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Lower Cumulative Independence

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Title: Lower Cumulative Independence


1
Lower Cumulative Independence
  • Michael H. Birnbaum
  • California State University, Fullerton

2
LCI is implied by CPT
  • EU satisfies LCI
  • CPT, RSDU, RDU satisfy LCI.
  • RAM and TAX violate LCI.
  • Violations are direct internal contradiction in
    RDU, RSDU, CPT, EU.

3
In this test, we increase z in both gambles and
coalesce it with y (in R), and we increase y and
coalesce it with x (in S only). So we have
improved S relative to R.
4
Lower Cumulative Independence (3-2-LCI)
5
LCI implied by any model that satisfies
  • Consequence monotonicity
  • Transitivity
  • Coalescing
  • Comonotonic restricted branch independence

6
Example Test of 3-2-LCI
7
Generic Configural Model
8
CPT Cannot Handle Violation of 3-2-LCI
Suppose CPT satisfies coalescing
9
2 Types of Reversals
SR This is a violation of LCI. If systematic,
it refutes CPT.
RS This reversal is perfectly consistent with
LCI. (We Improved S relative to R.)
10
EU allows no violations
  • EU implies LCI

11
RAM Weights
12
RAM Violations
  • RAM violates 3-LCI. Even when the a(i,n) are all
    equal, if t(p) is negatively accelerated, RAM
    violates coalescing coalescing branches with
    better consequences makes the gamble worse and
    coalescing the branches leading to lower
    consequences makes the gamble better. Even
    though we improved S, we made R seem better.

13
TAX Model
14
TAX Violates LCI
  • Special TAX model violates 3-LCI. Like RAM, the
    model violates coalescing.
  • Predictions were calculated in advance of the
    studies, which were designed to test those
    specific predictions.

15
TAX Model Violates LCI
According to parameters estimated from previous
data, TAX implies a violation of LCI in the
example used. The prediction is fairly robust
with respect to the parameters, and holds for d gt
.36 and g lt 1.06. As shown later, violations are
observed here, showing that at least some
participants have parameters in this region. By
adjusting the consequences, we can test other
combinations of parameters.
16
Summary of Predictions
  • EU, CPT satisfy LCI
  • TAX RAM violate LCI
  • Here CPT defends the null hypothesis against a
    specific prediction made by both RAM and TAX.
    Predictions were made in advance and studies
    designed to test them.

17
Birnbaum (99), n 124
18
Lab Studies of LCI
  • Birnbaum Navarrete (1998) 27 tests n 100
    (p, q) (.25, .25), (.1, .1), (.3, .1), (.1,
    .3).
  • Birnbaum, Patton, Lott (1999) n 110 (p, q)
    (.2, .2).
  • Birnbaum (1999) n 124 (p, q) (.1, .1),
    (.05, .05).

19
Web Studies of LCI
  • Birnbaum (1999) n 1224 (p, q) (.1, .1),
    (.05, .05).
  • Birnbaum (2004b) 12 studies with total of n
    3440 participants different formats for
    presenting gambles probabilities (p, q) (.1,
    .1), (.05, .05).

20
Additional Replications
  • A number of as yet unpublished studies have
    replicated the basic findings with a variety of
    different procedures in choice.

21
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22
Error Analysis
  • We can fit true and error model to data with
    replications to separate real violations from
    those attributable to error.
  • Model implies violations are real and cannot be
    attributed to error.

23
Violations predicted by RAM TAX, not CPT
  • EU and CPT are refuted by systematic violations
    of LCI.
  • TAX RAM, as fit to previous data correctly
    predicted the modal choices. Predictions
    published in advance of the studies.
  • Violations of LCI are to CPT as the Allais
    paradoxes are to EU.

24
To Rescue CPT
  • CPT cannot handle the results unless it becomes a
    configural model.
  • For CPT to handle these data, allow different
    W(P) functions depending on the number of
    branches in the gambles. Let g lt 1 for two-branch
    gambles and g gt 1 for three-branch gambles.

25
Add to the case against CPT/RDU/RSDU
  • Violations of Lower Cumulative Independence are a
    strong refutation of CPT model as proposed.

26
Next Program UCI
  • The next programs reviews tests of Upper
    Cumulative Independence (UCI).
  • Violations of 3-2-UCI contradict any form of RDU,
    CPT, including EU.
  • They are consistent with (and were predicted by)
    RAM and TAX.

27
For More Information
mbirnbaum_at_fullerton.edu
http//psych.fullerton.edu/mbirnbaum/
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links to brief vita and then to in press for
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