Category: Books- Big Data, Data Analytics, Data Management, Machine Learning and Data Mining

List of Books on Big Data, Data Analytics, Data Management, Machine Learning and Data Mining

Individual and Collective Graph Mining: Principles, Algorithms, and Applications

Synthesis Lectures on Data Mining and Knowledge Discovery October 2017, 206 pages, (https://doi.org/10.2200/S00796ED1V01Y201708DMK014) Danai Koutra, University of Michigan, Ann Arbor Christos Faloutsos, Carnegie Mellon University Abstract Graphs naturally represent information ranging from links between web pages, to communication...

Anomaly Detection as a Service: Challenges, Advances, and Opportunities

Synthesis Lectures on Information Security, Privacy, and Trust October 2017, 173 pages, (https://doi.org/10.2200/S00800ED1V01Y201709SPT022) Danfeng (Daphne) Yao, Virginia Tech Xiaokui Shu, IBM Research Long Cheng, Virginia Tech Salvatore J. Stolfo, Columbia University Abstract Anomaly detection has been a long-standing security approach with versatile...

Individual and Collective Graph Mining: Principles, Algorithms, and Applications

Synthesis Lectures on Data Mining and Knowledge Discovery October 2017,  206 pages, (https://doi.org/10.2200/S00796ED1V01Y201708DMK014) Danai Koutra University of Michigan, Ann Arbor  Christos Faloutsos Carnegie Mellon University  Abstract Graphs naturally represent information ranging from links between web pages,...