Improving the quality of generative models through Smirnov transformation
نویسندگان
چکیده
Solving the convergence issues of Generative Adversarial Networks (GANs) is one most outstanding problems in generative models. In this work, we propose a novel activation function to be used as output generator agent. This based on Smirnov probabilistic transformation and it specifically designed improve quality generated data. sharp contrast previous works, our provides more general approach that deals not only with replication categorical variables but any type data distribution (continuous or discrete). Moreover, derivable therefore, can seamlessly integrated backpropagation computations during GAN training processes. To validate approach, firstly evaluate proposal two different sets: a) an artificially rendered set containing mixture discrete continuous variables, b) real flow-based network traffic both normal connections cryptomining attacks. addition, three publicly available sets were added evaluation generalize obtained results. fidelity data, analyze their results terms measures statistical nature regarding use these synthetic feed nested machine learning-based classifier. The experimental evince clear outperformance Wasserstein (WGAN) tuned new respect naïve mean-based standard WGAN. allows fully substitute for classifier without significant fall accuracy.
منابع مشابه
Improving image generative models with human interactions
GANs provide a framework for training generative models which mimic a data distribution. However, in many cases we wish to train these generative models to optimize some auxiliary objective function within the data it generates, such as making more aesthetically pleasing images. In some cases, these objective functions are difficult to evaluate, e.g. they may require human interaction. Here, we...
متن کاملthe investigation of the relationship between type a and type b personalities and quality of translation
چکیده ندارد.
Improving the Quality of Urban Spaces through Image Processing, Case Study: 17th-Shahrivar Street of Tehran
متن کامل
modification of nanoclay for improving the physico-mechanical properties of dental adhesives
هدف اصلی این مطالعه تهیه یک سامانه نوین چسب عاجی دندانی بر پایه نانورس پیوند شده با پلی متاکریلیک اسید، نانورس پیوند شده با پلی اکریلیک اسید، مخلوط نانوسیلیکا و نانورس پیوند شده با پلی متاکریلیک اسید، مخلوط نانوسیلیکا و نانورس پیوند شده با پلی اکریلیک اسید و نانورس پیوند شده با کیتوسان اصلاح شده با گلایسیدیل متاکریلات است. پیوند پلی متاکریلیک اسید و پلی اکریلیک اسید بر ری سطح نانورس در حضور و ...
on the relationship between using discourse markers and the quality of expository and argumentative academic writing of iranian english majors
the aim of the present study was to investigate the frequency and the type of discourse markers used in the argumentative and expository writings of iranian efl learners and the differences between these text features in the two essay genres. the study also aimed at examining the influence of the use of discourse markers on the participants’ writing quality. to this end the discourse markers us...
15 صفحه اولذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Information Sciences
سال: 2022
ISSN: ['0020-0255', '1872-6291']
DOI: https://doi.org/10.1016/j.ins.2022.07.066