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Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler of its great success is the availability of abundant and high-quality data for building machine learning models. Recently, the role of data in…

机器学习 · 计算机科学 2023-06-13 Daochen Zha , Zaid Pervaiz Bhat , Kwei-Herng Lai , Fan Yang , Zhimeng Jiang , Shaochen Zhong , Xia Hu

In this paper, we survey some recent results on the Artin conjecture and discuss some aspects for the Artin conjecture.

历史与综述 · 数学 2007-05-23 Jae-Hyun Yang

The goal of confidence-set learning in the binary classification setting is to construct two sets, each with a specific probability guarantee to cover a class. An observation outside the overlap of the two sets is deemed to be from one of…

机器学习 · 统计学 2018-10-01 Wenbo Wang , Xingye Qiao

This is a biased survey for the Johnson homomorphisms of the automorphism groups of free groups. We just exposit some well known facts and recent developments for the Johnson homomorphisms and its related topics.

代数拓扑 · 数学 2013-06-11 Takao Satoh

The emergence and popularization of online social networks suddenly made available a large amount of data from social organization, interaction and human behavior. All this information opens new perspectives and challenges to the study of…

社会与信息网络 · 计算机科学 2016-04-05 David Burth Kurka , Alan Godoy , Fernando J. Von Zuben

In this article, we investigate the image and preimage of the important combinatorial sets such as central sets, $C$-sets, and $J_\delta$-sets which play an important role in the study of combinatorics under certain partial semigroup…

组合数学 · 数学 2019-08-21 Arpita Ghosh

Network embedding assigns nodes in a network to low-dimensional representations and effectively preserves the network structure. Recently, a significant amount of progresses have been made toward this emerging network analysis paradigm. In…

社会与信息网络 · 计算机科学 2017-11-27 Peng Cui , Xiao Wang , Jian Pei , Wenwu Zhu

Matching, capturing allocation of items to unit-demand buyers, or tasks to workers, or pairs of collaborators, is a central problem in economics. Indeed, the growing prevalence of matching-based markets, many of which online in nature, has…

数据结构与算法 · 计算机科学 2024-07-09 Zhiyi Huang , Zhihao Gavin Tang , David Wajc

The objectives of this paper are to explore ways to analyze breast cancer dataset in the context of unsupervised learning without prior training model. The paper investigates different ways of clustering techniques as well as preprocessing.…

机器学习 · 计算机科学 2021-09-06 Somenath Chakraborty , Beddhu Murali

Query-based text summarization is an important real world problem that requires to condense the prolix text data into a summary under the guidance of the query information provided by users. The topic has been studied for a long time and…

信息检索 · 计算机科学 2024-10-08 Hang Yu , Jiawei Han

The main results of this paper are generalizations some classical theorems about transversals for families of finite sets to some cases of families of infinite sets.

组合数学 · 数学 2020-08-10 G. R. Chelnokov , V. L. Dol'nikov

This survey is on recent advancements in the intersection of physical modeling and machine learning. We focus on the modeling of nonlinear systems which are closer to electric motors. Survey on motor control and fault detection in operation…

机器学习 · 计算机科学 2020-09-29 Sagar Verma

The goal of this paper is to review the advances that were made during the last few decades in the study of the entropy, and in particular the entropy method, for Kac's many particle system.

偏微分方程分析 · 数学 2023-06-21 Amit Einav

Machines whose main purpose is to permute and sort data are studied. The sets of permutations that can arise are analysed by means of finite automata and avoided pattern techniques. Conditions are given for these sets being enumerated by…

组合数学 · 数学 2007-05-23 M. Albert , M. D. Atkinson , N. Ruskuc

In this paper, a survey about recent progress on problems solved using graph amalgamations is presented, along with some new results with complete proofs, and some related open problems.

组合数学 · 数学 2017-10-12 Amin Bahmanian , Chris Rodger

In real-world recognition/classification tasks, limited by various objective factors, it is usually difficult to collect training samples to exhaust all classes when training a recognizer or classifier. A more realistic scenario is open set…

机器学习 · 计算机科学 2020-03-24 Chuanxing Geng , Sheng-jun Huang , Songcan Chen

Multimodal sentiment analysis has become an important research area in the field of artificial intelligence. With the latest advances in deep learning, this technology has reached new heights. It has great potential for both application and…

计算与语言 · 计算机科学 2023-07-06 Songning Lai , Xifeng Hu , Haoxuan Xu , Zhaoxia Ren , Zhi Liu

Research publication requires public datasets. In recommender systems, some datasets are largely used to compare algorithms against a --supposedly-- common benchmark. Problem: for various reasons, these datasets are heavily preprocessed,…

信息检索 · 计算机科学 2019-09-30 Anne-Marie Tousch

This article is a brief introduction to the rapidly evolving field of many-body localization. Rather than giving an in-depth review of the subject, our aspiration here is simply to introduce the problem and its general context, outlining a…

无序系统与神经网络 · 物理学 2017-08-02 Dmitry A. Abanin , Zlatko Papić

This article surveys the mathematics of the cut and project method as applied to point sets, called here {\em model sets}. It covers the geometric, arithmetic, and analytical sides of this theory as well as diffraction and the connection…

度量几何 · 数学 2007-05-23 Robert V. Moody