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In this paper, we investigate the use of the deep learning method for solving a well-known NP-hard single machine scheduling problem with the objective of minimizing the total tardiness. We propose a deep neural network that acts as a…

最优化与控制 · 数学 2024-02-28 Michal Bouška , Přemysl Šůcha , Antonín Novák , Zdeněk Hanzálek

We present an end-to-end framework for the Assignment Problem with multiple tasks mapped to a group of workers, using reinforcement learning while preserving many constraints. Tasks and workers have time constraints and there is a cost…

人工智能 · 计算机科学 2021-06-08 Sharmin Pathan , Vyom Shrivastava

Group formation itself a perplexing process. Over the decade of time education and others disciple has improved imminently but optimal group formation in educational system is still struggling. Our research focus on to create optimal group…

计算机与社会 · 计算机科学 2021-05-18 Mahbub Hasan , Al-Emran

Curriculum design is a fundamental component of education. For example, when we learn mathematics at school, we build upon our knowledge of addition to learn multiplication. These and other concepts must be mastered before our first algebra…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Parantak Singh , You Li , Ankur Sikarwar , Weixian Lei , Daniel Gao , Morgan Bruce Talbot , Ying Sun , Mike Zheng Shou , Gabriel Kreiman , Mengmi Zhang

A teacher's knowledge base consists of knowledge of mathematics content, knowledge of student epistemology, and pedagogical knowledge. It has severe implications on the understanding of student's knowledge of content, and the learning…

人工智能 · 计算机科学 2024-04-17 A Mani

Personnel scheduling problems have received considerable academic attention due to their relevance in various real-world applications. These problems involve preparing feasible schedules for an organization's employees and often account for…

数据结构与算法 · 计算机科学 2025-09-03 Fabien Nießen , Paul Paschmanns

We study a public event scheduling problem, where multiple public events are scheduled to coordinate the availability of multiple agents. The availability of each agent is determined by solving a separate flexible interval job scheduling…

数据结构与算法 · 计算机科学 2024-04-19 Bo Li , Lijun Li , Minming Li , Ruilong Zhang

As machine learning techniques become ubiquitous, the efficiency of neural network implementations is becoming correspondingly paramount. Frameworks, such as Halide and TVM, separate out the algorithmic representation of the network from…

机器学习 · 计算机科学 2020-12-01 Benoit Steiner , Chris Cummins , Horace He , Hugh Leather

Teaching plays a very important role in our society, by spreading human knowledge and educating our next generations. A good teacher will select appropriate teaching materials, impact suitable methodologies, and set up targeted…

机器学习 · 计算机科学 2018-05-11 Yang Fan , Fei Tian , Tao Qin , Xiang-Yang Li , Tie-Yan Liu

How can instructors facilitate spreading out the work in a software engineering or computer science capstone course across time and among team members? Currently teams often compromise the quality of their learning experience by frantically…

软件工程 · 计算机科学 2024-10-17 Spencer Smith , Christopher William Schankula , Lucas Dutton , Christopher Kumar Anand

We consider a wireless network with a set of transmitter-receiver pairs, or links, that share a common channel, and address the problem of emptying finite traffic volume from the transmitters in minimum time. This, so called, minimum-time…

网络与互联网体系结构 · 计算机科学 2016-11-18 Qing He , Vangelis Angelakis , Anthony Ephremides , Di Yuan

We consider the classical online scheduling problem P||C_{max} in which jobs are released over list and provide a nearly optimal online algorithm. More precisely, an online algorithm whose competitive ratio is at most (1+\epsilon) times…

数据结构与算法 · 计算机科学 2013-02-19 Lin Chen , Deshi Ye , Guochuan Zhang

The individualization of learning contents based on digital technologies promises large individual and social benefits. However, it remains an open question how this individualization can be implemented. To tackle this question we conduct a…

机器学习 · 计算机科学 2024-07-29 Tim Klausmann , Marius Köppel , Daniel Schunk , Isabell Zipperle

A central challenge in quantum information science and technology is achieving real-time estimation and feedforward control of quantum systems. This challenge is compounded by the inherent inhomogeneity of quantum resources, such as qubit…

机器学习 · 计算机科学 2024-05-28 Linsen Li , Pratyush Anand , Kaiming He , Dirk Englund

We propose ScheduleNet, a RL-based real-time scheduler, that can solve various types of multi-agent scheduling problems. We formulate these problems as a semi-MDP with episodic reward (makespan) and learn ScheduleNet, a decentralized…

机器学习 · 计算机科学 2021-06-08 Junyoung Park , Sanjar Bakhtiyar , Jinkyoo Park

Scheduling plays an important role in automated production. Its impact can be found in various fields such as the manufacturing industry, the service industry and the technology industry. A scheduling problem (NP-hard) is a task of finding…

人工智能 · 计算机科学 2022-10-10 Hongjian Zhou , Boyang Gu , Chenghao Jin

We study the problem of learning to partition users into groups, where one must learn the compatibilities between the users to achieve optimal groupings. We define four natural objectives that optimize for average and worst case…

机器学习 · 计算机科学 2017-03-24 Arun Rajkumar , Koyel Mukherjee , Theja Tulabandhula

Time plays an integral role in the realm of e-learning modules. plaimi previously described a canvas for composing e-learning modules. By transitivity, time needs to play an integral role in this canvas. This paper investigates some of the…

计算机与社会 · 计算机科学 2016-03-16 Alexander Berntsen

Federated Learning (FL) has opened the opportunity for collaboratively training machine learning models on heterogeneous mobile or Edge devices while keeping local data private.With an increase in its adoption, a growing concern is related…

机器学习 · 计算机科学 2022-09-15 Laércio Lima Pilla

In an organization, tasks called projects that require several skills, are generally assigned to teams rather than individuals. The problem of choosing a right team for a given task with minimal communication cost is known as team formation…

社会与信息网络 · 计算机科学 2020-08-26 Ramesh Bobby Addanki , Durga Bhavani S