Text Mining - Fundamentals and Applications

Fouad Sabry

Sinopse

What Is Text Mining

Text mining, also known as text data mining (TDM) or text analytics, is the technique of extracting useful information from text. Related terms include text data mining (TDM) and text analytics. It is "the discovery by computer of new, previously unknown information by automatically extracting information from various written resources," according to one definition of the term. Websites, books, emails, reviews, and articles are all examples of written materials that may be utilized. Typically, the best way to acquire high-quality information is to construct patterns and trends through the use of methods such as statistical pattern learning. According to Hotho et al. (2005), we are able to differentiate between three distinct perspectives of text mining. These perspectives are information extraction, data mining, and a process known as knowledge discovery in databases (KDD). Text mining often entails the process of structuring the text that is input, determining patterns within the data that has been structured, and then lastly evaluating and interpreting the result of the mining process. When discussing text mining, the term "high quality" typically relates to some combination of the concepts of relevance, novelty, and interest. Text categorization, text clustering, concept/entity extraction, generation of granular taxonomies, sentiment analysis, document summarizing, and entity relation modeling are all examples of typical text mining activities.

How You Will Benefit

(I) Insights, and validations about the following topics:

Chapter 1: Text Mining

Chapter 2: Natural Language Processing

Chapter 3: Data Mining

Chapter 4: Information Extraction

Chapter 5: Semantic Similarity

Chapter 6: Unstructured Data

Chapter 7: Biomedical Text Mining

Chapter 8: Sentiment Analysis

Chapter 9: Word Embedding

Chapter 10: Social Media Mining

(II) Answering the public top questions about text mining.

(III) Real world examples for the usage of text mining in many fields.

(IV) 17 appendices to explain, briefly, 266 emerging technologies in each industry to have 360-degree full understanding of text mining' technologies.

Who This Book Is For

Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of text mining.

Disponível desde: 05/07/2023.

Comprimento de impressão: 103 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Diverticulitis - Healing from...

Lilly Richardsen

Diverticulitis and diverticular disease are conditions that affect the digestive system, specifically the colon. The colon is a crucial part of the digestive tract, where the body absorbs nutrients and water from food. Diverticulosis, the precursor to diverticulitis, occurs when small, bulging pouches, known as diverticula, form in the walls of the colon. These pouches develop when weak spots in the colon’s muscular layer give way under pressure, creating pockets where waste can accumulate. While diverticulosis is common, especially in individuals over the age of 40, it often goes unnoticed because it doesn’t typically cause symptoms.
However, when one or more of these pouches becomes inflamed or infected, it leads to diverticulitis. Diverticulitis can cause significant pain, particularly in the lower left side of the abdomen, and may be accompanied by fever, nausea, and changes in bowel habits, such as diarrhea or constipation. The severity of diverticulitis can vary, ranging from mild cases that can be treated with antibiotics and dietary changes to severe cases that may require hospitalization or surgery.
The causes of diverticulitis are still not fully understood, but several factors are believed to contribute to its development. One of the most significant factors is a low-fiber diet, which can lead to constipation and increased pressure within the colon. Other risk factors include aging, obesity, lack of physical activity, smoking, and certain medications, such as steroids or nonsteroidal anti-inflammatory drugs (NSAIDs). Genetic predisposition may also play a role in the development of diverticular disease.

Ver livro

ChatGPT Side Hustles - 30 Easy...

Mark Miller

Imagine waking up tomorrow morning, sipping your coffee, and realizing that the future you’ve dreamed of is right here. You don’t need a fancy degree or years of experience—just a laptop, a little creativity, and the world’s most powerful AI at your fingertips. Welcome to your new reality.
Introducing ChatGPT Side Hustles—the book that turns “dream job” into your real job, with no boss, no commute, and no office politics.
Here’s the secret: ChatGPT is not just for answering your random “what’s the weather like today” questions. It’s the digital goldmine you've been sitting on, just waiting for you to strike. Whether you want to make an extra $100 a day or build a full-blown online empire, this book shows you exactly how to turn prompts into paydays. Forget the old grind. This is the future of making money, and it’s so much easier than you think.
No more hustling for pennies. No more late-night brainstorming sessions that go nowhere. Inside these pages, you’ll discover 30 creative, actionable side hustles you can start TODAY with the power of ChatGPT. No fancy tech skills needed—just smart prompts and a sprinkle of AI magic. Whether you're a beginner or a seasoned side hustle veteran, this book is packed with methods to help you scale, grow, and laugh while you do it.
Here’s just a taste of what you’ll learn:Create and Sell eBooks in a Flash: Let AI write your next bestseller while you take all the credit—and royalties.Viral TikTok Scripts That Actually Work: Write funny, relatable scripts that could turn your TikTok into a cash machine (without even being on camera).The AI-Generated Newsletter Machine: Build an engaging email list and let ChatGPT do the heavy lifting while you relax.

Ver livro

42 Reasons to Hate the Universe...

Chris Ferrie, Wade David...

If you've always suspected the universe was out to get you . . . you were right! 
 
 
 
Yes, the universe we live in is cosmically beautiful and mysterious and all that crap. But it's also a bit of an asshole. After all, remember that you are just a group of atoms structured in a specific way for barely long enough to try to understand this thing we call existence. Those atoms could just have easily been used to make the dog shit you're cleaning off your shoe or the mold that grows on your bread! The fact is, when you zoom out to look at the universe and how it functions, you'll see that it's usually not in our favor, and many of the laws of physics are actively working against our survival. In this book, you'll discover why you're an aging mutant; invisible rays are melting our genetic code; literally everything is poisonous; and more true and terrifying scientific facts! 
 
 
 
But don't worry! While it's true that there are (at least) forty-two grudges to hold against the universe, the good news is that there is also one very good reason to forgive them all and embrace the wild, improbable fact that we are alive (for now) and we should take advantage of it while we can. 42 Reasons to Hate the Universe (And One Reason Not To) is a hilarious, no-holds-barred exploration of all the reasons we shouldn't exist—but somehow do anyway.

Ver livro

A Light in the Tower - A New...

Katie Rose Guest Pryal

With evocative storytelling and incisive research, Katie Rose Guest Pryal brings a new eye to the mental health crisis that higher education has faced for decades. Written from the perspective of a bipolar-autistic professor, A Light in the Tower is both a bracing account of the mental health crisis in higher education and a passionate and informed proposal for how to teach with mental health in mind. 
 
 
 
Pryal contends that higher education's mental health crisis is the result of long-term systemic problems in education that demand nothing short of a revolution. She examines the anxiety that plagues campuses as a result of exploited and overworked contingent faculty and students, the shock events like COVID-19 and campus shootings that traumatize communities, the systemic and institutional burnout that affects higher education at every level, and the market-driven culture of toxic overwork. These are large-scale problems that need large-scale solutions. Addressing the stigma that haunts mental disability on campus, the ableism that hounds our teaching, and the cascade of mental health struggles that far too many faculty and students face, Pryal provides straightforward solutions to these complex challenges.

Ver livro

Entropy - A Very Short...

James Binney

Until the middle of the nineteenth century entropy and energy were confused with one another. The intellectual fog slowly cleared and now these words name subtle and powerful concepts. Most people think they know what energy is, but few could define entropy.This Very Short Introduction traces the emergence of entropy and energy as distinct concepts, and explains how entropy spread from thermodynamics into statistical mechanics, probability theory and data science. It explains the implications of entropy for heat pumps, solar cells, carbon capture, and liquified natural gas. Quantum mechanics and gravity open new horizons for entropy, and when combined in the quantum theory of black holes, they call into question our current understanding of material reality.

Ver livro

Recurrent Neural Networks -...

Saimon Carrie

Dive deep into the dynamic world of Recurrent Neural Networks (RNNs) with this advanced guide, exploring cutting-edge architectures, optimization strategies, and innovative applications for mastering sequential data analysis. From deciphering human speech to predicting complex time series, RNNs offer unparalleled capabilities in understanding and modeling temporal dependencies. 
In "Recurrent Neural Networks: Advanced Architectures, Optimization Strategies, and Innovative Applications," readers embark on an immersive journey through the latest advancements in RNN research and development. Authored by leading experts in the field, this book delves into the intricacies of advanced RNN architectures, equipping readers with the knowledge and tools necessary to tackle the most challenging sequential data analysis tasks. 
From long short-term memory (LSTM) networks to gated recurrent units (GRUs), discover the inner workings of state-of-the-art RNN architectures and learn how to leverage their strengths for optimal performance. Explore innovative optimization strategies, including gradient clipping, learning rate scheduling, and parameter initialization techniques, to fine-tune RNN models and enhance their efficiency and effectiveness. 
"Recurrent Neural Networks" goes beyond theory to explore practical applications across diverse domains. Delve into the realms of natural language processing, time series forecasting, sentiment analysis, and more, as you uncover how RNNs are revolutionizing industries and driving innovation in artificial

Ver livro