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Indian Agricultural Research Institute 
New Delhi 
THREE-ASSOCIATE CLASS PARTIALLY BALANCED 
INCOMPLETE BLOCK DESIGNS IN TWO REPLICATES 
SUMEET SAURAV 
Roll No. : 20389 
M.Sc.(Agricultural Statistics)
OVERVIEW 
 Introduction 
 Definition 
 Association scheme 
& 
 Construction of design 
 Comparison 
 Summary and Conclusions 
 References 
Three Associate Triangular 
PBIB Designs 
Three Associate Tetrahedral 
PBIB Designs 
Three Associate Circular 
Lattice PBIB Designs 
24 November 2014 2
Introduction 
 When a large number of treatments are to be tested in an 
experiment, incomplete block designs with smaller block size can be 
adopted to maintain the homogeneity within blocks. 
 In the class of incomplete block designs the balanced incomplete 
block (BIB) design, is the simplest one. 
 These designs estimate all possible treatment paired comparisons 
with same variance and hence are variance balanced. 
 But balanced incomplete block designs are not available for every 
parametric combination. Also, even if a BIB design exists for a 
given number of treatments (v) and block size (k), it may require too 
many replications. 
24 November 2014 3
Introduction… 
 To overcome this problem another class of binary, equi-replicate and 
proper designs, called partially balanced incomplete block (PBIB) 
designs were introduced by Bose and Nair (1939). 
 In these designs, the variance of every estimated elementary contrast 
among treatment effects is not the same. 
 If the experimenter is constrained of resources, PBIB designs with 
three-associate classes are an alternative to BIB designs or PBIB 
designs with two-associate classes. 
24 November 2014 4
Definition 
Following Bose et al. (1954), an incomplete block design for v treatments is 
said to be partially balanced with 3-associate classes, if the experimental 
material can be divided into b blocks each of size k (<v) such that 
(i) each of the treatments occurs in r blocks, 
(ii) there exists an abstract relation between treatments satisfying the 
following: 
• two treatments are either 1st, 2nd or 3rd associates, the relation of 
association being symmetrical. 
• each treatment has exactly ni ith associates, and 
• given any two treatments that are mutually ith associates, the number 
of treatments common to the jth associates of the first and kth 
associates of the second is Pi 
jk (i,j,k = 1,2,3). 
(iii) two treatments that are mutually ith associates occur together in exactly 
i blocks.
Three Associate Triangular Designs 
Kipkemoi et al.(2013) defined 
a three-class triangular 
association scheme for v=n(n- 
2)/2 treatments. 
Consider a square array of n 
rows and n columns (n is even 
and > 4) with both diagonal 
entries nij (i = j and i + j = n + 
1) in array having no 
treatments allocated. 
* n12 n 13 n14 n15 * 
n21 * n23 n24 * n26 
n31 n32 * * n35 n36 
n41 n42 * * n45 n46 
n51 * n53 n54 * n56 
* n62 n63 n64 n65 * 
24 November 2014 6
Triangular… 
The treatment entries are allocated to these positions by following steps: 
(i) The initial set of n(n-2)/2 positions are first filled by v treatments on 
the upper side of the principle diagonal in a natural order starting 
from right to left from the top row. 
(ii) The second set of n(n-2)/2 positions are then filled by v treatment 
entries from left to right starting from the bottom row. 
Thus, the final arrangement has every treatment appears twice in 
the array. 
24 November 2014 7
Association Scheme 
Two treatments are said to be 
i. First associates, if they both occur in the same row and same column. 
ii. Second associates, if they either occur in the same row or the same 
column but not both. 
iii. Third associates, if they neither occur in the same row nor in the same 
column. 
The parameters are n 1 =1, n 2 = 2(n-4), 
n(n  6)  
12 
2 
n3 
 
 
 
 
 
 
 
 
 
 
0 0 0 
  
 
 
 
0 2(n 4) 0 
n(n  10)  
24 
2 
0 0 
1 P 
 
 
 
 
 
 
 
 
 
0 1 0 
   
1 n 6 n 4 
 
 
 
n(n  8)  
20 
0 n  
4 
2 
2 P 
 
0 0 1 
 
 
  
0 0 2(n 4) 
 
n(n 6) 12 
24 November 2014 8 
 
 
 
 
 
 
 
 
  
 
2 
1 2(n 4) 
3 P
Example 
Treatment 1st 
Associates 
2nd 
Associates 
3rd 
Associates 
1 4 2,3,9,11 5,6,7,8,10,12 
4 1 2 , 3, 9, 11 5,6,7,8,10,12 
2 3 1, 4 ,6, 7 5,8,9,10,11,12 
5 12 6,7,8,10 1,2,3,4,9,11 
9 
Let n = 6  v = 12 
 
 
 
 
24 November 2014 
* 4 3 2 1 * 
12 * 7 6 * 5 
10 11 * * 9 8 
8 9 * * 11 10 
5 * 6 7 * 12 
* 1 2 3 4 * 
  
  
  
  
  
  
  
  
  
 
 
 
 
 
 
 
0 0 0 
0 4 0 
0 0 0 
1 P 
 
 
 
 
 
 
 
 
 
 
 
0 1 0 
1 0 2 
0 2 4 
2 P 
 
 
 
 
 
 
 
 
 
 
 
0 0 1 
0 0 4 
1 4 6 
3 P
Taking each row and column to constitute a block, n distinct blocks with 
parameters v=n(n-2)/2, b = n, k = n-2, r = 2, λ1 = 2, λ2 = 1, λ3 = 0 is 
obtained. 
10 
Construction of Designs … 
24 November 2014 
Blocks 
I 1,2,3,4 
II 5,6,7,12 
III 8,9,11,10 
IV 5,8,10,12 
V 1,9,11,4 
VI 2,6,7,3 
Example 
v = 12, b = 6, k = 4, r = 2, λ1= 2, λ2 = 1, λ3 = 0 
* 4 3 2 1 * 
12 * 7 6 * 5 
10 11 * * 9 8 
8 9 * * 11 10 
5 * 6 7 * 12 
* 1 2 3 4 * 
  
  
  
  
  
  
  
  
 
Triangular (Superimposed) Association 
Scheme 
 For n  8, even positive integer, triangular (superimposed) association 
scheme is obtained by transposing and then superimposing the array of 
triangular association scheme on the original array. 
 Parameter are: n1=3, n2= n(n-4), 
n(n  10)  
24 
2 
n3 
 
 
 
 
 
 
 
 
 
 
2 0 0 
  
 
 
 
0 4(n 4) 0 
n(n  10)  
24 
2 
0 0 
1 P 
 
 
 
 
 
 
 
 
 
0 3 0 
   
 
 
 
3 2(n 4) 2(n 6) 
n(n  14)  
48 
0 2(n  
6) 
2 
2 P 
 
 
 
0 0 3 
  
 
0 16 4(n 8) 
n(n 18) 80 
24 November 2014 11 
 
 
 
 
 
 
 
 
  
 
2 
3 4(n 8) 
3 P
Example 
* 6 5 4 3 2 1 * 
24 * 11 10 9 8 * 7 
22 23 * 15 14 * 13 12 
19 20 21 * * 18 17 16 
16 17 18 * * 21 20 19 
12 13 * 14 15 * 23 22 
7 * 8 9 10 11 * 24 
* 1 2 3 4 6 6 * 
  
  
For n=8, v=24 
  
  
  
  
  
  
  
  
  
  
By transposing and then 
superimposing the array of 
triangular association scheme 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5 
* (6,24) (5,22) (4,19) (3,16) (2,12) (1,7) * 
(24,6) * (11,23) (10,20) (9,17) (8,13) * (7,1) 
(22,5) (23,11) * (15,21) (14,18) * (13,8) (12,2) 
(19,4) (20,10) (21,15) * * (18,14) (17,9) (16,3) 
(16,3) (17,9) (18,14) * * (21,15) (20,10) (19,4) 
(12,2) (13,8) * (14,18) (15,21) * (23,11) (22,5) 
(7,1) * (8,13) (9,17) (10,20) (11,23) * (24,6) 
* (1,7) (2,12) (3,16) (4,19) (5,22) (6,24) *
Various associates of treatments 
Treatment 1st associates 2nd associates 3rd associates 
1 6, 7, 24 
2,3,4,5,8,9,10,11,12,13, 
16,17,19,20,22,23 
14,15,18,21 
7 1, 6, 24 
2,3,4,5,8,9,10,11,12,13, 
16,17,19,20,22,23 
14,15,18,21 
2 5, 12, 22 
1,3,4,6,7,8,11,13,14,15, 
16,18,19,21,23,24 
9,10,17,20 
14 15,18,21 
2,3,4,5,8,9,10,11,12,13, 
16,17,19,20,22,23 
1,6,7,24 
 
 
 
 
 
 
 
 
 
 
 
2 0 0 
0 16 0 
0 0 4 
1 P 
 
 
 
 
 
 
 
 
 
 
 
0 3 0 
3 8 4 
0 4 0 
2 P 
 
 
 
 
 
 
 
 
 
 
 
0 0 3 
0 16 0 
3 0 0 
3 P 
24 November 2014 13
Construction of Designs 
n 
b  
, , k=2(n-2), r =2, λ1= 2, λ2= 1, λ3= 0. 
Blocks 
Parameters of this series of designs are: 
I 1,2,3,4,5,6,7,12,16,19,22,24 
II 1,6,7,8,9,10,11,13,17,20,23,24 
III 2,5,8,11,12,13,14,15,18,21,22,23 
IV 3,4,9,10,14,15,16,17,18,19,20,21 
n(n  
2) 
2 
v 
 
2 
Example 
v = 24, b = 4, k 
= 12, r = 2, λ1= 
2, λ2 = 1, λ3 = 0 
24 November 2014 14
Three Associate Tetrahedral PBIB Designs 
 Sharma et al. (2009) defined tetrahedral association scheme for 
number of treatments be v = 6n (n ≥ 2). 
 A tetrahedron has four triangular faces and six edges, arrange these 
treatments on the edges of a tetrahedron such that each edge contains 
exactly n distinct treatments. 
Association Scheme 
Treatment  is the, 
• first associate of , if  lies on the same edge of ; 
• the second associate, if  lies on any of the edges that pass through the 
two vertices located on the edge of ; and 
• third associate, otherwise 
24 November 2014 15
Parameters 
The parameters of the association scheme are: 
v = 6n, n1 = n-1, n2 = 4n, n3 = n, 
 
 
 
 
 
  
 
 
 
 
 
n 2 0 0 
0 4n 0 
0 0 n 
1 P 
 
 
 
 
 
0 n 1 0 
 
 
 
 
 
 
 
 
n 1 2n n 
0 n 0 
2 P 
0 0 n 1 
 
 
 
 
 
 
 
 
 
 
0 4n 0 
n  
1 0 0 
 
 
3 P 
24 November 2014 16
Example 
Let v = 24 (= 6×4). An 
arrangement of these 
treatments on the six 
edges of a tetrahedron 
such that each edge 
contains 4 distinct 
treatments 
24 November 2014 17
Example… 
Treatment 1st Associates 2nd Associates 3rd Associates 
1 2, 3, 4 5,6,7,8,9,10,11,12,13,14, 
15,16,17,18,19,20 
21,22,23,24 
2 1, 3, 4 5,6,7,8,9,10,11,12,13,14, 
15,16,17,18,19,20 
21,22,23,24 
5 6, 7, 8 1,2,3,4,9,10,11,12,13,14, 
15,16,21,22,23,24 
17,18,19,20 
21 22,23,24 5,6,7,8,9,10,11,12,13,14, 
15,16,17,18,19,20 
1, 2, 3, 4 
 
 
 
 
 
 
 
 
 
 
 
2 0 0 
0 16 0 
0 0 4 
P1 
 
 
 
 
 
 
 
 
 
 
 
0 3 0 
3 8 4 
0 4 0 
2 P 
 
 
 
 
 
 
 
 
 
 
 
0 0 3 
0 16 0 
3 0 0 
3 P 
, 
, 
24 November 2014 18
Construction of Designs 
Four blocks of the designs are obtained, each one corresponding to a 
triangular face, by taking together the treatments that lie on the three 
edges of the face as the block contents. 
The parameters of the design are: v = 6n, b = 4, r = 2, k = 3n, 1 = 2, 2 
= 1 and 3 = 0. 
Blocks 
I ( 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12) 
II (1, 2, 3, 4, 13, 14, 15, 16, 17, 18, 19, 20) 
III (5, 6, 7, 8, 13, 14, 15, 16, 21, 22, 23, 24) 
IV (9, 10, 11, 12, 17, 18, 19, 20, 21, 22, 23, 24) 
Example 
v = 24 (= 6×4), 
b = 4, r = 2, 
k = 12, 1 = 2, 
2 = 1, 3 = 0 
24 November 2014 19
Particular Case 
For n = 1, this scheme reduces to a two class Group Divisible (GD) 
association scheme with parameter v = 6, b = 4, r = 2, k = 3, 1 = 1, 2 = 0, 
n1 = 4, n2 = 1 which is not reported in Clatworthy (1973). 
 Association schemes for treatments 1, 2 and 5 are: 
Treatment 1st associates 2nd associates 
1 2,6,3,4 5 
2 1,5,3,4 6 
5 2,6,3,4 1 
 Blocks of the design obtained are: 
Blocks 
I 1, 2, 3 
II 1, 4, 6 
III 2, 4, 5 
IV 3, 5, 6 
24 November 2014 20
Circular Lattice PBIB(3) Designs 
 These designs were introduced by Rao (1956). 
 Consider n concentric circles and n diameters, giving rise to 2n2 
lattice points on the circles. 
Association Scheme 
Corresponding to any treatment, the first associate is that treatment 
which is on the same circle and same diameter, second associates are 
those which are either on the same circle or on the same diameter, and 
the rest are third associates. 
Parameters are n1=1, n2=4(n-1), n3=2(n-1)2, 
 0 0 0   0 1 0   0 0 1 
 
      
      
            
= 0 4(n-1) 0 , = 1 2(n-2) 2(n-1) , = 0 4 4(n-2) . 
P P P 
1 2 3 
2 2 
    
0 0 2(n-1) 0 2(n-1) 2(n-1) n-2 1 4(n-2) 2 n-2 
24 November 2014 21
Example 
For n=3, v=18; we have 3 
concentric circles and 3 
diameters such that each 
point contains one treatment 
The associates of treatment 1 are: 
1st Associate 2nd Associates 3rd Associates 
4 2, 3, 5, 6, 7, 10, 13, 16 8, 9, 11, 12, 14, 15, 17, 18 
24 November 2014 22
Construction of Designs 
Identifying the points as treatments lies on the circles and diameters 
as blocks, one gets a series of PBIB(3) with parameters v=2n2, b=2n, 
r=2, k=2n 1 = 2, 2 = 1 and 3 = 0. 
Replication Blocks Treatments 
I 
1 (1, 2, 3, 4, 5, 6) 
2 (7, 8, 9, 10, 11, 12) 
3 (13, 14, 15, 16, 17, 18) 
II 
4 (1, 4, 7, 10, 13, 16) 
5 (2, 5, 8, 11, 14, 17) 
6 (3, 6, 9, 12, 15, 18) 
Example 
v=18, b=6, r=2 , k=6 
1 = 2, 2 = 1, 3 = 0. 
24 November 2014 23
Generalized Circular Lattice Designs 
 Generalized circular lattice designs were introduced by (Varghese and 
Sharma, 2004) which covers more number of treatments. 
 Let the number of treatments be v = 2sn2, n ≥2. 
 Draw n concentric circles and n diameters. 
Association Scheme 
 The parameters of the association scheme are: 
v=2sn2, n1=2s-1, n2=4s(n-1), n3=2s(n-1)2, n≥2. 
2s-1 0 0 0 2s-1 0 0 0 2s-1 
      
      
      
      
= 0 4s(n-1) 0 , = 2s-1 2s(n-2) 2s(n-1) and = 0 4s 4s(n-2) . 
P P P 
1 2 3 
2 2 
0 0 2s(n-1) 0 2s(n-1) 2s(n-1)(n-2) 2s-1 4s(n-2) 2s(n-2) 
24 November 2014 24
Example 
Let v = 36 (=2×2×32). 
Arrange 36 treatments on 
the 18 intersecting points 
of 3 concentric circles 
and 3 diameters such that 
each point contains two 
treatments. 
24 November 2014 25
Example… 
Treatments 1stAssociates 2nd Associates 3rd Associates 
1 2, 7, 8 
3,4,5,6,9,10,11,12,13,1 
4,19,20,25,26,31,32 
15,16,17,18,21,22,23,24,2 
7,28,29,30,33,34,35,36 
2 1, 7, 8 
3,4,5,6,9,10,11,12,13,1 
4,19,20,25,26,31,32 
15,16,17,18,21,22,23,24,2 
7,28,29,30,33,34,35,36 
3 4, 9, 10 
1,2,5,6,7,8,11,12,15,16 
,21,22,27,28,33,34 
13,14,17,18,19,20,23,24,2 
6,29,30,31,32,35,,36 
15 16, 21, 22 
3,4,9,10,13,14,17,18,1 
9,20,23,24,27,28,33,34 
1,2,5,6,7,8,11,12,25,26,29 
,30,31,32,35,36, 
 
 
 
 
3 0 0 
0 16 0 
0 0 16 
 
 
 
 
 
 
 
1 P 
 
 
 
 
 
 
 
 
 
 
 
0 3 0 
3 4 8 
0 8 8 
2 P 
 
 
 
 
 
 
 
 
 
 
 
0 0 3 
0 8 8 
3 8 4 
3 P 
24 November 2014 26
Construction of Designs 
The design with v = 36, b = 6, r = 2, k = 12, 1 = 2, 2 = 1, 3 = 0 is: 
Replications Blocks Treatments 
I 
1 (1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12) 
2 (13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24) 
3 (25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36) 
II 
4 (1, 2, 7, 8, 13, 14, 19, 20, 25, 26, 31, 32) 
5 (3, 4, 9, 10, 15, 16, 21, 22, 27, 28, 33, 34) 
6 (5, 6, 11, 12, 17, 18, 23, 24, 29, 30, 35, 36) 
24 November 2014 27
Comparison of Designs 
All the four classes of designs exist for v = 24 and r = 2. 
Type of PBIB(3) 
Design 
v b r k nnnVVVE 
1 2 3 1 2 3 1 2 3 V 
Triangular 24 8 2 6 2 1 0 1 8 14 1 1.1875 1.5000 1.2119 0.8251 
Triangular 
(Superimposed) 
24 4 2 12 2 1 0 3 16 4 1 1.0625 1.1250 1.0652 0.9387 
Tetrahedral 24 4 2 12 2 1 0 3 16 4 1 1.0625 1.1250 1.0652 0.9387 
Circular Lattice 24 4 2 12 2 1 0 5 12 6 1 1.0833 1.1666 1.0869 0.9200 
24 November 2014 28
Summary and Conclusions 
 PBIB designs with three-associate classes in less number of 
replications can be used advantageously when there is a constraint 
of resources. 
 Four classes of three-associate class association schemes viz., two 
classes of triangular designs, tetrahedral and circular lattice and 
general methods of construction of PBIB(3) designs based on 
these association schemes were discussed here. 
 The first two series of designs are for the same treatment structure 
v = n(n-2)/2, but the number of blocks and block size varies as per 
the association scheme whereas last two series are for v = 6n and v 
= 2sn2. 
24 November 2014 29
Summary and Conclusions 
 A comparison among these designs for same number of treatments (v 
= 24) showed that PBIB(3) designs based on tetrahedral association 
scheme and triangular (superimposed) association scheme have the 
maximum efficiency among these four classes of designs 
 Designs based on circular lattice association scheme are resolvable 
and hence its replications can be used over space or time. 
24 November 2014 30
References 
Bose, R.C, and Nair, K.R. (1939). Partially balanced incomplete block 
designs, Sankhya, 4, 337-372. 
Bose, R.C, Clatworthy, W.H. and Shrikhande, S.S.(1954). Tables of 
partially balanced designs with two associate classes. North Carolina 
Agricultural Experiment Station Technical Bulletin No. 107. Raleigh. 
N.C. 
Clatworthy, W.H. (1973). Tables of two-associate partially balanced 
designs. National Bureau of Standards, Applied Maths. Series No.63, 
Washington D.C. 
Das, M.N. (1960). Circular designs, Journal of Indian Society 
Agricultural Statistics, 12, 45-56. 
Dey, A. (1986). Theory of Block Designs, Wile Eastern Limited, New 
Delhi, 41-53. 
24 November 2014 31
References 
Kipkemoi, E.C., Koske, J.K. and Mutiso, J.M. (2013). Construction of 
three-associate class partially balanced incomplete block designs in 
two replicates, American Journal of Mathematical Science and 
Applications, 1(1), 61-65. 
Rao, C.R. (1956). A general class of quasifactorial and related designs, 
Sankhya 17, 165-174. 
Saha, G.M., Kulshrestha, A.C. and Dey, A. (1973). On a new type of m-class 
cyclic association Scheme and designs based on the scheme, 
Annals of Statistics, 1, 985-990. 
Sharma, V.K., Varghese, C. and Jaggi, S. (2010). Tetrahedral and cubical 
association schemes with related PBIB(3) designs, Model Assisted 
Statistics and Applications, 5(2), 93-99. 
Varghese, C. and Sharma, V.K. (2004). A series of resolvable PBIB(3) 
designs with two replicates, Metrika, 60, 251-254. 
24 November 2014 32
THANK YOU 
24 November 2014 33

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THREE-ASSOCIATE CLASS PARTIALLY BALANCED INCOMPLETE BLOCK DESIGNS IN TWO REPLICATES BY SUMEET SAURAV

  • 1. Indian Agricultural Research Institute New Delhi THREE-ASSOCIATE CLASS PARTIALLY BALANCED INCOMPLETE BLOCK DESIGNS IN TWO REPLICATES SUMEET SAURAV Roll No. : 20389 M.Sc.(Agricultural Statistics)
  • 2. OVERVIEW  Introduction  Definition  Association scheme &  Construction of design  Comparison  Summary and Conclusions  References Three Associate Triangular PBIB Designs Three Associate Tetrahedral PBIB Designs Three Associate Circular Lattice PBIB Designs 24 November 2014 2
  • 3. Introduction  When a large number of treatments are to be tested in an experiment, incomplete block designs with smaller block size can be adopted to maintain the homogeneity within blocks.  In the class of incomplete block designs the balanced incomplete block (BIB) design, is the simplest one.  These designs estimate all possible treatment paired comparisons with same variance and hence are variance balanced.  But balanced incomplete block designs are not available for every parametric combination. Also, even if a BIB design exists for a given number of treatments (v) and block size (k), it may require too many replications. 24 November 2014 3
  • 4. Introduction…  To overcome this problem another class of binary, equi-replicate and proper designs, called partially balanced incomplete block (PBIB) designs were introduced by Bose and Nair (1939).  In these designs, the variance of every estimated elementary contrast among treatment effects is not the same.  If the experimenter is constrained of resources, PBIB designs with three-associate classes are an alternative to BIB designs or PBIB designs with two-associate classes. 24 November 2014 4
  • 5. Definition Following Bose et al. (1954), an incomplete block design for v treatments is said to be partially balanced with 3-associate classes, if the experimental material can be divided into b blocks each of size k (<v) such that (i) each of the treatments occurs in r blocks, (ii) there exists an abstract relation between treatments satisfying the following: • two treatments are either 1st, 2nd or 3rd associates, the relation of association being symmetrical. • each treatment has exactly ni ith associates, and • given any two treatments that are mutually ith associates, the number of treatments common to the jth associates of the first and kth associates of the second is Pi jk (i,j,k = 1,2,3). (iii) two treatments that are mutually ith associates occur together in exactly i blocks.
  • 6. Three Associate Triangular Designs Kipkemoi et al.(2013) defined a three-class triangular association scheme for v=n(n- 2)/2 treatments. Consider a square array of n rows and n columns (n is even and > 4) with both diagonal entries nij (i = j and i + j = n + 1) in array having no treatments allocated. * n12 n 13 n14 n15 * n21 * n23 n24 * n26 n31 n32 * * n35 n36 n41 n42 * * n45 n46 n51 * n53 n54 * n56 * n62 n63 n64 n65 * 24 November 2014 6
  • 7. Triangular… The treatment entries are allocated to these positions by following steps: (i) The initial set of n(n-2)/2 positions are first filled by v treatments on the upper side of the principle diagonal in a natural order starting from right to left from the top row. (ii) The second set of n(n-2)/2 positions are then filled by v treatment entries from left to right starting from the bottom row. Thus, the final arrangement has every treatment appears twice in the array. 24 November 2014 7
  • 8. Association Scheme Two treatments are said to be i. First associates, if they both occur in the same row and same column. ii. Second associates, if they either occur in the same row or the same column but not both. iii. Third associates, if they neither occur in the same row nor in the same column. The parameters are n 1 =1, n 2 = 2(n-4), n(n  6)  12 2 n3           0 0 0      0 2(n 4) 0 n(n  10)  24 2 0 0 1 P          0 1 0    1 n 6 n 4    n(n  8)  20 0 n  4 2 2 P  0 0 1     0 0 2(n 4)  n(n 6) 12 24 November 2014 8            2 1 2(n 4) 3 P
  • 9. Example Treatment 1st Associates 2nd Associates 3rd Associates 1 4 2,3,9,11 5,6,7,8,10,12 4 1 2 , 3, 9, 11 5,6,7,8,10,12 2 3 1, 4 ,6, 7 5,8,9,10,11,12 5 12 6,7,8,10 1,2,3,4,9,11 9 Let n = 6  v = 12     24 November 2014 * 4 3 2 1 * 12 * 7 6 * 5 10 11 * * 9 8 8 9 * * 11 10 5 * 6 7 * 12 * 1 2 3 4 *                          0 0 0 0 4 0 0 0 0 1 P            0 1 0 1 0 2 0 2 4 2 P            0 0 1 0 0 4 1 4 6 3 P
  • 10. Taking each row and column to constitute a block, n distinct blocks with parameters v=n(n-2)/2, b = n, k = n-2, r = 2, λ1 = 2, λ2 = 1, λ3 = 0 is obtained. 10 Construction of Designs … 24 November 2014 Blocks I 1,2,3,4 II 5,6,7,12 III 8,9,11,10 IV 5,8,10,12 V 1,9,11,4 VI 2,6,7,3 Example v = 12, b = 6, k = 4, r = 2, λ1= 2, λ2 = 1, λ3 = 0 * 4 3 2 1 * 12 * 7 6 * 5 10 11 * * 9 8 8 9 * * 11 10 5 * 6 7 * 12 * 1 2 3 4 *                  
  • 11. Triangular (Superimposed) Association Scheme  For n  8, even positive integer, triangular (superimposed) association scheme is obtained by transposing and then superimposing the array of triangular association scheme on the original array.  Parameter are: n1=3, n2= n(n-4), n(n  10)  24 2 n3           2 0 0      0 4(n 4) 0 n(n  10)  24 2 0 0 1 P          0 3 0       3 2(n 4) 2(n 6) n(n  14)  48 0 2(n  6) 2 2 P    0 0 3    0 16 4(n 8) n(n 18) 80 24 November 2014 11            2 3 4(n 8) 3 P
  • 12. Example * 6 5 4 3 2 1 * 24 * 11 10 9 8 * 7 22 23 * 15 14 * 13 12 19 20 21 * * 18 17 16 16 17 18 * * 21 20 19 12 13 * 14 15 * 23 22 7 * 8 9 10 11 * 24 * 1 2 3 4 6 6 *     For n=8, v=24                     By transposing and then superimposing the array of triangular association scheme                           5 * (6,24) (5,22) (4,19) (3,16) (2,12) (1,7) * (24,6) * (11,23) (10,20) (9,17) (8,13) * (7,1) (22,5) (23,11) * (15,21) (14,18) * (13,8) (12,2) (19,4) (20,10) (21,15) * * (18,14) (17,9) (16,3) (16,3) (17,9) (18,14) * * (21,15) (20,10) (19,4) (12,2) (13,8) * (14,18) (15,21) * (23,11) (22,5) (7,1) * (8,13) (9,17) (10,20) (11,23) * (24,6) * (1,7) (2,12) (3,16) (4,19) (5,22) (6,24) *
  • 13. Various associates of treatments Treatment 1st associates 2nd associates 3rd associates 1 6, 7, 24 2,3,4,5,8,9,10,11,12,13, 16,17,19,20,22,23 14,15,18,21 7 1, 6, 24 2,3,4,5,8,9,10,11,12,13, 16,17,19,20,22,23 14,15,18,21 2 5, 12, 22 1,3,4,6,7,8,11,13,14,15, 16,18,19,21,23,24 9,10,17,20 14 15,18,21 2,3,4,5,8,9,10,11,12,13, 16,17,19,20,22,23 1,6,7,24            2 0 0 0 16 0 0 0 4 1 P            0 3 0 3 8 4 0 4 0 2 P            0 0 3 0 16 0 3 0 0 3 P 24 November 2014 13
  • 14. Construction of Designs n b  , , k=2(n-2), r =2, λ1= 2, λ2= 1, λ3= 0. Blocks Parameters of this series of designs are: I 1,2,3,4,5,6,7,12,16,19,22,24 II 1,6,7,8,9,10,11,13,17,20,23,24 III 2,5,8,11,12,13,14,15,18,21,22,23 IV 3,4,9,10,14,15,16,17,18,19,20,21 n(n  2) 2 v  2 Example v = 24, b = 4, k = 12, r = 2, λ1= 2, λ2 = 1, λ3 = 0 24 November 2014 14
  • 15. Three Associate Tetrahedral PBIB Designs  Sharma et al. (2009) defined tetrahedral association scheme for number of treatments be v = 6n (n ≥ 2).  A tetrahedron has four triangular faces and six edges, arrange these treatments on the edges of a tetrahedron such that each edge contains exactly n distinct treatments. Association Scheme Treatment  is the, • first associate of , if  lies on the same edge of ; • the second associate, if  lies on any of the edges that pass through the two vertices located on the edge of ; and • third associate, otherwise 24 November 2014 15
  • 16. Parameters The parameters of the association scheme are: v = 6n, n1 = n-1, n2 = 4n, n3 = n,             n 2 0 0 0 4n 0 0 0 n 1 P      0 n 1 0         n 1 2n n 0 n 0 2 P 0 0 n 1           0 4n 0 n  1 0 0   3 P 24 November 2014 16
  • 17. Example Let v = 24 (= 6×4). An arrangement of these treatments on the six edges of a tetrahedron such that each edge contains 4 distinct treatments 24 November 2014 17
  • 18. Example… Treatment 1st Associates 2nd Associates 3rd Associates 1 2, 3, 4 5,6,7,8,9,10,11,12,13,14, 15,16,17,18,19,20 21,22,23,24 2 1, 3, 4 5,6,7,8,9,10,11,12,13,14, 15,16,17,18,19,20 21,22,23,24 5 6, 7, 8 1,2,3,4,9,10,11,12,13,14, 15,16,21,22,23,24 17,18,19,20 21 22,23,24 5,6,7,8,9,10,11,12,13,14, 15,16,17,18,19,20 1, 2, 3, 4            2 0 0 0 16 0 0 0 4 P1            0 3 0 3 8 4 0 4 0 2 P            0 0 3 0 16 0 3 0 0 3 P , , 24 November 2014 18
  • 19. Construction of Designs Four blocks of the designs are obtained, each one corresponding to a triangular face, by taking together the treatments that lie on the three edges of the face as the block contents. The parameters of the design are: v = 6n, b = 4, r = 2, k = 3n, 1 = 2, 2 = 1 and 3 = 0. Blocks I ( 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12) II (1, 2, 3, 4, 13, 14, 15, 16, 17, 18, 19, 20) III (5, 6, 7, 8, 13, 14, 15, 16, 21, 22, 23, 24) IV (9, 10, 11, 12, 17, 18, 19, 20, 21, 22, 23, 24) Example v = 24 (= 6×4), b = 4, r = 2, k = 12, 1 = 2, 2 = 1, 3 = 0 24 November 2014 19
  • 20. Particular Case For n = 1, this scheme reduces to a two class Group Divisible (GD) association scheme with parameter v = 6, b = 4, r = 2, k = 3, 1 = 1, 2 = 0, n1 = 4, n2 = 1 which is not reported in Clatworthy (1973).  Association schemes for treatments 1, 2 and 5 are: Treatment 1st associates 2nd associates 1 2,6,3,4 5 2 1,5,3,4 6 5 2,6,3,4 1  Blocks of the design obtained are: Blocks I 1, 2, 3 II 1, 4, 6 III 2, 4, 5 IV 3, 5, 6 24 November 2014 20
  • 21. Circular Lattice PBIB(3) Designs  These designs were introduced by Rao (1956).  Consider n concentric circles and n diameters, giving rise to 2n2 lattice points on the circles. Association Scheme Corresponding to any treatment, the first associate is that treatment which is on the same circle and same diameter, second associates are those which are either on the same circle or on the same diameter, and the rest are third associates. Parameters are n1=1, n2=4(n-1), n3=2(n-1)2,  0 0 0   0 1 0   0 0 1                          = 0 4(n-1) 0 , = 1 2(n-2) 2(n-1) , = 0 4 4(n-2) . P P P 1 2 3 2 2     0 0 2(n-1) 0 2(n-1) 2(n-1) n-2 1 4(n-2) 2 n-2 24 November 2014 21
  • 22. Example For n=3, v=18; we have 3 concentric circles and 3 diameters such that each point contains one treatment The associates of treatment 1 are: 1st Associate 2nd Associates 3rd Associates 4 2, 3, 5, 6, 7, 10, 13, 16 8, 9, 11, 12, 14, 15, 17, 18 24 November 2014 22
  • 23. Construction of Designs Identifying the points as treatments lies on the circles and diameters as blocks, one gets a series of PBIB(3) with parameters v=2n2, b=2n, r=2, k=2n 1 = 2, 2 = 1 and 3 = 0. Replication Blocks Treatments I 1 (1, 2, 3, 4, 5, 6) 2 (7, 8, 9, 10, 11, 12) 3 (13, 14, 15, 16, 17, 18) II 4 (1, 4, 7, 10, 13, 16) 5 (2, 5, 8, 11, 14, 17) 6 (3, 6, 9, 12, 15, 18) Example v=18, b=6, r=2 , k=6 1 = 2, 2 = 1, 3 = 0. 24 November 2014 23
  • 24. Generalized Circular Lattice Designs  Generalized circular lattice designs were introduced by (Varghese and Sharma, 2004) which covers more number of treatments.  Let the number of treatments be v = 2sn2, n ≥2.  Draw n concentric circles and n diameters. Association Scheme  The parameters of the association scheme are: v=2sn2, n1=2s-1, n2=4s(n-1), n3=2s(n-1)2, n≥2. 2s-1 0 0 0 2s-1 0 0 0 2s-1                         = 0 4s(n-1) 0 , = 2s-1 2s(n-2) 2s(n-1) and = 0 4s 4s(n-2) . P P P 1 2 3 2 2 0 0 2s(n-1) 0 2s(n-1) 2s(n-1)(n-2) 2s-1 4s(n-2) 2s(n-2) 24 November 2014 24
  • 25. Example Let v = 36 (=2×2×32). Arrange 36 treatments on the 18 intersecting points of 3 concentric circles and 3 diameters such that each point contains two treatments. 24 November 2014 25
  • 26. Example… Treatments 1stAssociates 2nd Associates 3rd Associates 1 2, 7, 8 3,4,5,6,9,10,11,12,13,1 4,19,20,25,26,31,32 15,16,17,18,21,22,23,24,2 7,28,29,30,33,34,35,36 2 1, 7, 8 3,4,5,6,9,10,11,12,13,1 4,19,20,25,26,31,32 15,16,17,18,21,22,23,24,2 7,28,29,30,33,34,35,36 3 4, 9, 10 1,2,5,6,7,8,11,12,15,16 ,21,22,27,28,33,34 13,14,17,18,19,20,23,24,2 6,29,30,31,32,35,,36 15 16, 21, 22 3,4,9,10,13,14,17,18,1 9,20,23,24,27,28,33,34 1,2,5,6,7,8,11,12,25,26,29 ,30,31,32,35,36,     3 0 0 0 16 0 0 0 16        1 P            0 3 0 3 4 8 0 8 8 2 P            0 0 3 0 8 8 3 8 4 3 P 24 November 2014 26
  • 27. Construction of Designs The design with v = 36, b = 6, r = 2, k = 12, 1 = 2, 2 = 1, 3 = 0 is: Replications Blocks Treatments I 1 (1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12) 2 (13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24) 3 (25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36) II 4 (1, 2, 7, 8, 13, 14, 19, 20, 25, 26, 31, 32) 5 (3, 4, 9, 10, 15, 16, 21, 22, 27, 28, 33, 34) 6 (5, 6, 11, 12, 17, 18, 23, 24, 29, 30, 35, 36) 24 November 2014 27
  • 28. Comparison of Designs All the four classes of designs exist for v = 24 and r = 2. Type of PBIB(3) Design v b r k nnnVVVE 1 2 3 1 2 3 1 2 3 V Triangular 24 8 2 6 2 1 0 1 8 14 1 1.1875 1.5000 1.2119 0.8251 Triangular (Superimposed) 24 4 2 12 2 1 0 3 16 4 1 1.0625 1.1250 1.0652 0.9387 Tetrahedral 24 4 2 12 2 1 0 3 16 4 1 1.0625 1.1250 1.0652 0.9387 Circular Lattice 24 4 2 12 2 1 0 5 12 6 1 1.0833 1.1666 1.0869 0.9200 24 November 2014 28
  • 29. Summary and Conclusions  PBIB designs with three-associate classes in less number of replications can be used advantageously when there is a constraint of resources.  Four classes of three-associate class association schemes viz., two classes of triangular designs, tetrahedral and circular lattice and general methods of construction of PBIB(3) designs based on these association schemes were discussed here.  The first two series of designs are for the same treatment structure v = n(n-2)/2, but the number of blocks and block size varies as per the association scheme whereas last two series are for v = 6n and v = 2sn2. 24 November 2014 29
  • 30. Summary and Conclusions  A comparison among these designs for same number of treatments (v = 24) showed that PBIB(3) designs based on tetrahedral association scheme and triangular (superimposed) association scheme have the maximum efficiency among these four classes of designs  Designs based on circular lattice association scheme are resolvable and hence its replications can be used over space or time. 24 November 2014 30
  • 31. References Bose, R.C, and Nair, K.R. (1939). Partially balanced incomplete block designs, Sankhya, 4, 337-372. Bose, R.C, Clatworthy, W.H. and Shrikhande, S.S.(1954). Tables of partially balanced designs with two associate classes. North Carolina Agricultural Experiment Station Technical Bulletin No. 107. Raleigh. N.C. Clatworthy, W.H. (1973). Tables of two-associate partially balanced designs. National Bureau of Standards, Applied Maths. Series No.63, Washington D.C. Das, M.N. (1960). Circular designs, Journal of Indian Society Agricultural Statistics, 12, 45-56. Dey, A. (1986). Theory of Block Designs, Wile Eastern Limited, New Delhi, 41-53. 24 November 2014 31
  • 32. References Kipkemoi, E.C., Koske, J.K. and Mutiso, J.M. (2013). Construction of three-associate class partially balanced incomplete block designs in two replicates, American Journal of Mathematical Science and Applications, 1(1), 61-65. Rao, C.R. (1956). A general class of quasifactorial and related designs, Sankhya 17, 165-174. Saha, G.M., Kulshrestha, A.C. and Dey, A. (1973). On a new type of m-class cyclic association Scheme and designs based on the scheme, Annals of Statistics, 1, 985-990. Sharma, V.K., Varghese, C. and Jaggi, S. (2010). Tetrahedral and cubical association schemes with related PBIB(3) designs, Model Assisted Statistics and Applications, 5(2), 93-99. Varghese, C. and Sharma, V.K. (2004). A series of resolvable PBIB(3) designs with two replicates, Metrika, 60, 251-254. 24 November 2014 32
  • 33. THANK YOU 24 November 2014 33