Aggregation Features

Aggregation Features is a feature engineering technique that belongs to the class of data transformation methods, distinguished by its computation of summary statistics or derived metrics from grouped data instances to represent higher-level patterns or relationships within a dataset.

Publications

2.8K

Citations

172

Authors

Institutions

Publications per year

2017–2026

Parents

Feature Engineering

Children

Aggregation Function SelectionAttention PoolingAverage PoolingBag-of-words RepresentationCount EncodingCross-feature AggregationCumulative AggregationDistributional FeaturesFeature BinningFeature Summarization

Publications

Superlative Index Numbers and Consistency in Aggregation

Walter Diewert · Econometrica · 1978 · 509 citations

Computing, Computer Science, Mathematics +8

Aggregate channel features for multi-view face detection

Bin Yang, Junjie Yan, Zhen Lei et al. · 2014 · 301 citations

Computing, Computer Science, Computer Vision +14

Aggregate features and ADABOOST for music classification

James Bergstra, Norman Casagrande, Dumitru Erhan et al. · Machine Learning · 2006 · 276 citations · Full text

Computing, Data Science, Feature Engineering +13

Bags of Local Convolutional Features for Scalable Instance Search

Eva Mohedano, Kevin McGuinness, Noel E. O’Connor et al. · 2016 · 159 citations · Full text

Computing, Computer Science, Computer Vision +16

HAT: Hierarchical Aggregation Transformers for Person Re-identification

Guowen Zhang, Pingping Zhang, Jinqing Qi et al. · 2021 · 149 citations

Computing, Computer Science, Computer Vision +15

1–5 of 52

Authors

172

RR
Ronald R. Yager
Iona College, United States
2 publications · 102 citations
2
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RJ
Robert J. Reschly
Towson University, United States
2 publications · 20 citations
2
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JQ
Jinqing Qi
Dalian University of Technology, China
2 publications · 163 citations
2
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DZ
Difan Zhang
Pacific Northwest National Laboratory, United States
2 publications · 20 citations
2
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LG
Linqiang Ge
Towson University, United States
2 publications · 20 citations
2
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1–5 of 172

Institutions

1–8 of 77

Venues

Journal of Intelligent & Fuzzy Systems
2 publications · 88 citations
2
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The Visual Computer
1 publications · 21 citations
1
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International Journal of Forecasting
1 publications · 20 citations
1
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Remote Sensing
1 publications · 12 citations
1
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Pattern Recognition Letters
1 publications · 25 citations
1
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