LEARNING      AND        MOTIVATION         (1974)        5, 369-379
Conditioned                   Inhibition              is not         the       Symmetrical                    Opposite
                    of     Conditioned                    Excitation:              A Test            of the
                                      Rescorla-Wagner                            Model1
                                                        A. G. BAKER
                                                     Dalhousie     University
           Rescorla      and Wagner’s            ( 1972)     linear associative            model       of learning        pre-
      dicts that a neutral            stimulus        will become          weakly        excitatory        if it is paired
      with a conditioned             inhibitor        and the compound                 is not reinforced.             If the
      inhibitor      is not allowed         to extinguish         during      these pairings,            the model pre-
      dicts that the neutral               stimulus       will become           strongly         excitatory.       Rescorla
       ( 1971)     has presented         some evidence            to support the former prediction                        of a
      weak      effect.    Experiment           I tested      the latter       prediction           of a strong         effect
      using rats in a conditioned                 emotional       response      paradigm,           and found        no evi-
      dence that the pairings              made the neutral             stimulus        excitatory.        Experiment         II
      replicated        Rescorla’s     results,      but showed        that even on a relearning                    test the
      experimental         group    learned         no faster than a novel stimulus                        control    group.
   Rescorla and Wagner (1972; Wagner & Rescorla, 1972) have recently
proposed a linear associative model to account for a wide range of phe-
nomena in Pavlovian conditioning and instrumental learning. The crucial
assumption of this model is that on a given trial the change in associative
strength of a particuIar stimulus is proportional to the difference between
the total associative strengths of all the stimuli present, including that
particular stimulus, and the asymptotic associative strength supportable
by the reinforcement used on that trial. Formally the model is given by
the expression AV~ = aA*fil ( h1 - B), where AV, is the change in asso-
ciative strength of stimulus A; P is the algebraic sum of the associative
strengths of all stimuli present; X~ is the asymptotic level of associative
strength supportable by the reinforcer used; and a,, and p1 are rate pa-
rameters for the stimulus and reinforcer, respectively.
   One of the model’s most interesting features is its implication that Pav-
Iovian excitatory and inhibitory processes are symmetrical. This sym-
     ’ This research     was supported        by grant    APA 259 from        the National      Researc,h
Council      of Canada     to N. J. Mackintosh.         The author      would     like to thank     N. J.
Mackintosh       and G. Hall for their many comments               on this manuscript.     Requests     for
reprints    should be sent to the author         at the Laboratory      of Experimental     Psychology,
University     of Sussex, Falmer,     Brighton,    England,    BN192Y.
                                              369
Copyright     @ 1974 by Academic     Press, Inc.
All rights    of reproduction in any form reserved.
370                                  A.   G. BAKER
metry arises from the fact that, according to Rescorla and Wagner, both
excitation and inhibition arise from the same fundamental                   mechanism,
namely, that the associative strengths of the individual elements of a
compound are incremented          or decremented        according to the difference
between the components’         individual    associative strengths and X. In a
typical procedure for studying excitatory conditioning               a neutral cue is
paired with the unconditioned          stimulus. Over a number of trials the
neutral cue will come to elicit a conditioned response. Excitatory                   con-
ditioning is explained directly from Rescorla and Wagner’s model. When
the neutral cue is first paired with the reinforcer the difference between
its associative strength and h is large and relatively large increments of
excitation (positive associative strength)         will be conditioned to it. Over
a number of trials these increments will become smaller, as the difference
between h and the cue’s total associative strength decreases until an
asymptote is reached in which the cue’s associative strength approaches h.
    In a typical procedure for studying conditioned              inhibition, one cue
 (A) is reinforced until it becomes excitatory, and a second cue (B) is
then paired with A and the resulting compound is not reinforced. Over
a number of trials B should become a conditioned inhibitor. Conditioned
inhibition may be measured by showing that the pairing of B with an-
other excitatory stimulus (C) reduces the response elicited by C, or by
showing that subsequent conditioning            to B is retarded when B is rein-
forced (Rescorla, 1969). Rescorla and Wagner’s (1972) model requires
one supplementary       assumption     to explain conditioned inhibition.            Res-
corla and Wagner chose to make the assumption that nonreinforcement
will support no associative strength (i.e., x0 for nonreinforcement                is 0).
Once this assumption       is made the explanation follows easily. During
 excitatory training A acquires positive association strength until it ap-
proaches h,. When the compound AB is nonreinforced,                      its associative
 value is positive, but since X, for nonreinforcement             is 0 both A and B
will have their associative strengths decremented. Because B starts with
 no associative strength it acquires negative associative strength during
this process. This negative associative strength is defined by Rescorla
 and Wagner (1972) as conditioned inhibition. When B is paired with
 an excitatory cue C, the resulting compound BC will have a lower asso-
 ciative value than C alone and therefore will elicit less responding. Simi-
 larly, in subsequent conditioning        to B alone, B will be slow to develop
 positive associative strength.
     The prediction of the model tested in the present experiments arises
 from its symmetry of inhibition and excitation. If a neutral cue is paired
 with an excitor and the compound is not reinforced, the neutral cue will
 become an inhibitor. It follows that, if a neutral cue is paired with an
 inhibitor and the compound is not reinforced,               the neutral cue should
                         INHIBITION         AND    EXCITATION                371
become excitatory. Since the inhibitor has negative associative strength,
and the asymptote for nonreinforcement    is zero, nonreinforcement  of the
compound will result in increments in the associative strengths of both
components, and hence the associative strength of the neutral cue should
become positive. The model predicts that this effect will not be strong if
the inhibitor is allowed to extinguish during these nonreinforced    trials.
In fact, Rescorla (1971) has provided some evidence which suggests
that a neutral cue may become weakly excitatory under these conditions.
The aim of the present Expt I was to protect the inhibitor from extinc-
tion, thereby, according to the model, forcing the neutral cue to become
strongly excitatory.
                                      EXPERIMENT         I
   The conditioned     emotional response (CER)        technique was used. .d
noise was first established as an excitatory cue (i.e., it was reinforced
until it controlled total suppression).   Next, the noise was paired with a
light in compound. This compound was not reinforced                and the light
eventually    became a strong inhibitor.      During     this phase reinforced
noise trials were continued, presumably keeping the associative strength
of the noise near x,, and, according to the model, forcing the associative
strength of the light to near --A,. In the final stage, nonreinforced       trials
to a tone-light compound were added. During this stage the noise and
light were prevented from extinguishing       (as an excitor and an inhibitor
respectively)     by continuing the presentation     of reinforced    noise trials
and nonreinforced     noise-light trials.
Method
   Subjects. The subjects were 16 male hooded Long Evans rats which
were adapted to the laboratory conditions for one week and then main-
tained at 80% of their free feeding weight for the remainder of the
experiment.
   Apparatus. The four conditioning   chambers were lever boxes (23 cm
high, 20 cm deep and 25 cm wide ) . One side wall of each was made of
transparent  Perspex, the ceiling was made of white translucent Perspex
and the remaining three walls were made of sheet metal. A food cup and
a lever were located on one wall with a speaker immediately above and
between them. A 40-W bulb was located above the ceiling. Scrambled
shock (1 mA, 1 set) from a Grason-Stadler        (model 700) shock gen-
erator could be delivered through the grid floor (3-mm grids, 1 cm
apart), the lever and the sheet metal walls. The three cues used were
noise (80 dB, SPL from a Grason-Stadler    noise generator), tone (70 dB,
SPL, 1200 Hz, pulsed once a set) and light (the 40-W bulb was turned
on). The boxes were isolated in separate sound attenuating chambers,
372                              A.   G. BAKER
and sound was further masked by the fan motors in these chambers.
Automatic     programming     and recording       equipment  was located in a
separate room.
   Procedure. All training and conditioning sessions were 1 hr long. All
stimuli were 1 min in duration and responses during each, and for the
minute preceding each, were recorded, The main measure of condition-
ing was Kamin’s (Annau & Kamin, 1961) suppression ratio, i.e., the ratio
of responses in each trial to the sum of the responses during that trial
and the minute immediately preceding. With this measure, a ratio of 0
denotes complete suppression       during the CS while a ratio of 5 signifies
no suppression to the CS.
    The experiment consisted of four phases plus one pretest and one test
period. Phase 1 (days l-7) consisted of shaping and VI training.
    On day 1 the animals were placed in the conditioning           chambers for
1 hr. During the first 30 min, 30 pellets were delivered on a random time
schedule. During this stage each bar press caused a pellet to be delivered.
Each rat was removed after his 50th response. Those rats which did not
respond 50 times were hand shaped the next day. On days 3-7 the sub-
jects were placed on a random interval food schedule in which on the
average of once a minute, a reinforcement         was primed and was delivered
by the next response. During all remaining sessions this reinforcement
schedule remained in effect.
    Phase 2, the phase of excitatory conditioning consisted of days 8 and 9
during which twice a session the noise was presented and was followed
immediately      by a shock. Phase 3, which lasted for days 9-33 was the
inhibitory   training phase. On each day of phase 3 there was one rein-
forced noise trial and three trials during which the noise and the light
were presented together (noise-light         trials). The following    two days
 (days 34-35) were the pretest. On each of these days four tone trials
occurred.
    For Phase 4 the subjects were divided into two groups (Group 12 and
 Group 24) in order to monitor the course of any excitation that might
 accrue to the tone during this phase of training. Group 12 received 12
 days of training (days 36-17) during which, on each day, they received
 a reinforced noise trial, a noise-light trial and three tone-light trials none
 of which were reinforced. Group 24 received the same treatment for 24
 days. After this phase each group was presented with, as the second test,
 four tone trials.
Results
   The results of the last two days of Phase 3 and all of Phase 4 are
plotted in Fig. 1. It can be seen that at the end of Phase 3 there was
                                             INHIBITION               AND        EXCITATION                                                 373
                        g        .“‘r&q>+&
                                             0         Y-4:                 _a
                                                                    \*_-
                        .b 3                     )I’                                   G12           G2L
                         3                                                         N   --.I         -
                            it                                                    NL i--l           -
                            ::       .l-                                          TL --:             -
                        L?                   0
                                                                          12                                  24
                                                              2     Session            Blocks
    FIG.    1. Mean    suppression  ratio plotted over two                                         session   blocks     for    the   last   two
sessions    of Phase   3 and for all of Phase 4 of Expt 1.
considerable suppression to the noise and only slight suppression to the
noise-light compound. During Phase 4 the noise continued to control
strong suppression while the noise-light compound controlled little
suppression.
   The results of the three individual test days are presented in Fig. 2. It
is apparent that the tone controlled considerable suppression on the first
day of the pretest, but by the second day controlled little suppression.
This decrease was significant in both groups (t( 7) = 5.50, p 2 0.01 in
Group 12; t( 7) = 6.58; p < 0.01 in Group 24). On the final test day the
tone appeared to control even less suppression than on the last pretest
day. This trend was not significant for Group 12 ( t( 7) = .855, p 2 0.10)
but was significant for Group 24 (t( 7) = 2.77, p 2 0.05). If suppression
ratios to the tone-light compound for the last day of Phase 4 are com-
pared with the suppression ratios to the tone it is apparent that the
                                                                                              ,’
                                                                                              /
                                                                                   -
                                                                  1        2           Test
                                                                   Pretest
    FIG.    2. Mean   suppression ratio on the four nonreinforced                                            tone     trials   for   the    tuw
pretest    sessions and the test sessions of Expt 1.
374                                 A.   G. BAKER
animals were less suppressed to the tone than they had been to the tone-
light compound. This difference was significant for both groups (t( 7) =
2.55, p 5 0.05 for Group 12; t( 7) = 4.84, p 5 0.01 for Group 24).
Discussion
    It will be recalled that Rescorla and Wagner’s (1972) theory predicts
that over a number of trials a cue paired with an inhibitory cue should
acquire a positive associative value, which in the present case would be
observed as suppression          of responding      to the tone. The results of this
experiment provide no support for this prediction.                It is apparent that
over the course of the experiment the tone was quite excitatory when
first presented, probably due to generalization between it and the noise,
but over the pretest days and Phase 4 this excitation decreased. It should
be pointed out that it is possible that the procedure employed in the
present experiment did cause the tone to develop weak excitatory prop-
erties, but that the present experiment did not detect these. However,
this undetectable level of excitation would be very weak and Rescorla
and Wagner’s model predicts strong excitation.
    It is worthwhile      at this point to consider possible alternative expla-
nations of the present data. The first falls within Rescorla and Wagner’s
theoretical framework.        It may be pointed out that while the light was
quite inhibitory,      it never reached an associative value of -h because
there was always some suppression               to the noise-light     compound. The
theory further predicts that the light should, over the course of Phase 4,
achieve a new equilibrium            associative value that is somewhat less in-
hibitory. That this may be the case is shown by a nonsignificant increase
in suppression      between Phase 3 and Phase 4. It follows, that the equi-
librium associative value of the tone should fall somewhat short of being
equal and opposite to that of the light. Finally, Rescorla and Wagner
claim no connection between responding and associative strength except
that they are monotonically           related. It is, therefore, possible to argue
that the present procedures            were insufficiently    powerful     to make the
tone excitatory enough to be measured. This interpretation                    seems un-
likely, and if made would require Rescorla and Wagner to adopt rather
an awkward      response connection rule, which would rob the model of a
considerable amount of its simplicity and appeal.
    Another explanation of the present experiment calls upon the principle
of compounding.        It has been suggested (cf. Razran, 1965) that when a
compound is reinforced a large number of times the compound remains
excitatory but the elements alone no longer elicit responding. If this had
happened in the present experiment               (i.e., if the noise-light    and tone-
light compounds were treated as wholes and not as pairs of elements),
                           INHIBITIOK     AND    EXCITATION                         :375
then the prediction        derived from the model is that no excitation will
accrue to either compound or to the tone, There are several reasons
why it is unlikely that this interpretation             is valid. First the slight sup-
pression to the noise-light          compound did not decrease over Phase -1.
Secondly, although it is difficult to think of an empirical test of the
compounding        hypothesis     the following      procedure      was adopted. After
the final tone test was completed, the subjects were given one day of
tone-shock     pairings. On the next day they were presented with two
unreinforced     trials each of the tone and the tone-light compound (i.e.,
a summation test for inhibition to the light; Rescorla, 1969). On the test
day the animals were completely               suppressed to the tone (mean           sup-
pression ratio = .027) and unsuppressed                  to the tone-light     compound
(mean suppression ratio = .462). These results are inconsistent with the
compounding        hypothesis.     Finally, while Booth and Hammond               (1971)
and Rescorla ( 1972) have demonstrated                compounding,      Rescorla ( 1972 )
showed that it is unlikely to occur “naturally”                 although it does occur
when subjects are “forced” to compound the rues in situations such as
a discrimination       between a compomld and its elements. Further, other
studies (i.e., Baker, 1969) have failed to find compounding at all, imply-
ing that the phenomenon is not overly robust. Hence, there appears to be
little support for a compounding           interpretation     of the present results. 111
short, it seems that there is no viable description for the present results.
except that they are inconsistent             with Rescorla and Lf’agner’s model.
Further, the results seem entirely consistent with the attentional notiwl
that an animal will soon stop attending to a stimulus which signals
nothing about his environment.
                                    EXPERIMENT        II
    Experiment   1 failed to confirm the prediction,   derived from Rescorla
and Wagner’s      (1972) model, that a neutral stimulus presented in con-
jlmction with an inhibitor will acquire excitatory         properties.   Rescorla
 ( 1971) has reported data consistent with this prediction,          and it there-
fore becomes     necessary to reconcile the two sets of results. Rescorla
 (1971) used a savings test to measure the weak excitation          that had sup-
posedly been conditioned to the neutral stimulus      during its pairings with
the inhibitory   stimulus. In this test the rate of acquisition of suppression
was found to be slightly higher in the experimental group than in various
control groups. A feature co~n~no~~      to each of the control groups, ho\v-
ever, w;ls that during the immediate pre-test phase they were repeatedly
exposed to the neutral stimulus either alone or in compound with another
neutral stimulus. It seems possible that these control procedures in them-
sel\~ might hinder the acquisition of suppression bv the control           ,gm~qw.
376                                 A.   G. BAKER
Rescorla’s results, therefore, might reflect not enhanced acquisition in
the experiment group but a retardation      in the control groups. Experi-
ment II was carried out to test this notion. This experiment attempts
to replicate Rescorla’s main control group (I-U)     and his experimental
group (I-P) and in addition adds an extra control group which does not
receive repeated exposure to the neutral stimulus.
Method
    Subjects and Apparatus. The subjects were 24 hooded male Long
Evans rats maintained in the same manner as in Expt I. The apparatus
was identical to that used in Expt. I. The stimuli were the same as in
Expt I except that the noise was decreased in intensity by 5 dB to 75 dB.
 (Pilot studies showed that inhibition was more rapidly acquired at this
noise level.) The shocks were 1.3 mA and of 1-set duration.
    Procedure. The animals were trained to press the bar in the same man-
ner as in Expt I. During Phases 2 and 3 the subjects received 2 days of
excitatory training to the noise (2 noise-shock          trials a day) followed by
12 days of inhibitory training to the light, (1 reinforced noise trial and 3
nonreinforced    noise-light trials per day). After Phase 3 the subjects were
given 2 days of pretest to the tone, during which they received 4 tone
trials per day. For Phase 4 the subjects were divided into 3 equal groups
 (Group TL, Group T, and Group 0). For the 12’ days of Phase 4 all of
the groups received 1 reinforced noise trial and 1 nonreinforced                noise-
light trial per day. Each day, in addition to this, Group TL received
3 nonreinforced    tone-light trials, Group T received 3 nonreinforced            tone
trials, and Group 0 received no additional trials.
    After Phase 4 all groups received a savings test for acquisition                 of
suppression to the tone. This consisted of two days during each of which
the subjects received 4 presentations      of the tone. The second and fourth
trials each day were followed by shock while the first and third were
unreinforced.
    Results. The results of the first 3 phases were similar to those of Expt I.
By the end of Phase 3 the mean suppression ratio to the noise-light com-
pound was .497, .481, and ,430 for group TL, Group T, and Group 0,
respectively.   These means were not significantly           different from one an-
other ( F( 2,21) = 1.097). The mean suppression ratios to the noise trial
were .054, .063, and .089. These also did not differ significantly          (F(2,2I)
 = 0.506). All groups were mildly suppressed to the tone on the first tone
pretest day with mean suppression ratios of .340, .346, and .300, respec-
tively. On the second day of pretest there was no sign of suppression for
the three groups with mean suppression             ratios of ,506, .5I3, and .495
respectively.   There was no significant        difference between        groups on
                                INHIBITION        AND       EXCITATION                                          37
either  the first or second day of the pretest (F( 2,21) = 0.162, and
F( 2,Zl)   = 0.038, respectively).   During the fourth phase of the experi-
ment the difference in suppression        ratios to the noise-light   compound
and to the noise were maintained for the three groups. The mean sup-
pression ratios for the noise-light compound on the last day of Phase 4
were ,469, .511, and ,507, respectively    ( F( 2,21) = .047), and for the noise
were .012, .Oll and .013 (F( 2,21) = 0.041). The results of the test phase
are shown in Fig. 3. There were no significant differences between groups
except on trial 4 (F( 2,21) = 4.41). T wo orthogonal contrasts were tested
using the method of ScheffC ( Winer, 1971) .
   The first contrast compared the mean of Group T with the means of
groups TL and 0. The second compared the mean of Group TL with
that of Group 0. The first contrast was significant (F( 2,21) = 4.35) and
the second was not ( F( 2,21) = 0.06) thereby implying that the differ-
ence found was due to the mean of Group T being larger than those of
groups TL and 0, which did not differ from one another.
Discussion
   The results of the first two trials of the test phase confirm the results
of Expt I; the present procedure, contrary to the predictions of Rescorla
and Wagner’s model, did not cause the neutral cue to become excitatory.
However    of more relevance to this discussion are the results for the
various groups on trial 4 of the test phase. First, it should be pointed out
that the results of group T and group TL are similar to those of Res-
corla’s groups I-U and I-P, and therefore represent a replication of his
major finding in a somewhat different situation. It is this difference in
acquisition of suppression    after the first shock that Rescorla interpreted
                                                 1      2       3        1
                                             Blocks     of 2 Trials
      FIG. 3 Mean     suppression   ratios to the tone plotted               in   two   trial   blocks   over   thr
two     tone test days for groups   TL, T and 0 of Expt 2.
378                                      A.   G. BAKER
as being caused by weak excitation conditioned to the neutral cue. The
results of Expt II put this interpretation       in doubt.
    It is possible to suggest a number of reasons why conditioning                  pro-
ceded relatively slowly in Group T in the present experiment and in
Rescorla’s Group I-U and other control groups. It is well known that
nonreinforced      exposure to a neutral stimulus will retard future condition-
ing to that stimulus (e.g., Lubow & Moore, 1959). It is quite likely that
such latent inhibition would occur in the final phase before test in both
the present Group T and in Rescorla’s Group I-U thereby accounting
for these groups slightly retarded acquisition of suppression              during the
test phase.
    While the previous explanation may seem appealing it is weakened
considerably      by the fact that Rescorla (1971) reported the results of
two other control groups both of which received nonreinforced                        TL
trials in the final pretest stage. The results of these groups were very
similar to those of Rescorla’s group I-U. However             a second alternative
explanation lies in the fact that in the present experiment                  and most
probably in Rescorla’s experiment also there was some generalization
between the excitor and the neutral cue at the beginning of the final
conditioning      phase. Nonreinforced      presentation    of the neutral cue in
the control groups probably          extinguished      this generalized     excitation.
However in Rescorla’s and the present experiment’s experimental groups
and also in Group 0 of the present experiment, this excitation may not
have extinguished       completely:   in the experimental      groups, the neutral
cue was paired with an inhibitor thereby protecting it from extinction,
and in Group 0 the tone was not presented in this final stage. Hence
the difference in acquisition        of suppression       may merely have repre-
sented the residue of generalized excitation.
    It should be pointed out that regardless of which, if either, of these
alternative explanations is correct does not affect the main finding of
the present experiments,       namely that continued nonreinforced            pairings
of a strong inhibitor and an initially neutral cue do not turn the neutral
cue into a strong excitor. Even on a relearning test evidence for any
effect let alone a strong one was equivocal. In conclusion then it seems
that Rescorla and Wagner’s treatment of inhibition as the symmetrical
opposite of excitation, while attractively          parsimonious,     requires some
modificaion to cope with the present results.
                                        REFERENCES
ANNAU, Z., & KAMIN,       L. J. The   conditioned    emotional  response      as a function    of the
     intensity   of the US. Journal   of Comparative      and Physiological      Psychology,    1961,
     54, 428-432.
                                              INHIBITIOS            AND       EXCITATIO?i                                                   379
BAKER, T. W. Component                       strength        in a compound                CS as a function                   ol number         of
      acquisition        trials. Journal          of Experimental               Psychology,           1969, 79, 3-17-352.
BOOTH, J. II., & HA~IMOND,                      L. J. Configural            conditionmg:             greater      fear in rats to thr
      compound           than component                through        overtraining           of the conlpound.                     JozrrnaI    o/
      Experimental            Psychology,          1971, 87, 255-262.
Luuow,        R. E., 8r MOORE,               A. V. Latent           inhibition:          the effect of nonreinforced                        pre-
      exposure        to the conditional               stimulus.       Journal       of Comparatice                and Physiologicd
      Psychology,           1959, 52, 416-419.
HALHAN,        C. H. S. Empirical                  codifications          and spxific              theoretical           implications          of
      compound-stimulus                conditioning:           Perception.          In W. F. Prokasy                    (Ed. ), Cla.rsica/
       conditioning.          New York:           Appleton-Century-Crofts,                      1965. Pp. 226-248.
RESCORLA,         R. A. Pavlovian              conditioned         inhibition.          Psyc/fo/ogical           Bulletin,           1969,    72,
      77-94.
RESCOIILA, R. A. Variation                  in the effectiveness              of reinforcement              and nonreinforcement
       following        prior      inhibitory          conditioning.            Leanrittg         and Motication,                     1971,     2,
       113-123.
RESCOHLA, R. A. Configural                       conditioning           in discrete          trial bar pressing.                   Journal     of
       Cotnparatitie         and Physiological              Psychology,           1972, 79, 307-317.
RESCOKLA, R. A., CL WAGNER, A. R. A theory of Pavlovian                                             conditioning:              variations      in
       the effectiveness           of reinforcement             and nonreinforcement.                   In .h. H. Black & \\F. F.
       Prokasy       (Eds.),       Classical       conditioning           11. New York:               Appleton-Century-Crofts.
        1972. Pp. 64-99.
WAGNEH, A. R., & RESCORLA, R. A. Inhibition                                  in Pavlovian            Conditioning:              An applica-
       tion of a theory.             In R. A. Boakeg               and M. S. Halliday                     (Eds.),          inhibition        ant/
       Learning.        London:        Academic           Press, 1972. Pp. 301-336.
WISEH,        B. J. Statistical           principles        in experimental                design.       (2nd       Ed.)         New York:
       hlcCraw-Hill,            1971.
Received        August        13, 1973
Revised        December         23, 1973