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This thesis studies advanced probabilistic models, including both their theoretical foundations and practical applications, for different semi-supervised learning (SSL) tasks. The proposed probabilistic methods are able to improve the…

机器学习 · 计算机科学 2024-04-08 Jianfeng Wang

This Work-In-Progress Paper for the Innovative Practice Category presents a novel experiment in active learning of cybersecurity. We introduced a new workshop on hacking for an existing science-popularizing program at our university. The…

计算机与社会 · 计算机科学 2019-03-12 Valdemar Švábenský , Jan Vykopal

This manuscript is an edited and refined version of the lecture script for a one-semester graduate course given originally at the PhD school in the Institute of Physics of Polish Academy of Sciences in the Spring/Summer semester of 2022.…

量子物理 · 物理学 2023-04-19 Piotr Szańkowski

This chapter introduces statistical methods used in the analysis of social networks and in the rapidly evolving parallel-field of network science. Although several instances of social network analysis in health services research have…

物理与社会 · 物理学 2014-04-02 A. James O'Malley , Jukka-Pekka Onnela

Robotics, automation, and related Artificial Intelligence (AI) systems have become pervasive bringing in concerns related to security, safety, accuracy, and trust. With growing dependency on physical robots that work in close proximity to…

密码学与安全 · 计算机科学 2023-02-17 Sudip Mittal , Jingdao Chen

Over the past two decades the field of computational science and engineering (CSE) has penetrated both basic and applied research in academia, industry, and laboratories to advance discovery, optimize systems, support decision-makers, and…

The digital transformation has created a new digital space known as cyberspace. This new cyberspace has improved the workings of businesses, organizations, governments, society as a whole, and day to day life of an individual. With these…

密码学与安全 · 计算机科学 2024-03-05 Shahid Alam

Many have argued that statistics students need additional facility to express statistical computations. By introducing students to commonplace tools for data management, visualization, and reproducible analysis in data science and applying…

统计计算 · 统计学 2020-07-21 Nicholas J. Horton , Benjamin S. Baumer , Hadley Wickham

Data science is an emerging interdisciplinary field that combines elements of mathematics, statistics, computer science, and knowledge in a particular application domain for the purpose of extracting meaningful information from the…

其他统计学 · 统计学 2015-03-20 Ben Baumer

As Large Language Models (LLMs) continue to advance in understanding and generating long sequences, new safety concerns have been introduced through the long context. However, the safety of LLMs in long-context tasks remains under-explored,…

计算与语言 · 计算机科学 2025-02-25 Yida Lu , Jiale Cheng , Zhexin Zhang , Shiyao Cui , Cunxiang Wang , Xiaotao Gu , Yuxiao Dong , Jie Tang , Hongning Wang , Minlie Huang

Except for the traditional threat that candidates may want to cheat, exams have historically not been seen as a serious security problem. That threat is routinely thwarted by having invigilators ensure that candidates do not misbehave…

密码学与安全 · 计算机科学 2015-12-16 Rosario Giustolisi

The unprecedented growth in the availability of data of all types and qualities and the emergence of the field of data science has provided an impetus to finally realizing the implementation of the full breadth of the Nolan and Temple Lang…

计算机与社会 · 计算机科学 2020-10-15 Wesley Burr , Fanny Chevalier , Christopher Collins , Alison L Gibbs , Raymond Ng , Chris Wild

These are notes from elementary lectures given in the summer of 2013 at the YMSC center at Tsinghua University in Beijing.

动力系统 · 数学 2016-06-01 John Erik Fornæss

In this book, the authors introduce the notion of set codes, set bicodes and set n-codes. These are the most generalized notions of semigroup n-codes and group n-codes. Several types of set n-codes are defined. Several examples are given to…

综合数学 · 数学 2008-12-31 WB Vasantha Kandasamy , Florentin Smarandache

Courses on the mathematics of gambling have been offered by a number of colleges and universities, and for a number of reasons. In the past 15 years, at least seven potential textbooks for such a course have been published. In this article…

历史与综述 · 数学 2020-02-24 Stewart N. Ethier , Fred M. Hoppe

This Innovative Practice full paper describes a technical innovation for scalable teaching of cybersecurity hands-on classes using interactive learning environments. Hands-on experience significantly improves the practical skills of…

计算机与社会 · 计算机科学 2022-01-06 Jan Vykopal , Pavel Čeleda , Pavel Seda , Valdemar Švábenský , Daniel Tovarňák

Several technologies are emerging that provide new ways to capture, store, present and use knowledge. This book is the first to provide a comprehensive introduction to five of the most important of these technologies: Knowledge Engineering,…

计算机与社会 · 计算机科学 2008-02-27 Nick Milton

Wireless Sensor Networks (WSNs) are a new technology that has received a substantial attention from several academic research fields in the last years. There are many applications of WSNs, including environmental monitoring, industrial…

计算机与社会 · 计算机科学 2013-10-10 Carlo Fischione

This paper addresses the problem of maintaining safety during training in Reinforcement Learning (RL), such that the safety constraint violations are bounded at any point during learning. In a variety of RL applications the safety of the…

机器学习 · 计算机科学 2023-12-19 Rohan Mitta , Hosein Hasanbeig , Jun Wang , Daniel Kroening , Yiannis Kantaros , Alessandro Abate

I developed the lecture notes based on my ``Linear Model'' course at the University of California, Berkeley over the past ten years. This book provides an intermediate-level introduction to the linear model. It balances rigorous proofs and…

统计方法学 · 统计学 2025-06-23 Peng Ding