Category: Books

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...

Databases on Modern Hardware: How to Stop Underutilization and Love Multicores

Synthesis Lectures on Data Management August 2017, 113 pages, (https://doi.org/10.2200/S00774ED1V01Y201704DTM045) Anastasia Ailamaki, École Polytechnique Fédérale de Lausanne EPFL Erietta Liarou, École Polytechnique Fédérale de Lausanne EPFL Pınar Tözün, IBM Almaden Research Center Danica Porobic, Oracle Iraklis Psaroudakis, Oracle Abstract Data management systems enable various...