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We present a method for training multi-label, massively multi-class image classification models, that is faster and more accurate than supervision via a sigmoid cross-entropy loss (logistic regression). Our method consists in embedding…

计算机视觉与模式识别 · 计算机科学 2016-07-20 François Chollet

We present Gram2Vec, a grammatical style embedding system that embeds documents into a higher dimensional space by extracting the normalized relative frequencies of grammatical features present in the text. Compared to neural approaches,…

计算与语言 · 计算机科学 2025-11-27 Peter Zeng , Hannah Stortz , Eric Sclafani , Alina Shabaeva , Maria Elizabeth Garza , Daniel Greeson , Owen Rambow

We propose a computationally light method for estimating similarities between text documents, which we call the density similarity (DS) method. The method is based on a word embedding in a high-dimensional Euclidean space and on kernel…

计算与语言 · 计算机科学 2020-09-03 Ilia Rushkin

A major computational burden, while performing document clustering, is the calculation of similarity measure between a pair of documents. Similarity measure is a function that assign a real number between 0 and 1 to a pair of documents,…

信息检索 · 计算机科学 2012-08-20 Muhammad Rafi , Sundus Hassan , Mohammad Shahid Shaikh

Forgery operations on video contents are nowadays within the reach of anyone, thanks to the availability of powerful and user-friendly editing software. Integrity verification and authentication of videos represent a major interest in both…

计算机视觉与模式识别 · 计算机科学 2021-06-04 Sebastiano Verde , Paolo Bestagini , Simone Milani , Giancarlo Calvagno , Stefano Tubaro

Information Retrieval (IR) plays a pivotal role in diverse Software Engineering (SE) tasks, e.g., bug localization and triaging, code retrieval, requirements analysis, etc. The choice of similarity measure is the core component of an IR…

软件工程 · 计算机科学 2018-08-10 Md Masudur Rahman , Saikat Chakraborty , Gail Kaiser , Baishakhi Ray

There is a wide variety of music similarity detection algorithms, while discussions about music plagiarism in the real world are often based on audience perceptions. Therefore, we aim to conduct a study to examine the key criteria of human…

声音 · 计算机科学 2026-01-07 Daeun Hwang , Hyeonbin Hwang

Paraphrase detection is important for a number of applications, including plagiarism detection, authorship attribution, question answering, text summarization, text mining in general, etc. In this paper, we give a performance overview of…

计算与语言 · 计算机科学 2021-06-02 Tedo Vrbanec , Ana Mestrovic

This paper presents a modified neural model for topic detection from a corpus and proposes a new metric to evaluate the detected topics. The new model builds upon the embedded topic model incorporating some modifications such as document…

计算与语言 · 计算机科学 2023-06-09 Tomoya Kitano , Yuto Miyatake , Daisuke Furihata

Unsupervised anomaly detection aims to identify anomalous samples from highly complex and unstructured data, which is pervasive in both fundamental research and industrial applications. However, most existing methods neglect the complex…

机器学习 · 计算机科学 2020-10-20 Haoyi Fan , Fengbin Zhang , Ruidong Wang , Liang Xi , Zuoyong Li

Discrminative trackers, employ a classification approach to separate the target from its background. To cope with variations of the target shape and appearance, the classifier is updated online with different samples of the target and the…

计算机视觉与模式识别 · 计算机科学 2017-04-04 Kourosh Meshgi , Shigeyuki Oba , Shin Ishii

Similarity, or clone, detection has important applications in copyright violation, software theft, code search, and the detection of malicious components. There is now a good number of open source and proprietary clone detectors for…

编程语言 · 计算机科学 2023-02-21 Farima Farmahinifarahani , Cristina V. Lopes

This paper is concerned with paraphrase detection. The ability to detect similar sentences written in natural language is crucial for several applications, such as text mining, text summarization, plagiarism detection, authorship…

信息检索 · 计算机科学 2018-07-18 Basant Agarwal , Heri Ramampiaro , Helge Langseth , Massimiliano Ruocco

We examine a number of methods to compute a dense vector embedding for a document in a corpus, given a set of word vectors such as those from word2vec or GloVe. We describe two methods that can improve upon a simple weighted sum, that are…

计算与语言 · 计算机科学 2019-02-27 Craig W. Schmidt

Measuring similarity between complex objects is a fundamental task in many scientific fields. When objects are represented as graphs, graph similarity/distance measures offer a powerful framework for quantifying structural resemblance.…

Deep learning methods have been increasingly applied to computational linguistics to uncover patterns in text data. This study investigates author-specific word class distributions using part-of-speech (POS) tagging and bigram analysis. By…

计算与语言 · 计算机科学 2025-01-20 Patrick Krauss , Achim Schilling

We introduce DocSCAN, a completely unsupervised text classification approach using Semantic Clustering by Adopting Nearest-Neighbors (SCAN). For each document, we obtain semantically informative vectors from a large pre-trained language…

计算与语言 · 计算机科学 2022-10-05 Dominik Stammbach , Elliott Ash

The CL-SciSumm 2016 shared task introduced an interesting problem: given a document D and a piece of text that cites D, how do we identify the text spans of D being referenced by the piece of text? The shared task provided the first…

计算与语言 · 计算机科学 2017-08-11 Luis Moraes , Shahryar Baki , Rakesh Verma , Daniel Lee

Vector similarity measures play a fundamental role in various fields, including machine learning, natural language processing, information retrieval, and data mining. These measures quantify the closeness between two vectors in a…

综合数学 · 数学 2025-05-01 Abeeb A. Awotunde

Visually similar characters, or homoglyphs, can be used to perform social engineering attacks or to evade spam and plagiarism detectors. It is thus important to understand the capabilities of an attacker to identify homoglyphs --…

密码学与安全 · 计算机科学 2020-12-23 Perry Deng , Cooper Linsky , Matthew Wright