Yin Lou

发表

Interpretability is Harder in the Multiclass Setting: Axiomatic Interpretability for Multiclass Additive Models pdf

Rich Caruana, Xuezhou Zhang, Paul Koch, 2018, ArXiv.

Axiomatic Interpretability for Multiclass Additive Models

Rich Caruana, Xuezhou Zhang, Paul Koch, 2018, KDD.

Generating data series query workloads

Johannes Gehrke, Themis Palpanas, Konstantinos Zoumpatianos, 2018, The VLDB Journal.

Accurate intelligible models with pairwise interactions

Johannes Gehrke, Rich Caruana, Giles Hooker, 2013, KDD.

ATLAS: a probabilistic algorithm for high dimensional similarity search

Johannes Gehrke, Yin Lou, Jiaqi Zhai, 2011, SIGMOD '11.

Intelligible models for classification and regression

Johannes Gehrke, Rich Caruana, Yin Lou, 2012, KDD.

MatchMiner: Efficient Spanning Structure Mining in Large Image Collections

Johannes Gehrke, Noah Snavely, Yin Lou, 2012, ECCV.

Intelligible Models: Recovering Low Dimensional Additive Structure For Machine Learning Models

Yin Lou, Yin Lou, 2014 .

Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hospital 30-day Readmission

Johannes Gehrke, Rich Caruana, Noémie Elhadad, 2015, KDD.

BDT: Gradient Boosted Decision Tables for High Accuracy and Scoring Efficiency

Yin Lou, Mikhail Obukhov, Yin Lou, 2017, KDD.

Sparse Partially Linear Additive Models

Johannes Gehrke, Rich Caruana, Jacob Bien, 2014, ArXiv.

Auditing Black-Box Models Using Transparent Model Distillation With Side Information

Rich Caruana, Giles Hooker, Sarah Tan, 2017 .

Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation

Rich Caruana, Giles Hooker, Sarah Tan, 2017, AIES.

Query Workloads for Data Series Indexes

Johannes Gehrke, Themis Palpanas, Konstantinos Zoumpatianos, 2015, KDD.