This textbook introduces linear algebra and optimization in the context of machine learning. Examples and exercises are provided throughout the book. A solution manual for the exercises at the end of each chapter is available to teaching...

Text mining applications have experienced tremendous advances because of web 2.0 and social networking applications. Recent advances in hardware and software technology have lead to a number of unique scenarios where text mining...

Linear Algebra and Optimization for Machine Learning: A Textbook

"Outlier Analysis" von Charu C. Aggarwal ist ein umfassendes Werk, das sich mit der Identifikation und Analyse von Ausreißern in Daten befasst. Das Buch bietet eine detaillierte Einführung in die Konzepte und Methoden zur Erkennung von...

"Probability and Statistics for Machine Learning: A Textbook" von Charu C. Aggarwal bietet eine umfassende Einführung in die grundlegenden Konzepte der Wahrscheinlichkeit und Statistik, die für das Verständnis und die Anwendung von...

Recommender Systems: The Textbook

This comprehensive reference consists of 18 chapters from prominent researchers in the field. Each chapter is self-contained, and synthesizes one aspect of frequent pattern mining. An emphasis is placed on simplifying the content, so...

Artificial Intelligence: A Textbook

"Recommender Systems: The Textbook" von Charu C. Aggarwal bietet eine umfassende Einführung in die Theorie und Praxis von Empfehlungssystemen, die heute in vielen digitalen Plattformen weit verbreitet sind. Das Buch behandelt...

Data Mining: The Textbook

Text analytics is a field that lies on the interface of information retrieval,machine learning, and natural language processing, and this textbook carefully covers a coherently organized framework drawn from these intersecting topics....

This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional...