Bias in estimates of the classic and incidence-based Jaccard similarity indices insights from assemblage simulation
Similarity indices are often used for measuring β-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the direction and amount of bias in estimates of two similarity indices, Jaccard Coefficient (J) and incidence-based J (J^). I design a novel si...
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          | Published in | Community ecology Vol. 19; no. 3; pp. 311 - 318 | 
|---|---|
| Main Author | |
| Format | Journal Article | 
| Language | English | 
| Published | 
        Cham
          AKADÉMIAI KIADÓ
    
        01.12.2018
     Springer International Publishing  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 1585-8553 1588-2756 1588-2756  | 
| DOI | 10.1556/168.2018.19.3.12 | 
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| Abstract | Similarity indices are often used for measuring β-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the direction and amount of bias in estimates of two similarity indices, Jaccard Coefficient (J) and incidence-based J (J^). I design a novel simulation to generate three sets of assemblages that vary in species richness, species-occurrence distributions, and β-diversity. I characterized assemblage differences with the ratio of [proportion of rare species in all shared species / proportion of rare species in all unshared species] (i.e., PRss/PRus
) and the Pearson’s correlation in the probabilities of shared species between two assemblages (i.e., share-species correlation). I found that J was subject to strong positive or negative bias, depending on PRss/PRus
. J^ was mainly subject to negative bias, which varied with share-species correlation. In both indices, bias varied substantially from one pair of assemblages to another and among datasets. The high variation in the bias across different comparisons of assemblages may compromise β-diversity estimation established at low sampling efforts based on the two indices or their variants. | 
    
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| AbstractList | Similarity indices are often used for measuring β-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the direction and amount of bias in estimates of two similarity indices, Jaccard Coefficient (J) and incidence-based J (J^). I design a novel simulation to generate three sets of assemblages that vary in species richness, species-occurrence distributions, and β-diversity. I characterized assemblage differences with the ratio of [proportion of rare species in all shared species / proportion of rare species in all unshared species] (i.e., PRss/PRus
) and the Pearson’s correlation in the probabilities of shared species between two assemblages (i.e., share-species correlation). I found that J was subject to strong positive or negative bias, depending on PRss/PRus
. J^ was mainly subject to negative bias, which varied with share-species correlation. In both indices, bias varied substantially from one pair of assemblages to another and among datasets. The high variation in the bias across different comparisons of assemblages may compromise β-diversity estimation established at low sampling efforts based on the two indices or their variants. Similarity indices are often used for measuring b-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the direction and amount of bias in estimates of two similarity indices, Jaccard Coefficient ( J ) and incidence-based J ( J ). I design a novel simulation to generate three sets of assemblages that vary in species richness, species-occurrence distributions, and b-diversity. I characterized assemblage differences with the ratio of [proportion of rare species in all shared species / proportion of rare species in all unshared species] (i.e., PR ss / PR us ) and the Pearson’s correlation in the probabilities of shared species between two assemblages (i.e., share-species correlation). I found that J was subject to strong positive or negative bias, depending on PR ss / PR us . J was mainly subject to negative bias, which varied with share-species correlation. In both indices, bias varied substantially from one pair of assemblages to another and among datasets. The high variation in the bias across different comparisons of assemblages may compromise b-diversity estimation established at low sampling efforts based on the two indices or their variants. Similarity indices are often used for measuring b-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the direction and amount of bias in estimates of two similarity indices, Jaccard Coefficient (J) and incidence-based J (J^). I design a novel simulation to generate three sets of assemblages that vary in species richness, species-occurrence distributions, and b-diversity. I characterized assemblage differences with the ratio of [proportion of rare species in all shared species / proportion of rare species in all unshared species] (i.e., PRₛₛ/PRᵤₛ) and the Pearson’s correlation in the probabilities of shared species between two assemblages (i.e., share-species correlation). I found that J was subject to strong positive or negative bias, depending on PRₛₛ/PRᵤₛ. J^ was mainly subject to negative bias, which varied with share-species correlation. In both indices, bias varied substantially from one pair of assemblages to another and among datasets. The high variation in the bias across different comparisons of assemblages may compromise b-diversity estimation established at low sampling efforts based on the two indices or their variants.  | 
    
| Author | Cao, Y. | 
    
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| References | Cao, Epifanio (CR2) 2010; 1 Baselga (CR1) 2010; 19 Cao, Larsen, Hughes, Angermeier, Patton (CR4) 2002; 21 Legendre, Borcard, Peres-Neto (CR14) 2005; 75 Cardoso, Borges, Veech (CR5) 2009; 15 Pan, Chao, Foissner (CR16) 2009; 14 Condit, Perez, Lao, Aguilar, Somoza (CR10) 2005; 55 Faith, Minchin, Belbin (CR12) 1987; 69 Chao, Chazdon, Colwell, Shen (CR7) 2005; 8 Holtrop, Cao, Dolan (CR13) 2010; 139 Legendre, Legendre (CR15) 2012 Su, Debinski, Jakubauskas, Kindscher (CR19) 2004; 18 Steinitz, Heller, Tsoar (CR18) 2005; 19 Carvalho, Cardoso, Gomes (CR6) 2012; 21 Cao, Hawkins, Larsen, Van Sickle (CR3) 2007; 170 Smith, Solow, Preston (CR17) 1996; 52 Chao, Hwang, Chen, Kuo (CR9) 2000; 10 Chao, Chazdon, Colwell, Shen (CR8) 2006; 62 Yue, Clayton, Lin (CR20) 2001; 57 Engen, Grøtan, Sæther (CR11) 2011; 34 rf5 rf12 rf4 rf11 rf7 rf14 rf6 rf13 rf8 rf20 Condit R. (rf10) 2005; 55 rf19 rf16 rf18 rf17 Cao Y. (rf2) 2010; 1 Chao A. (rf9) 2000; 10 rf1 Legendre P. (rf15) 2012 rf3  | 
    
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| Snippet | Similarity indices are often used for measuring β-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the... Similarity indices are often used for measuring b-diversity and as the starting point of multivariate analysis. In this study, I used simulation to examine the...  | 
    
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| SubjectTerms | Animal Ecology Biodiversity Community & Population Ecology data collection Life Sciences Marine & Freshwater Sciences Microbial Ecology multivariate analysis Plant Ecology rare species species richness  | 
    
| Subtitle | insights from assemblage simulation | 
    
| Title | Bias in estimates of the classic and incidence-based Jaccard similarity indices | 
    
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