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The prevalent personalized federated learning (PFL) usually pursues a trade-off between personalization and generalization by maintaining a shared global model to guide the training process of local models. However, the sole global model…

机器学习 · 计算机科学 2022-05-03 Xueyang Tang , Song Guo , Jingcai Guo

Three approaches to implement genetic programming on GPU hardware are compilation, interpretation and direct generation of machine code. The compiled approach is known to have a prohibitive overhead compared to other two. This paper…

神经与进化计算 · 计算机科学 2017-05-23 Hakan Ayral , Songül Albayrak

This paper presents the Anisotropic selection scheme for cellular Genetic Algorithms (cGA). This new scheme allows to enhance diversity and to control the selective pressure which are two important issues in Genetic Algorithms, especially…

神经与进化计算 · 计算机科学 2008-12-18 David Simoncini , Philippe Collard , Sébastien Verel , Manuel Clergue

Mobile sensing plays a crucial role in generating digital traces to understand human daily lives. However, studying behaviours like mood or sleep quality in smartphone users requires carefully designed mobile sensing strategies such as…

人机交互 · 计算机科学 2024-08-23 Nan Gao , Zhuolei Yu , Yue Xu , Chun Yu , Yuntao Wang , Flora D. Salim , Yuanchun Shi

Cellular automata are discrete and computational models thatcan be shown as general models of complexity. They are used in varied applications to derive the generalized behavior of the presented model. In this paper we have took one such…

神经与进化计算 · 计算机科学 2020-05-14 Karan Nayak

The natural interaction between robots and pedestrians in the process of autonomous navigation is crucial for the intelligent development of mobile robots, which requires robots to fully consider social rules and guarantee the psychological…

机器人学 · 计算机科学 2024-04-30 Yao Wang , Yuqi Kong , Wenzheng Chi , Lining Sun

Context-awareness in smart mobile applications is a growing area of study, because of it's intelligence in the applications. In order to build context-aware intelligent applications, mining contextual behavioral rules of individual…

机器学习 · 计算机科学 2018-10-31 Iqbal H. Sarker

Genetic Programming (GP) often uses large training sets and requires all individuals to be evaluated on all training cases during selection. Random down-sampled lexicase selection evaluates individuals on only a random subset of the…

神经与进化计算 · 计算机科学 2024-02-23 Ryan Boldi , Martin Briesch , Dominik Sobania , Alexander Lalejini , Thomas Helmuth , Franz Rothlauf , Charles Ofria , Lee Spector

Mobile phones are quickly becoming the primary source for social, behavioral, and environmental sensing and data collection. Today's smartphones are equipped with increasingly more sensors and accessible data types that enable the…

社会与信息网络 · 计算机科学 2011-11-22 Yaniv Altshuler , Nadav Aharony , Michael Fire , Yuval Elovici , Alex Pentland

In real-time trajectory planning for unmanned vehicles, on-board sensors, radars and other instruments are used to collect information on possible obstacles to be avoided and pathways to be followed. Since, in practice, observations of the…

统计方法学 · 统计学 2013-09-25 Adriano Zanin Zambom , Julian A. A. Collazos , Ronaldo Dias

We present techniques for effective Gaussian process (GP) modelling of multiple short time series. These problems are common when applying GP models independently to each gene in a gene expression time series data set. Such sets typically…

机器学习 · 统计学 2012-10-10 Hande Topa , Antti Honkela

We propose a novel framework that combines deep generative time series models with decision theory for generating personalized treatment strategies. It leverages historical patient trajectory data to jointly learn the generation of…

Generalised planning (GP) refers to the task of synthesising programs that solve families of related planning problems. We introduce a novel, yet simple method for GP: given a set of training problems, for each problem, compute an optimal…

人工智能 · 计算机科学 2025-11-17 Dillon Z. Chen , Till Hofmann , Toryn Q. Klassen , Sheila A. McIlraith

This paper concerns applications of genetic algorithms and genetic programming to tasks for which it is difficult to find a representation that does not map to a highly complex and discontinuous fitness landscape. In such cases the standard…

神经与进化计算 · 计算机科学 2016-05-06 Michal Gregor , Juraj Spalek

Software Testing is a process to identify the quality and reliability of software, which can be achieved through the help of proper test data. However, doing this manually is a difficult task due to the presence of number of predicate nodes…

软件工程 · 计算机科学 2014-01-22 Yeresime Suresh , Santanu Ku. Rath

Data-driven modeling plays an increasingly important role in different areas of engineering. For most of existing methods, such as genetic programming (GP), the convergence speed might be too slow for large scale problems with a large…

最优化与控制 · 数学 2017-06-29 Chen Chen , Changtong Luo , Zonglin Jiang

Maintaining genetic diversity as a means to avoid premature convergence is critical in Genetic Programming. Several approaches have been proposed to achieve this, with some focusing on the mating phase from coupling dissimilar solutions to…

神经与进化计算 · 计算机科学 2023-03-31 José Maria Simões , Nuno Lourenço , Penousal Machado

Stability and protection of the electrical power systems are always of primary concern. Stability can be affected mostly by increase in the load demand. Power grids are overloaded in peak hours so more power generation units are required to…

神经与进化计算 · 计算机科学 2021-11-30 Farhat Iqbal , Shafiq ur Rehman , Khawar Iqbal

Using smartphone apps during crises is well-established, proving critical for efficient crisis response. However, such apps become futile without an Internet connection, which is a common issue during crises. The ongoing 6G standardization…

人机交互 · 计算机科学 2025-06-17 Leon Janzen , Florentin Putz , Marc-André Kaufhold , Kolja Straub , Matthias Hollick

AI is growing increasingly capable of automatically generating user interfaces (GenUI) from user prompts. However, designing GenUI applications that enable users to discover diverse customizations while preserving GenUI's expressiveness…

人机交互 · 计算机科学 2026-01-27 Bryan Min , Peiling Jiang , Zhicheng Huang , Haijun Xia