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Yoshiki Higo
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2020 – today
- 2024
- [j17]Yoshiki Higo:
Dataset of Functionally Equivalent Java Methods and Its Application to Evaluating Clone Detection Tools. IEICE Trans. Inf. Syst. 107(6): 751-760 (2024) - [j16]Shiyu Yang, Tetsuya Kanda, Daniel M. Germán, Yoshiki Higo:
Unveiling Python Version Compatibility Challenges in Code Snippets on Stack Overflow. IEICE Trans. Inf. Syst. 107(8): 1007-1015 (2024) - [c117]Ryutaro Inoue, Yoshiki Higo:
Improving Accuracy of LLM-based Code Clone Detection U sing Functionally Equivalent Methods. SERA 2024: 24-27 - [c116]Chihiro Yoshida, Makoto Matsushita, Yoshiki Higo:
Estimating the Difficulty of Programming Problems Using Fine-tuned LLM. SERA 2024: 28-34 - [c115]Wataru Otoda, Tetsuya Kanda, Yuki Manabe, Katsuro Inoue, Yoshiki Higo:
SBOM Challenges for Developers: From Analysis of Stack Overflow Questions. SERA 2024: 43-46 - [c114]Hikaru Kubo, Yoshiki Higo, Shinji Kusumoto:
Revisiting Program Suitability for Fault Localization with Large Dataset and Various Mutation Operators. SERA 2024: 107-114 - [c113]Rio Kishimoto, Tetsuya Kanda, Yuki Manabe, Katsuro Inoue, Yoshiki Higo:
Osmy: A Tool for Periodic Software Vulnerability Assessment and File Integrity Verification using SPDX Documents. SANER 2024: 445-449 - [c112]Pongpop Lapvikai, Chaiyong Ragkhitwetsagul, Morakot Choetkiertikul, Yoshiki Higo:
Autorepairability: A New Software Quality Characteristic. SANER 2024: 787-791 - 2023
- [c111]Kazuki Yokoi, Eunjong Choi, Norihiro Yoshida, Joji Okada, Yoshiki Higo:
Cost-Benefit Analysis for Modernizing a Large-Scale Industrial System. APSEC 2023: 441-449 - [c110]Shiyu Yang, Tetsuya Kanda, Davide Pizzolotto, Daniel M. Germán, Yoshiki Higo:
PyVerDetector: A Chrome Extension Detecting the Python Version of Stack Overflow Code Snippets. ICPC 2023: 25-29 - [c109]Ryoga Watanabe, Yoshiki Higo, Shinji Kusumoto:
Impacts of Program Structures on Code Coverage of Generated Test Suites. PROFES (1) 2023: 355-362 - [c108]Haruka Yoshioka, Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto, Shinji Itoh, Phan Thi Thanh Huyen:
Do Exceptional Behavior Tests Matter on Spectrum-Based Fault Localization? PROFES (1) 2023: 399-414 - 2022
- [c107]Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto, Kazuya Yasuda:
Constructing Dataset of Functionally Equivalent Java Methods Using Automated Test Generation Techniques. MSR 2022: 682-686 - [c106]Masashi Iriyama, Yoshiki Higo, Shinji Kusumoto:
Classification of Changes Based on API. PROFES 2022: 61-70 - [c105]Riku Takaichi, Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto, Toshiyuki Kurabayashi, Hiroyuki Kirinuki, Haruto Tanno:
Are NLP Metrics Suitable for Evaluating Generated Code? PROFES 2022: 531-537 - [c104]Haruka Yoshioka, Yoshiki Higo, Shinji Kusumoto:
Improving Weighted-SBFL by Blocking Spectrum. SCAM 2022: 253-263 - [c103]Hiroyuki Kirinuki, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
Web Element Identification by Combining NLP and Heuristic Search for Web Testing. SANER 2022: 1055-1065 - 2021
- [j15]Yoshiki Higo, Alexander Serebrenik:
Introduction to Special Issue on Source Code Analysis and Manipulation. J. Syst. Softw. 177: 110949 (2021) - [c102]Yoshiki Higo, Junnosuke Matsumoto, Shinji Kusumoto:
Tree-based Mining of Fine-grained Code Changes to Detect Unknown Change Patterns. APSEC 2021: 61-71 - [c101]Hiroto Watanabe, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto, Toshiyuki Kurabayashi, Hiroyuki Kirinuki, Haruto Tanno:
Applying Multi-Objective Genetic Algorithm for Efficient Selection on Program Generation. APSEC 2021: 515-519 - [c100]Akira Fujimoto, Yoshiki Higo, Shinji Kusumoto:
Towards Accurate File Tracking Based on AST Differences. APSEC 2021: 553-558 - [c99]Hiroyuki Kirinuki, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
NLP-assisted Web Element Identification Toward Script-free Testing. ICSME 2021: 639-643 - [c98]Tomoaki Tsuru, Tasuku Nakagawa, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
Type-2 Code Clone Detection for Dockerfiles. IWSC 2021: 1-7 - [c97]Tasuku Nakagawa, Yoshiki Higo, Shinji Kusumoto:
NIL: large-scale detection of large-variance clones. ESEC/SIGSOFT FSE 2021: 830-841 - [c96]Sho Ogino, Yoshiki Higo, Shinji Kusumoto:
Evaluating Bug Prediction under Realistic Settings. SANER 2021: 491-495 - [p1]Yoshiki Higo:
Identifying Refactoring-Oriented Clones and Inferring How They Can Be Merged. Code Clone Analysis 2021: 183-196 - 2020
- [j14]Yoshiki Higo, Shinpei Hayashi, Hideaki Hata, Meiyappan Nagappan:
Ammonia: an approach for deriving project-specific bug patterns. Empir. Softw. Eng. 25(3): 1951-1979 (2020) - [j13]Yoshiki Higo, Shinpei Hayashi, Shinji Kusumoto:
On tracking Java methods with Git mechanisms. J. Syst. Softw. 165: 110571 (2020) - [c95]Yoshiki Higo, Shinsuke Matsumoto, Taeyoung Kim, Shinji Kusumoto:
How Weak Reference is Used in Java Projects? APSEC 2020: 445-449 - [c94]Tasuku Nakagawa, Yoshiki Higo, Shinji Kusumoto:
CLIONE: Clone Modification Support for Pull Request Based Development. APSEC 2020: 455-459 - [c93]Aoi Maejima, Yoshiki Higo, Junnosuke Matsumoto, Shinji Kusumoto:
Does This Code Change Affect Program Behavior? Identifying Nonbehavioral Changes with Bytecode. COMPSAC 2020: 1103-1104 - [c92]Ryoko Izuta, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
Program Repairing History as Git Repository. ICSE (Workshops) 2020: 15-16 - [c91]Yui Sasaki, Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto:
SBFL-Suitability: A Software Characteristic for Fault Localization. ICSME 2020: 702-706 - [c90]Tetsushi Kuma, Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto:
Improving the Accuracy of Spectrum-based Fault Localization for Automated Program Repair. ICPC 2020: 376-380 - [c89]Akira Fujimoto, Yoshiki Higo, Junnosuke Matsumoto, Shinji Kusumoto:
Staged Tree Matching for Detecting Code Move across Files. ICPC 2020: 396-400 - [i2]Yoshiki Higo, Shinpei Hayashi, Hideaki Hata, Meiyappan Nagappan:
Ammonia: An Approach for Deriving Project-specific Bug Patterns. CoRR abs/2001.09630 (2020) - [i1]Yoshiki Higo, Shinpei Hayashi, Shinji Kusumoto:
On Tracking Java Methods with Git Mechanisms. CoRR abs/2003.05336 (2020)
2010 – 2019
- 2019
- [j12]Bushra Aloraini, Meiyappan Nagappan, Daniel M. Germán, Shinpei Hayashi, Yoshiki Higo:
An empirical study of security warnings from static application security testing tools. J. Syst. Softw. 158 (2019) - [c88]Masayuki Doi, Yoshiki Higo, Shinji Kusumoto:
A Code Clone Curation - Towards Scalable and Incremental Clone Detection -. QuASoQ@APSEC 2019: 19-26 - [c87]Tasuku Nakagawa, Yoshiki Higo, Junnosuke Matsumoto, Shinji Kusumoto:
How Compact Will My System Be? A Fully-Automated Way to Calculate LoC Reduced by Clone Refactoring. APSEC 2019: 284-291 - [c86]Kaisei Hanayama, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
Achievements Visualization in Programming Education. COMPSAC (1) 2019: 926-927 - [c85]Junnosuke Matsumoto, Yoshiki Higo, Hiroyuki Matsuo, Ryo Arima, Shinsuke Matsumoto, Shinji Kusumoto:
GenProg Meets Cluster Computing. IWESEP 2019: 37-42 - [c84]Junichi Hayashi, Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto:
Impacts of daylight saving time on software development. MSR 2019: 502-506 - [c83]Junnosuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
Beyond GumTree: a hybrid approach to generate edit scripts. MSR 2019: 550-554 - [c82]Yuya Tomida, Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto:
Visualizing Code Genealogy: How Code is Evolutionarily Fixed in Program Repair? VISSOFT 2019: 23-27 - [c81]Hiroyuki Matsuo, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto:
Madoop: Improving Browser-Based Volunteer Computing Based on Modern Web Technologies. SANER 2019: 634-638 - 2018
- [c80]Yoshiki Higo, Shinsuke Matsumoto, Ryo Arima, Akito Tanikado, Keigo Naitou, Junnosuke Matsumoto, Yuya Tomida, Shinji Kusumoto:
kGenProg: A High-Performance, High-Extensibility and High-Portability APR System. APSEC 2018: 697-698 - [c79]Ryo Arima, Yoshiki Higo, Shinji Kusumoto:
Toward refactoring evaluation with code naturalness. ICPC 2018: 316-319 - [c78]Keigo Naitou, Akito Tanikado, Shinsuke Matsumoto, Yoshiki Higo, Shinji Kusumoto, Hiroyuki Kirinuki, Toshiyuki Kurabayashi, Haruto Tanno:
Toward introducing automated program repair techniques to industrial software development. ICPC 2018: 332-335 - [c77]Masayuki Doi, Yoshiki Higo, Ryo Arima, Kento Shimonaka, Shinji Kusumoto:
On the naturalness of auto-generated code: can we identify auto-generated code automatically? ICPC 2018: 340-343 - [c76]Kento Shimonaka, Yoshiki Higo, Junnosuke Matsumoto, Keigo Naito, Shinji Kusumoto:
Towards automated generation of Java methods: A way of automated reuse-based programming. IWSC 2018: 30-36 - [c75]Yoshiki Higo, Shinsuke Matsumoto, Shinji Kusumoto, Takashi Fujinami, Takashi Hoshino:
Correlation analysis between code clone metrics and project data on the same specification projects. IWSC 2018: 37-43 - [c74]Ryo Arima, Yoshiki Higo, Shinji Kusumoto:
A study on inappropriately partitioned commits: how much and what kinds of IP commits in Java projects? MSR 2018: 336-340 - 2017
- [c73]Ayaka Imazato, Yoshiki Higo, Keisuke Hotta, Shinji Kusumoto:
Finding Extract Method Refactoring Opportunities by Analyzing Development History. COMPSAC (1) 2017: 190-195 - [c72]Akito Tanikado, Haruki Yokoyama, Masahiro Yamamoto, Soichi Sumi, Yoshiki Higo, Shinji Kusumoto:
New Strategies for Selecting Reuse Candidates on Automated Program Repair. COMPSAC (2) 2017: 266-267 - [c71]Ryo Arima, Yoshiki Higo, Shinji Kusumoto:
Investigation and Detection of Split Commit. COMPSAC (2) 2017: 268-269 - [c70]Yoshiki Higo, Shinji Kusumoto:
Flattening Code for Metrics Measurement and Analysis. ICSME 2017: 494-498 - [c69]Haruki Yokoyama, Yoshiki Higo, Shinji Kusumoto:
Evaluating Automated Program Repair Using Characteristics of Defects. IWESEP 2017: 47-52 - [c68]Yusuke Sabi, Yoshiki Higo, Shinji Kusumoto:
Rearranging the order of program statements for code clone detection. IWSC 2017: 15-21 - [c67]Shamsa Abid, Salman Javed, Momna Naseem, Suleman Shahid, Hamid Abdul Basit, Yoshiki Higo:
Codeease: harnessing method clone structures for reuse. IWSC 2017: 24-30 - [c66]Yusuke Yuki, Yoshiki Higo, Shinji Kusumoto:
A technique to detect multi-grained code clones. IWSC 2017: 54-60 - [c65]Yoshiki Higo, Akio Ohtani, Shinji Kusumoto:
Generating simpler AST edit scripts by considering copy-and-paste. ASE 2017: 532-542 - 2016
- [j11]Nils Göde, Yoshiki Higo, Rainer Koschke:
Special section on software clones. Softw. Qual. J. 24(4): 879-881 (2016) - [c64]Hiroyuki Kirinuki, Yoshiki Higo, Keisuke Hotta, Shinji Kusumoto:
Splitting Commits via Past Code Changes. APSEC 2016: 129-136 - [c63]Hiroki Nakajima, Yoshiki Higo, Haruki Yokoyama, Shinji Kusumoto:
Toward Developer-like Automated Program Repair - Modification Comparisons between GenProg and Developers. APSEC 2016: 241-248 - [c62]Naoto Ogura, Jiachen Yang, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Hey! Are you injecting side effect?: A tool for detecting purity changes in java methods. ICPC 2016: 1-3 - [c61]Yusuke Yuki, Yoshiki Higo, Keisuke Hotta, Shinji Kusumoto:
Generating clone references with less human subjectivity. ICPC 2016: 1-4 - [c60]Haruki Yokoyama, Yoshiki Higo, Keisuke Hotta, Takafumi Ohta, Kozo Okano, Shinji Kusumoto:
Toward improving ability to repair bugs automatically: a patch candidate location mechanism using code similarity. SAC 2016: 1364-1370 - [c59]Kento Shimonaka, Soichi Sumi, Yoshiki Higo, Shinji Kusumoto:
Identifying Auto-Generated Code by Using Machine Learning Techniques. IWESEP@SANER 2016: 18-23 - [c58]Ryotaro Kou, Yoshiki Higo, Shinji Kusumoto:
A Capable Crossover Technique on Automatic Program Repair. IWESEP@SANER 2016: 45-50 - 2015
- [j10]Jiachen Yang, Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Classification model for code clones based on machine learning. Empir. Softw. Eng. 20(4): 1095-1125 (2015) - [j9]Eunjong Choi, Norihiro Yoshida, Yoshiki Higo, Katsuro Inoue:
Proposing and Evaluating Clone Detection Approaches with Preprocessing Input Source Files. IEICE Trans. Inf. Syst. 98-D(2): 325-333 (2015) - [c57]Soichi Sumi, Yoshiki Higo, Keisuke Hotta, Shinji Kusumoto:
Toward improving graftability on automated program repair. ICSME 2015: 511-515 - [c56]Jiachen Yang, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Towards purity-guided refactoring in Java. ICSME 2015: 521-525 - [c55]Tomoya Ishihara, Yoshiki Higo, Shinji Kusumoto:
How Often Is Necessary Code Missing? - A Controlled Experiment -. ICSR 2015: 156-163 - [c54]Jiachen Yang, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Revealing Purity and Side Effects on Functions for Reusing Java Libraries. ICSR 2015: 314-329 - [c53]Yusuke Sabi, Hiroaki Murakami, Yoshiki Higo, Shinji Kusumoto:
Reordering results of keyword-based code search for supporting simultaneous code changes. ICPC 2015: 289-290 - [c52]Akio Ohtani, Yoshiki Higo, Tomoya Ishihara, Shinji Kusumoto:
On the level of code suggestion for reuse. IWSC 2015: 26-32 - [c51]Takafumi Ohta, Hiroaki Murakami, Hiroshi Igaki, Yoshiki Higo, Shinji Kusumoto:
Source code reuse evaluation by using real/potential copy and paste. IWSC 2015: 33-39 - [c50]Yoshiki Higo, Akio Ohtani, Shinpei Hayashi, Hideaki Hata, Shinji Kusumoto:
Toward Reusing Code Changes. MSR 2015: 372-376 - [c49]Hiroaki Murakami, Yoshiki Higo, Shinji Kusumoto:
ClonePacker: A tool for clone set visualization. SANER 2015: 474-478 - 2014
- [j8]Keisuke Hotta, Jiachen Yang, Yoshiki Higo, Shinji Kusumoto:
How Accurate Is Coarse-grained Clone Detection?: Comparision with Fine-grained Detectors. Electron. Commun. Eur. Assoc. Softw. Sci. Technol. 63 (2014) - [j7]Rainer Koschke, Nils Göde, Yoshiki Higo:
Preface to the Proceedings of the Eighth International Workshop on Software Clones. Electron. Commun. Eur. Assoc. Softw. Sci. Technol. 63 (2014) - [c48]Hiroaki Murakami, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Predicting Next Changes at the Fine-Grained Level. APSEC (1) 2014: 119-126 - [c47]Shuhei Kimura, Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Does return null matter? CSMR-WCRE 2014: 244-253 - [c46]Rainer Koschke, Nils Göde, Yoshiki Higo:
International workshop on software clones. CSMR-WCRE 2014: 477 - [c45]Kenji Yamauchi, Jiachen Yang, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Clustering Commits for Understanding the Intents of Implementation. ICSME 2014: 406-410 - [c44]Hiroyuki Kirinuki, Yoshiki Higo, Keisuke Hotta, Shinji Kusumoto:
Hey! are you committing tangled changes? ICPC 2014: 262-265 - [c43]Yoshiki Higo, Shinji Kusumoto:
MPAnalyzer: a tool for finding unintended inconsistencies in program source code. ASE 2014: 843-846 - [c42]Hiroaki Murakami, Yoshiki Higo, Shinji Kusumoto:
A dataset of clone references with gaps. MSR 2014: 412-415 - [c41]Ayaka Imazato, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Predicting Risky Clones Based on Machine Learning. PROFES 2014: 294-297 - [c40]Yoshiki Higo, Shinji Kusumoto:
How should we measure functional sameness from program source code? an exploratory study on Java methods. SIGSOFT FSE 2014: 294-305 - 2013
- [c39]Noa Kusunoki, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
How Much Do Code Repositories Include Peripheral Modifications? APSEC (2) 2013: 19-24 - [c38]Tetsuo Yamamoto, Norihiro Yoshida, Yoshiki Higo:
Seamless Code Reuse with Source Code Corpus. APSEC (2) 2013: 31-36 - [c37]Yui Sasaki, Yoshiki Higo, Shinji Kusumoto:
Reordering Program Statements for Improving Readability. CSMR 2013: 361-364 - [c36]Hiroaki Murakami, Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Gapped code clone detection with lightweight source code analysis. ICPC 2013: 93-102 - [c35]Yoshiki Higo, Keisuke Hotta, Shinji Kusumoto:
Enhancement of CRD-based clone tracking. IWPSE 2013: 28-37 - [c34]Yoshiki Higo, Shinji Kusumoto:
Identifying clone removal opportunities based on co-evolution analysis. IWPSE 2013: 63-67 - [c33]Ayaka Imazato, Yui Sasaki, Yoshiki Higo, Shinji Kusumoto:
Improving Process of Source Code Modification Focusing on Repeated Code. PROFES 2013: 298-312 - [c32]Tomoya Ishihara, Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Reusing reused code. WCRE 2013: 457-461 - 2012
- [j6]Keisuke Hotta, Yui Sasaki, Yukiko Sano, Yoshiki Higo, Shinji Kusumoto:
An Empirical Study on the Impact of Duplicate Code. Adv. Softw. Eng. 2012: 938296:1-938296:22 (2012) - [j5]Dotri Quoc, Kazuo Kobori, Norihiro Yoshida, Yoshiki Higo, Katsuro Inoue:
ModiChecker: Accessibility Excessiveness Analysis Tool for Java Program. Inf. Media Technol. 7(4): 1401-1407 (2012) - [c31]Yui Sasaki, Tomoya Ishihara, Keisuke Hotta, Hideaki Hata, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Preprocessing of Metrics Measurement Based on Simplifying Program Structures. APSEC Workshops 2012: 120-127 - [c30]Norihiro Yoshida, Yoshiki Higo, Shinji Kusumoto, Katsuro Inoue:
An Experience Report on Analyzing Industrial Software Systems Using Code Clone Detection Techniques. APSEC 2012: 310-313 - [c29]Keisuke Hotta, Yoshiki Higo, Shinji Kusumoto:
Identifying, Tailoring, and Suggesting Form Template Method Refactoring Opportunities with Program Dependence Graph. CSMR 2012: 53-62 - [c28]Yoshiki Higo, Shinji Kusumoto:
How often do unintended inconsistencies happen? Deriving modification patterns and detecting overlooked code fragments. ICSM 2012: 222-231 - [c27]Shuhei Kimura, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Move code refactoring with dynamic analysis. ICSM 2012: 575-578 - [c26]Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
CRat: A refactoring support tool for Form Template Method. ICPC 2012: 250-252 - [c25]Jiachen Yang, Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Filtering clones for individual user based on machine learning analysis. IWSC 2012: 76-77 - [c24]Katsuro Inoue, Yoshiki Higo, Norihiro Yoshida, Eunjong Choi, Shinji Kusumoto, Kyonghwan Kim, Wonjin Park, Eunha Lee:
Experience of finding inconsistently-changed bugs in code clones of mobile software. IWSC 2012: 94-95 - [c23]Hiroaki Murakami, Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Folding Repeated Instructions for Improving Token-Based Code Clone Detection. SCAM 2012: 64-73 - [c22]Umekawa Kohichi, Hiroshi Igaki, Yoshiki Higo, Shinji Kusumoto:
A Study of Student Experience Metrics for Software Development PBL. SNPD 2012: 465-469 - [c21]Tomoya Ishihara, Keisuke Hotta, Yoshiki Higo, Hiroshi Igaki, Shinji Kusumoto:
Inter-Project Functional Clone Detection Toward Building Libraries - An Empirical Study on 13, 000 Projects. WCRE 2012: 387-391 - 2011
- [j4]T. Edagawa, T. Akaike, Yoshiki Higo, Shinji Kusumoto, Shigeo Hanabusa, T. Shibamoto:
Function point measurement from Web application source code based on screen transitions and database accesses. J. Syst. Softw. 84(6): 976-984 (2011) - [c20]Yoshiki Higo, Shinji Kusumoto:
Code Clone Detection on Specialized PDGs with Heuristics. CSMR 2011: 75-84 - [c19]