0% Complete
English
صفحه اصلی
/
یازدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Fast Duplicate Bug Reports Detector Training using Sampling for Dimension Reduction
نویسندگان :
Behzad Soleimani Neysiani
1
Saeed Doostali
2
Seyed Morteza Babamir
3
Zahra Aminoroaya
4
1- دانشگاه کاشان
2- دانشگاه کاشان
3- دانشگاه کاشان
4- موسسه آموزش عالی علامه نائیتی
کلمات کلیدی :
Information Retrieval, Natural Language Processing, Duplicate Detection, Bug Reports, Instance-based Learning, Online Query, Continuous Query, Incremental Learning
چکیده :
Duplicate bug report detection (DBRD) is an excellent problem in software triage systems like Bugzilla. It is vital to update the internal machine learning models of DBRD for real-world usage and continuous query of new bug reports. The training phase of machine learning algorithms is time-consumable and dependent on the volume of the training dataset. Instance-based learning (IbL) is a machine learning algorithm that reduces the number of samples in the training dataset to achieve fast learning for the incremental database. This research introduces a hybrid approach using clustering and straight forward sampling to improve the runtime and validation performance of DBRD. Two bug report datasets of Android and Mozilla Firefox are used to evaluate the proposed approach. The experimental evaluation shows acceptable results and improvement in both runtime and validation performance of DBRD versus traditional approach without IbL.
لیست مقالات
لیست مقالات بایگانی شده
A Novel Approach to Data mining algorithms and IoT based data mining machine learning
Danial Ramezani - Seyed Hossein Siadat
AI-based Message Spam Classification Framework for Secure Autonomous Vehicles Communication
Riya Upadhyay - Mili Virani - Lakshit Pathak - Rajesh Gupta - Sudeep Tanwar - Hossein Shahinzadeh
A Real-Time and Robust Approach for Banknote Recognition
Hani Abdi - Mohammad Javad Parseh
SDN-based Deep Anomaly Detection For Securing Cloud Gaming Servers
Mohammadreza Ghafari - Dr Seyed Mostafa Safavi Hemami
شناسایی حملات فیشینگ با استفاده از الگوریتم عقاب آتشین و شبکه عصبی کانولوشن
علی کوشاری - مهدی فرتاش
A Model-Driven Approach for Automatic Generation of Android Tourism Applications
Sara Adib - Bahman Zamani
بهبود رهگیری در زنجیره تامین با استفاده از فناوری زنجیره بلوکی
سید عماد موسوی - مهرداد آشتیانی
A clonal selection mechanism for load balancing in the cloud computing system
Melika Mosayyebi - Reza Azmi
Violence detection using one-dimensional convolutional networks
Narges Honarjoo - Ali Abdari - Dr Azadeh Mansouri
مدل یادگیری ماشین برای تشخیص تقلب در کارتهای اعتباری با رویکرد بهینهسازی AUC و تنظیم خودکار ابرپارامترها
محمد مهدی متولی
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.2