What types of data can be analyzed using text mining?

Text mining can be applied to various types of textual data, including emails, social media posts, customer reviews, news articles, scientific literature, legal documents, and more. It is commonly used in fields such as customer sentiment analysis, market research, fraud detection, information retrieval, and knowledge discovery.

What is text mining in data mining?

Text mining, also known as text analytics, is a process of extracting meaningful information and knowledge from unstructured textual data. It involves applying data mining techniques to text data to uncover patterns, relationships, and insights that can be useful for various applications.

What are some popular tools and technologies used in text mining?

Natural Language Processing (NLP) libraries: NLTK (Natural Language Toolkit), spaCy, and CoreNLP are widely used libraries for text preprocessing, tokenization, and linguistic analysis. Machine learning frameworks: Python libraries like scikit-learn, TensorFlow, and Keras provide various algorithms and tools for text classification, clustering, and other text mining tasks. Topic modeling libraries: Gensim, MALLET, and sklearn.decomposition provide implementations of topic modeling algorithms such as Latent Dirichlet Allocation (LDA) and Non-Negative Matrix Factorization (NMF). Text mining platforms: RapidMiner, KNIME, and Orange are comprehensive data mining platforms that support text mining workflows and provide a range of text mining tools and algorithms. Text analytics APIs: Services like Google Cloud Natural Language API, IBM Watson Natural Language Understanding, and Microsoft Azure Text Analytics provide pre-built APIs for performing various text mining tasks.

data mining : Latest Articles and Updates on data mining

Data Science

Text Mining in Data Mining

by Mohita Narang

LAST UPDATED: July 11, 2023, 17:46 IST

Text mining has emerged as a powerful tool in data mining, enabling organizations to extract valuable insights from vast amounts of unstructured text data. With the exponential growth of digital...

Technology

Details about Web Mining: Applications and working

by Mohita Narang

LAST UPDATED: May 4, 2023, 14:46 IST

Have you ever wondered how big search engines like Google and Bing can identify relevant websites for your queries? Or how online games and platforms like Candy Crush, World of...

Technology

Interpreting Data with Simpson’s Paradox

by Shiksha Online

LAST UPDATED: March 21, 2023, 13:05 IST

Table of Contents Introduction Simpson's Paradox: Meaning, Definition with Example Lurking Variable The drawback of Simpson's Paradox How to Avoid Simpson's Paradox History of Simpson's Paradox Introduction Simpson's Paradox is...

Data Science

How tech giants like Google, Facebook, Instagram are using your data?

by Atul Harsha

LAST UPDATED: May 12, 2022, 14:26 IST

If you have landed upon this blog, then depending on the source, it was all because of the robust machine learning model used by Google, or LinkedIn to show you...

Data Science

Data Transformation in Data Mining – The Basics

by Rashmi Karan

LAST UPDATED: October 26, 2022, 16:56 IST

Businesses are now leveraging data mining and machine learning to improve everything from their sales processes to interpreting finances for investment purposes. To make predictive analysis work, data transformation in...

Data Science

Top Data Mining Algorithms You Should Learn

by Rashmi Karan

LAST UPDATED: November 22, 2021, 18:23 IST

Data mining is a technique that allows us to obtain patterns or models from the collected data. It aims to extract meaningful information from huge chunks of datasets using data...

Data Science

Data Mining in E-commerce: Frequent Itemset Mining, Association Rules, and Apriori Algorithm Explained

by Rashmi Karan

LAST UPDATED: October 13, 2021, 18:46 IST

The rapid upsurge in the e-commerce domain has led to an increase in data accumulation vastly. Businesses have been using frequent itemset mining, a popular data mining technique to find...

Data Science

Data Mining Architecture in Data Mining Systems

by Rashmi Karan

LAST UPDATED: November 28, 2022, 10:30 IST

In this article, we will discuss in detail data mining architecture. But before we explore data mining architecture, let's go through the topics listed under the table of content that...

Data Science

Data Preprocessing in Data Mining – The Basics

by Rashmi Karan

LAST UPDATED: January 27, 2023, 13:32 IST

If you are someone working with big data or huge volumes of raw data, you know the importance of data preprocessing in improving data quality since the obtained raw data...

Data Science

Key Data Mining Applications, Concepts, and Components

by Rashmi Karan

LAST UPDATED: September 28, 2021, 15:57 IST

Data mining is a computational technology that contributes towards discovering knowledge through patterns in large volumes of data. It uses methods like artificial intelligence, machine learning, statistics, and database systems...

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