Qualitative decision methods for multi-attribute decision making

A Agrawal - arXiv preprint arXiv:1508.00879, 2015 - arxiv.org
The fundamental problem underlying all multi-criteria decision analysis (MCDA) problems is
that of dominance between any two alternatives:" Given two alternatives A and B, each …

Running map inference on million node graphical models: A high performance computing perspective

C Jin, Q Fu, H Wang, W Hendrix, Z Chen… - 2015 15th IEEE/ACM …, 2015 - ieeexplore.ieee.org
An important problem in discrete graphical models is the maximum a posterior (MAP)
inference problem. Recent research has been focusing on the development of parallel MAP …

Learning thresholds for PV change detection from operators' labels

D Liu, Y Zhao, K Sui, S Cheng, D Pei… - 2015 IEEE 34th …, 2015 - ieeexplore.ieee.org
Page Views (PVs) are very crucial for search engines due to their close relationship to the
revenue. When PVs change significantly, operators must be informed so that they can …

Efficient inference algorithms for some probabilistic graphical models

Q Fu - 2014 - search.proquest.com
The probabilistic graphical model framework provides an essential tool to reason coherently
from limited and noisy observations. The framework has been used in an enormous range of …

Large Scale Optimization for Machine Learning

H Wang - 2014 - search.proquest.com
Over the last several decades, tremendous tools have been developed in machine learning,
ranging from statistical models to scalable algorithms, from learning strategies to various …