- ARTIFICIAL INTELLIGENCE (AI), A TEXTBOOK - Jul 27, 2021.
This book covers the broader field of AI, carefully balancing coverage between classical AI (logic or deductive reasoning) and modern AI (inductive learning and neural networks).
AI, Book, Charu Aggarwal, Textbook
- Linear algebra and optimization and machine learning: A textbook - May 18, 2020.
This book teaches linear algebra and optimization as the primary topics of interest, and solutions to machine learning problems as applications of these methods. Therefore, the book also provides significant exposure to machine learning.
Book, Charu Aggarwal, Linear Algebra, Machine Learning, Optimization
Neural Networks and Deep Learning: A Textbook - Sep 7, 2018.
This book covers both classical and modern models in deep learning. The book is intended to be a textbook for universities, and it covers the theoretical and algorithmic aspects of deep learning.
Book, Charu Aggarwal, Deep Learning, Neural Networks
- Machine Learning for Text - Apr 9, 2018.
This book covers machine learning techniques from text using both bag-of-words and sequence-centric methods. The scope of coverage is vast, and it includes traditional information retrieval methods and also recent methods from neural networks and deep learning.
Book, Charu Aggarwal, Information Retrieval, Machine Learning, Text Mining
- Recommender Systems: New Comprehensive Textbook by Charu Aggarwal - Apr 15, 2016.
Covers recommender systems comprehensively, both fundamentals and advanced topics, organized into: Algorithms and evaluation, recommendations in specific domains and contexts, and advanced topics and applications.
Book, Charu Aggarwal, Recommender Systems
- Research Leaders on Data Mining, Data Science and Big Data key advances, top trends - Jan 18, 2016.
Research Leaders in Data Science and Big Data reflect on the most important research advances in 2015 and the key trends expected to dominate throughout 2016.
Pages: 1 2
Bing Liu, Charu Aggarwal, Deep Learning, Ingo Mierswa, Internet of Things, IoT, Michael Berthold, Mohammed Zaki, Neural Networks, Padhraic Smyth, Pedro Domingos, Research, Trends
- Book: Healthcare Data Analytics - Jul 20, 2015.
Written by prominent researchers and experts working in the healthcare domain, this book provides a clear understanding of the analytical techniques currently available to solve healthcare problems.
Book, Charu Aggarwal, Healthcare
- Data Mining: New Comprehensive Textbook by Charu Aggarwal - Apr 23, 2015.
This comprehensive data mining textbook explores the different aspects of data mining, from basics to advanced, and their applications, and may be used for both introductory and advanced data mining courses.
Book, Charu Aggarwal, Data Mining
- Research Leaders on Data Mining, Data Science, and Big Data key trends, top papers - Jan 9, 2015.
We asked global research leaders in Data Science and Big Data what are the most interesting research papers/advances of 2014 and what are the key trends they see in 2015. Here are their answers.
Charu Aggarwal, Deep Learning, Eamonn Keogh, Healthcare, Jeff Ullman, Jian Pei, Jiawei Han, Mohammed Zaki
- Book: Data Classification: Algorithms and Applications - Aug 2, 2014.
Learn a wide variety of data classification techniques and their methods, domains, and variations in this comprehensive survey of the area of data classification.
Algorithms, Book, Charu Aggarwal, Classification, CRC Press
