Dimensionality Reduction Methods

This area reviews various methods related to dimensionality reduction, focusing on techniques like Principal Component Analysis. It encompasses theoretical frameworks and practical implementations in data analytics.

dimensionality reduction
Principal Component Analysis
data reduction
analytics
statistical techniques

313,075 papers

Parent topic: Consumer Behavior and Statistical Analysis

AI-assisted content · The overview, paper groupings, and influence analysis on this page are AI-generated. They are intended as a starting point for exploring the field and may contain inaccuracies. Report an error

Papers Over Time

1900192019401960198020002020

Top Papers

Principal Component Analysis

1987 · 8,815 citations

Principal Component Analysis

2010 · 7,339 citations

Principal Component Analysis

1986 · 6,018 citations

Independent Component Analysis, A New Concept?

1994 · 6,009 citations

Principal Component Analysis: A Review And Recent Developments

2016 · 4,789 citations

Factor Analysis And AIC

1987 · 4,216 citations

A Comparison Of Three Methods For Selecting Values Of Input Variables In The Analysis Of Output From A Computer Code

1979 · 2,458 citations

Lucas-Kanade 20 Years On: A Unifying Framework

2004 · 2,258 citations

<p><strong>Validation Of <em>Xiphopenaeus</em> <Em>Dincao</Em> Carvalho-Batista, Terossi, Zara, Mantelatto & Costa And <em>Xiphopenaeus</em> <Em>Baueri</Em> Carvalho-Batista, Terossi, Zara, Mantelatto & Costa (Decapoda: Penaeidae) From Western Atlantic</strong></p>

2020 · 2,219 citations

Principal Component Analysis

2014 · 2,202 citations

Concept Of General And Specific Combining Ability In Relation To Diallel Crossing Systems

1956 · 2,061 citations

A Comparison Of Three Methods For Selecting Values Of Input Variables In The Analysis Of Output From A Computer Code

2000 · 1,838 citations

Bilimsel Araştırma Yöntemleri

2017 · 1,824 citations

(Fig. 9A) Compiled Data Of Profile L ́Arboudeysse, SE France

2003 · 1,709 citations

(Fig. 9B) Compiled Data Of Profile Pré-Guittard, SE France

2003 · 1,707 citations

Derivation Of New Readability Formulas (Automated Readability Index, Fog Count And Flesch Reading Ease Formula) For Navy Enlisted Personnel

1975 · 1,578 citations

Generalized Latent Variable Modeling

2004 · 1,336 citations

Detrended Cross-Correlation Analysis: A New Method For Analyzing Two Nonstationary Time Series

2008 · 1,237 citations

Some Necessary Conditions For Common-Factor Analysis

1954 · 1,105 citations

Hidden Markov Model Speed Heuristic And Iterative HMM Search Procedure

2010 · 1,039 citations