Synthesis Collection Eight

90 out of 100 published

Artificial Intelligence and Machine Learning Series

Learning and Decision-Making from Rank Data

Authors: Lirong Xia

Keywords: rank data, decision-making, random utility models, Plackett-Luce model, distance-based models, Mallows’ model, preference elicitation, social choice, fairness, Bayesian estimators

Reasoning with Probabilistic and Deterministic Graphical Models: Exact Algorithms, Second Edition

Authors: Rina Dechter

Keywords: graphical models, Bayesian networks, constraint networks, Markov networks, influence diagrams, induced-width, treewidth, cycle-cutset, loop-cutset, pseudo-tree, bucket-elimination, AND/OR search

Data Management Series

Data Management in Machine Learning Systems

Authors: Matthias Boehm, Arun Kumar, Jun Yang

Keywords: ML systems, data management, data science, ML lifecycle, ML training, ML serving, in-database analytics, linear algebra, optimizing compilers, distributed machine learning, hardware accelerators, data access methods, resource elasticity, data cleaning

Non-Volatile Memory Database Management Systems

Authors: Joy Arulraj, Andrew Pavlo

Keywords: non-volatile memory, database management system, logging and recovery, storage management, buffer management, indexing

Scalable Processing of Spatial-Keyword Queries

Authors: Ahmed R. Mahmood, Walid G. Aref

Keywords: spatial-keyword, indexing, systems, big data, query processing

Data Mining and Knowledge Discovery Series

Exploiting the Power of Group Differences: Using Patterns to Solve Data Analysis Problems

Authors: Guozhu Dong

Keywords: data mining, machine learning, data analytic, classification, regression, clustering, anomaly detection, outlier detection, intrusion detection, compound selection, complex disease analysis

Human-Centered Informatics Series

Encounters with HCI Pioneers: A Personal History and Photo Journal

Authors: Ben Shneiderman

Keywords: Human-Computer Interaction (HCI), User Experience Design (UXD), paradigm birth, research pioneers, direct manipulation