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Multi-task feature learning aims to identity the shared features among tasks to improve generalization. It has been shown that by minimizing non-convex learning models, a better solution than the convex alternatives can be obtained.…

机器学习 · 计算机科学 2015-06-03 Yaru Fan , Yilun Wang

Energy efficiency can have a significant influence on user experience of mobile devices such as smartphones and tablets. Although energy is consumed by hardware, software optimization plays an important role in saving energy, and thus…

软件工程 · 计算机科学 2016-08-19 Xueliang Li , John P. Gallagher

Seamless model based development aims to use models during all phases of the development process of a system. During the development process in a component-based approach, components of a system are described at qualitatively differing…

软件工程 · 计算机科学 2012-02-29 Jan Olaf Blech , Dongyue Mou , Daniel Ratiu

Recommendation systems (RecSys) are designed to connect users with relevant items from a vast pool of candidates while aligning with the business goals of the platform. A typical industrial RecSys is composed of two main stages, retrieval…

信息检索 · 计算机科学 2024-12-19 Chi Liu , Jiangxia Cao , Rui Huang , Kuo Cai , Weifeng Ding , Qiang Luo , Kun Gai , Guorui Zhou

Participation factors (PFs) quantify the interaction between system modes and state variables, and they play a crucial role in various applications such as modal analysis, model reduction, and control design. With increasing system…

系统与控制 · 电气工程与系统科学 2025-09-12 Mahsa Sajjadi , Kaiyang Huang , Kai Sun

[Background] Refactoring has matured over the past twenty years to become part of a developer's toolkit. However, many fundamental research questions still remain largely unexplored. [Aim] The goal of this paper is to investigate the…

软件工程 · 计算机科学 2019-08-06 Steve Counsell , Mahir Arzoky , Giuseppe Destefanis , Davide Taibi

The fault tolerance method currently used in High Performance Computing (HPC) is the rollback-recovery method by using checkpoints. This, like any other fault tolerance method, adds an additional energy consumption to that of the execution…

分布式、并行与集群计算 · 计算机科学 2024-09-05 Marina Moran , Javier Balladini , Dolores Rexachs , Emilio Luque

This paper explores the relationship between C++ templates and partial evaluation. Templates were designed to support generic programming, but unintentionally provided the ability to perform compile-time computations and code generation.…

编程语言 · 计算机科学 2007-05-23 Todd L. Veldhuizen

[Context] Open Source Software (OSS) is nowadays used and integrated in most of the commercial products. However, the selection of OSS projects for integration is not a simple process, mainly due to a of lack of clear selection models and…

软件工程 · 计算机科学 2022-02-07 Xiaozhou Li , Sergio Moreschini , Zheying Zhang , Davide Taibi

Sequential recommendations (SR) with transformer-based architectures are widely adopted in real-world applications, where SR models require frequent retraining to adapt to ever-changing user preferences. However, training transformer-based…

Label distribution learning (LDL) requires the learner to predict the degree of correlation between each sample and each label. To achieve this, a crucial task during learning is to leverage the correlation among labels. Deep Forest (DF) is…

机器学习 · 计算机科学 2026-02-09 Jia-Le Xu , Shen-Huan Lyu , Yu-Nian Wang , Ning Chen , Zhihao Qu , Bin Tang , Baoliu Ye

In this work we present a novel item recommendation approach that aims at improving Collaborative Filtering (CF) in social tagging systems using the information about tags and time. Our algorithm follows a two-step approach, where in the…

信息检索 · 计算机科学 2014-07-01 Emanuel Lacic , Dominik Kowald , Paul Seitlinger , Christoph Trattner , Denis Parra

A critical issue faced by open-source software projects is the risk of key personnel leaving the project. This risk is exacerbated in large projects that have been under development for a long time and experienced growth in their…

软件工程 · 计算机科学 2024-01-09 Aliza Lisan , Boyana Norris

Parameter sweeping is a widely used algorithmic technique in computational science. It is specially suited for high-throughput computing since the jobs evaluating the parameter space are loosely coupled or independent. A tool that…

分布式、并行与集群计算 · 计算机科学 2015-05-18 Alejandro Lorca , Eduardo Huedo , Ignacio M. Llorente

Background: Classifications in meta-research enable researchers to cope with an increasing body of scientific knowledge. They provide a framework for, e.g., distinguishing methods, reports, reproducibility, and evaluation in a knowledge…

软件工程 · 计算机科学 2022-09-22 Angelika Kaplan , Thomas Kühn , Ralf Reussner

Crystal structure prediction (CSP) is now increasingly used in discovering novel materials with applications in diverse industries. However, despite decades of developments and significant progress in this area, there lacks a set of…

Maintenance of existing software requires a large amount of time for comprehending the source code. The architecture of a software, however, may not be clear to maintainers if up to date documentations are not available. Software clustering…

软件工程 · 计算机科学 2021-10-05 Alvin Jian Jia Tan , Chun Yong Chong , Aldeida Aleti

As scientific applications extend to the simulation of more and more complex systems, they involve an increasing number of abstraction levels, at each of which errors can emerge and across which they can propagate; tools for correctness…

软件工程 · 计算机科学 2011-01-18 Eloisa Bentivegna , Gabrielle Allen , Oleg Korobkin , Erik Schnetter

Nowadays, systems containing components based on machine learning (ML) methods are becoming more widespread. In order to ensure the intended behavior of a software system, there are standards that define necessary quality aspects of the…

Recourse generators provide actionable insights, often through feature-based counterfactual explanations (CFEs), to help negatively classified individuals understand how to adjust their input features to achieve a positive classification.…

机器学习 · 计算机科学 2025-06-04 Keziah Naggita , Matthew R. Walter , Avrim Blum
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