an important asset for software clone research.
引用
收藏
页码：49 / 59
页数：11
相关论文
共 50 条
  • [21] Artificial intelligence as the next step towards precision pathology
    Acs, B.
    Rantalainen, M.
    Hartman, J.
    JOURNAL OF INTERNAL MEDICINE, 2020, 288 (01) : 62 - 81
  • [22] Editorial: Back to the Future: On the Road Towards Precision Psychiatry
    Fernandes, Brisa S.
    Borgwardt, Stefan
    Carvalho, Andre F.
    Steiner, Johann
    FRONTIERS IN PSYCHIATRY, 2020, 11
  • [23] Automating classification of free-text electronic health records for epidemiological studies
    Schuemie, Martijn J.
    Sen, Emine
    't Jong, Geert W.
    van Soest, Eva M.
    Sturkenboom, Miriam C.
    Kors, Jan A.
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2012, 21 (06) : 651 - 658
  • [24] Towards Sustainable Precision: Machine Learning for Laser Micromachining Optimization
    Correas-Naranjo, Luis
    Camacho-Sanchez, Miguel
    Launet, Laetitia
    Zuric, Milena
    Naranjo, Valery
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2024, PT I, 2025, 15346 : 40 - 50
  • [25] Towards a Mechanistic-Driven Precision Medicine Approach for Tinnitus
    Tzounopoulos, Thanos
    Balaban, Carey
    Zitelli, Lori
    Palmer, Catherine
    JARO-JOURNAL OF THE ASSOCIATION FOR RESEARCH IN OTOLARYNGOLOGY, 2019, 20 (02): : 115 - 131
  • [26] Recent advances in nutrigenomics: Making strides towards precision nutrition
    Cole, Joanne B.
    Gabbianelli, Rosita
    FRONTIERS IN GENETICS, 2022, 13
  • [27] Towards a Mechanistic-Driven Precision Medicine Approach for Tinnitus
    Thanos Tzounopoulos
    Carey Balaban
    Lori Zitelli
    Catherine Palmer
    Journal of the Association for Research in Otolaryngology, 2019, 20 : 115 - 131
  • [28] Automating the design-build-test-learn cycle towards next-generation bacterial cell factories
    Gurdo, Nicolas
    Volke, Daniel C.
    McCloskey, Douglas
    Nikel, Pablo Ivan
    NEW BIOTECHNOLOGY, 2023, 74 : 1 - 15
  • [29] Machine learning in cardiovascular risk assessment: Towards a precision medicine approach
    Wang, Yifan
    Aivalioti, Evmorfia
    Stamatelopoulos, Kimon
    Zervas, Georgios
    Mortensen, Martin Bodtker
    Zeller, Marianne
    Liberale, Luca
    Di Vece, Davide
    Schweiger, Victor
    Camici, Giovanni G.
    Luescher, Thomas F.
    Kraler, Simon
    EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2025, 55
  • [30] Towards Precision Medicine in Psychosis: Benefits and Challenges of Multimodal Multicenter Studies-PSYSCAN: Translating Neuroimaging Findings From Research into Clinical Practice
    Tognin, Stefania
    van Hell, Hendrika H.
    Merritt, Kate
    Winter-van Rossum, Inge
    Bossong, Matthijs G.
    Kempton, Matthew J.
    Modinos, Gemma
    Fusar-Poli, Paolo
    Mechelli, Andrea
    Dazzan, Paola
    Maat, Arija
    de Haan, Lieuwe
    Crespo-Facorro, Benedicto
    Glenthoj, Birte
    Lawrie, Stephen M.
    McDonald, Colm
    Gruber, Oliver
    van Amelsvoort, Therese
    Arango, Celso
    Kircher, Tilo
    Nelson, Barnaby
    Galderisi, Silvana
    Bressan, Rodrigo
    Kwon, Jun S.
    Weiser, Mark
    Mizrahi, Romina
    Sachs, Gabriele
    Maatz, Anke
    Kahn, Rene
    McGuire, Phillip
    SCHIZOPHRENIA BULLETIN, 2020, 46 (02) : 432 - 441
12345