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Feature selection, as a critical pre-processing step for machine learning, aims at determining representative predictors from a high-dimensional feature space dataset to improve the prediction accuracy. However, the increase in feature…

机器学习 · 统计学 2020-11-16 Fatemeh Amini , Guiping Hu

Field Programmable Gate Arrays (FPGAs) play a crucial role in Electronic Design Automation (EDA) applications, which have been widely used in safety-critical environments, including aerospace, chip manufacturing, and medical devices. A…

软件工程 · 计算机科学 2025-09-24 Zhihao Xu , Shikai Guo , Guilin Zhao , Siwen Wang , Qian Ma , Hui Li , Furui Zhan

Fault detection methods have their pros and cons. Thus, it is possible that some methods can complement each other and offer consequently better diagnostic systems. The integration of various characteristics is a way to develop "hybrid"…

系统与控制 · 计算机科学 2012-03-27 Imtiez fliss , Moncef Tagina

This paper proposes a robust design of Hybrid Fuzzy Controller for speed and steering angle control in an Intelligent Autonomous Parking System (IAPS). The Hybrid Fuzzy Controller consists of a Base Fuzzy Controller (BFC) and a Supervisory…

系统与控制 · 电气工程与系统科学 2019-12-17 Yu Wang , Xiaoxi Zhu

A high-dimensional and incomplete (HDI) matrix can describe the complex interactions among numerous nodes in various big data-related applications. A stochastic gradient descent (SGD)-based latent factor analysis (LFA) model is remarkably…

系统与控制 · 电气工程与系统科学 2023-03-08 Li Jinli , Yuan Ye

In this paper, a new self-organizing fuzzy neural network model is presented which is able to learn and reproduce different sequences accurately. Sequence learning is important in performing skillful tasks, such as writing and playing…

神经与进化计算 · 计算机科学 2022-02-08 Armin Salimi-Badr , Mohammad Mehdi Ebadzadeh

This paper addresses the challenges faced by algorithms, such as the Firefly Algorithm (FA) and the Genetic Algorithm (GA), in constrained optimization problems. While both algorithms perform well for unconstrained problems, their…

神经与进化计算 · 计算机科学 2025-01-28 Aswathi Malanthara , Ishaan R Kale

Fuzzing is a commonly used technique designed to test software by automatically crafting program inputs. Currently, the most successful fuzzing algorithms emphasize simple, low-overhead strategies with the ability to efficiently monitor…

软件工程 · 计算机科学 2018-07-20 William Drozd , Michael D. Wagner

Correctness and robustness are essential for logic synthesis applications, but they are often only tested with a limited set of benchmarks. Moreover, when the application fails on a large benchmark, the debugging process may be tedious and…

软件工程 · 计算机科学 2022-07-28 Siang-Yun Lee , Heinz Riener , Giovanni De Micheli

... This paper is to describe exploratory research on the design of a modular autonomous mobile robot controller. The controller incorporates a fuzzy logic [8] [9] approach for steering and speed control [37], a FL approach for ultrasound…

机器人学 · 计算机科学 2010-04-13 Shailja Shukla , Mukesh Tiwari

We re-examine a practical aspect of combinatorial fuzzy problems of various types, including search, counting, optimization, and decision problems. We are focused only on those fuzzy problems that take series of fuzzy input objects and…

人工智能 · 计算机科学 2016-11-17 Tomoyuki Yamakami

Collocations are important for many tasks of Natural language processing such as information retrieval, machine translation, computational lexicography etc. So far many statistical methods have been used for collocation extraction. Almost…

计算与语言 · 计算机科学 2008-11-11 Raj Kishor Bisht , H. S. Dhami

In this paper we propose the first effective genetic algorithm (GA)-based jigsaw puzzle solver. We introduce a novel crossover procedure that merges two "parent" solutions to an improved "child" configuration by detecting, extracting, and…

计算机视觉与模式识别 · 计算机科学 2017-11-21 Dror Sholomon , Eli David , Nathan S. Netanyahu

We present FuSeBMC-AI, a test generation tool grounded in machine learning techniques. FuSeBMC-AI extracts various features from the program and employs support vector machine and neural network models to predict a hybrid approach optimal…

密码学与安全 · 计算机科学 2024-04-10 Kaled M. Alshmrany , Mohannad Aldughaim , Chenfeng Wei , Tom Sweet , Richard Allmendinger , Lucas C. Cordeiro

Aiming to generate easy-to-handle assembly sequences for robotic assembly, this study tackles assembly sequence generation by considering two tradeoff objectives: (1) insertion conditions and (2) degrees of constraints among assembled…

机器人学 · 计算机科学 2021-11-18 Takuya Kiyokawa , Jun Takamatsu , Tsukasa Ogasawara

In this paper, an online task scheduling and mapping method based on a fuzzy neural network (FNN) learned by an evolutionary multi-objective algorithm (NSGA-II) to jointly optimize the main design challenges of heterogeneous MPSoCs is…

分布式、并行与集群计算 · 计算机科学 2023-08-08 Athena Abdi , Armin Salimi-Badr

In order to gather information more efficiently, wireless sensor networks (WSNs) are partitioned into clusters. Most proposed clustering algorithms do not consider the location of the base station. This situation causes hot spot problems in…

网络与互联网体系结构 · 计算机科学 2013-01-08 vaibhav Godbole

The increasing complexity of fog computing environments calls for efficient resource optimization techniques. In this paper, we propose and evaluate three distributed designs of a genetic algorithm (GA) for resource optimization in fog…

神经与进化计算 · 计算机科学 2024-06-17 Carlos Guerrero , Isaac Lera , Carlos Juiz

Determinization of fuzzy finite automata is understood here as a procedure of their conversion into equivalent crisp-deterministic fuzzy automata, which can be viewed as being deterministic with possibly infinitely many states, but with…

形式语言与自动机理论 · 计算机科学 2014-12-17 Ivana Micić , Zorana Jančić , Jelena Ignjatović , Miroslav Ćirić

Federated learning (FL) triggers intra-client and inter-client class imbalance, with the latter compared to the former leading to biased client updates and thus deteriorating the distributed models. Such a bias is exacerbated during the…

机器学习 · 计算机科学 2024-12-24 Chenguang Xiao , Zheming Zuo , Shuo Wang