Category: Books- Big Data, Data Analytics, Data Mining, Data Management, Artificial Intelligence, Machine Learning, Deep Learning

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,...

Deep Learning for Computer Architects

Synthesis Lectures on Computer Architecture August 2017, 123 pages, (https://doi.org/10.2200/S00783ED1V01Y201706CAC041) Brandon Reagen Harvard University  Robert Adolf Harvard University  Paul Whatmough ARM Research and Harvard University  Gu-Yeon Wei Harvard University  David Brooks Harvard University  Abstract Machine learning, and specifically deep...