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Recommendation engines suggest content, products, or services to the user by using machine learning algorithms. This paper proposes a content-based recommendation engine that provides personalized video suggestions based on users' previous…

信息检索 · 计算机科学 2026-01-01 Puskal Khadka , Prabhav Lamichhane

Recently, some studies have shown that text classification tasks are vulnerable to poisoning and evasion attacks. However, little work has investigated attacks against decision making algorithms that use text embeddings, and their output is…

计算与语言 · 计算机科学 2022-01-11 Anahita Samadi , Debapriya Banerjee , Shirin Nilizadeh

Text Classification is the process of categorizing text into the relevant categories and its algorithms are at the core of many Natural Language Processing (NLP). Term Frequency-Inverse Document Frequency (TF-IDF) and NLP are the most…

计算与语言 · 计算机科学 2023-08-09 Mamata Das , Selvakumar K. , P. J. A. Alphonse

With the rapid growth of Text sentiment analysis, the demand for automatic classification of electronic documents has increased by leaps and bound. The paradigm of text classification or text mining has been the subject of many research…

计算与语言 · 计算机科学 2018-06-19 Bijoyan Das , Sarit Chakraborty

With the recent advancements in information technology there has been a huge surge in amount of data available. But information retrieval technology has not been able to keep up with this pace of information generation resulting in over…

计算与语言 · 计算机科学 2017-10-24 Nishant Nikhil , Muktabh Mayank Srivastava

Text classification is the process of classifying documents into predefined categories based on their content. It is the automated assignment of natural language texts to predefined categories. Text classification is the primary requirement…

信息检索 · 计算机科学 2010-09-28 S. M. Kamruzzaman , Farhana Haider , Ahmed Ryadh Hasan

As the core technique of online recruitment platforms, person-job fit can improve hiring efficiency by accurately matching job positions with qualified candidates. However, existing studies mainly focus on the recommendation scenario, while…

信息检索 · 计算机科学 2022-03-29 Yupeng Hou , Xingyu Pan , Wayne Xin Zhao , Shuqing Bian , Yang Song , Tao Zhang , Ji-Rong Wen

Nowadays, according to the increasingly increasing information, the importance of its presentation is also increasing. The internet has become one of the main sources of information for users and their favorite topics. It also provides…

信息检索 · 计算机科学 2020-04-27 Mohammad Moradi , Elham Ghanbari , Mehrdad Maeen , Sasan Harifi

The task of determining the similarity of text documents has received considerable attention in many areas such as Information Retrieval, Text Mining, Natural Language Processing (NLP) and Computational Linguistics. Transferring data to…

信息检索 · 计算机科学 2022-11-23 Bakhyt Bakiyev

Recommender systems improve access to relevant products and information by making personalized suggestions based on previous examples of a user's likes and dislikes. Most existing recommender systems use social filtering methods that base…

数字图书馆 · 计算机科学 2007-05-23 Raymond J. Mooney , Loriene Roy

During the last decade, Peruvian government started to invest and promote Science and Technology through Concytec(National Council of Science and Technology). Many programs are oriented to support research projects, expenses for paper…

计算机与社会 · 计算机科学 2020-09-08 Josimar Edinson Chire Saire , Honorio Apaza Alanoca

Text Categorization is traditionally done by using the term frequency and inverse document frequency.This type of method is not very good because, some words which are not so important may appear in the document .The term frequency of…

信息检索 · 计算机科学 2016-11-25 Srikanth Bethu , G Charless Babu , J Vinoda , E Priyadarshini , M Raghavendra rao

Term weighting schemes often dominate the performance of many classifiers, such as kNN, centroid-based classifier and SVMs. The widely used term weighting scheme in text categorization, i.e., tf.idf, is originated from information retrieval…

机器学习 · 计算机科学 2012-06-07 Deqing Wang , Hui Zhang

Many of quality approaches are described in hundreds of textual pages. Manual processing of information consumes plenty of resources. In this report we present a text mining approach applied on CMMI, one well known and widely known quality…

软件工程 · 计算机科学 2013-11-12 Zádor Dániel Kelemen , Rob Kusters , Jos Trienekens , Katalin Balla

Document indexing is a key component for efficient information retrieval (IR). After preprocessing steps such as stemming and stop-word removal, document indexes usually store term-frequencies (tf). Along with tf (that only reflects the…

信息检索 · 计算机科学 2020-04-29 Jibril Frej , Phillipe Mulhem , Didier Schwab , Jean-Pierre Chevallet

Data mining techniques can transform massive amounts of unstructured data into quantitative data that quickly reveal insights, trends, and patterns behind the original data. In this paper, a data mining model is applied to analyse the 2019…

机器学习 · 计算机科学 2022-11-01 Shuaiqun Pan , Sergio J. Rodríguez Méndez , Kerry Taylor

In this paper, we examine the problem of building a user profile from a set of documents. This profile will consist of a subset of the most representative terms in the documents that best represent user preferences or interests. Inspired by…

信息检索 · 计算机科学 2024-01-26 Luis M. de Campos , Juan M. Fernández-Luna , Juan F. Huete

We use commercially available text analysis technology to process interview text data from a computational social science study. We find that topical clustering and terminological enrichment provide for convenient exploration and…

计算与语言 · 计算机科学 2020-12-01 Jussi Karlgren , Renee Li , Eva M Meyersson Milgrom

The dynamic web has increased exponentially over the past few years with more than thousands of documents related to a subject available to the user now. Most of the web documents are unstructured and not in an organized manner and hence…

信息检索 · 计算机科学 2014-06-24 R. K. Roul , O. R. Devanand , S. K. Sahay

Online recruitment platforms require recommendation methods capable of retrieving relevant job opportunities from large and heterogeneous collections of job postings. Keyword-based search is efficient and interpretable, but it may fail to…

信息检索 · 计算机科学 2026-05-28 Hussein Al Awad , Khaled Fathi Omar
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