Underdetermination: The Big Picture Kareem Khalifa Department of Philosophy Middlebury College.

Slides:



Advertisements
Similar presentations
Chapter 2 - What is Science?
Advertisements

UNIT: Chemistry and Measurement
Phil 148 Explanations. Inferences to the Best Explanation. IBE is also known as ‘abductive reasoning’ It is the kind of reasoning (not deduction) that.
Can you point to science?  Philosophy, even from it’s most ancient beginnings, has been keenly interested in the constituents and organization of our.
1 G Lect 2a G Lecture 2a Thinking about variability Samples and variability Null hypothesis testing.
Introduction to Hypothesis Testing Chapter 8. Applying what we know: inferential statistics z-scores + probability distribution of sample means HYPOTHESIS.
1 1 Slide © 2008 Thomson South-Western. All Rights Reserved Chapter 9 Hypothesis Testing Developing Null and Alternative Hypotheses Developing Null and.
Limitations to Underdetermination of Theory Building and their Role in Fundamental Physics Richard Dawid.
Models -1 Scientists often describe what they do as constructing models. Understanding scientific reasoning requires understanding something about models.
CSE115/ENGR160 Discrete Mathematics 02/07/12
© 2005 The McGraw-Hill Companies, Inc., All Rights Reserved. Chapter 1 Explaining Behavior.
Scientific Thinking - 1 A. It is not what the man of science believes that distinguishes him, but how and why he believes it. B. A hypothesis is scientific.
C82MCP Diploma Statistics School of Psychology University of Nottingham 1 Overview of Lecture Independent and Dependent Variables Between and Within Designs.
The Problem of Induction Reading: ‘The Problem of Induction’ by W. Salmon.
BHS Methods in Behavioral Sciences I April 11, 2003 Chapter 2 (Stanovich) – Cont. from Wed. Chapter 3 (Ray) – Developing the Hypothesis.
SOCIAL SCIENCE INQUIRY MODEL
Introduction to Testing a Hypothesis Testing a treatment Descriptive statistics cannot determine if differences are due to chance. A sampling error occurs.
Can you point to science?  Philosophy, even from it’s most ancient beginnings, has been keenly interested in the constituents and organization of our.
What is the Purpose of Science? Science is about questioning. Asking questions Searching for answers Discovering new questions Science is ONE of many.
The problem of sampling error in psychological research We previously noted that sampling error is problematic in psychological research because differences.
Hypothesis Construction Claude Oscar Monet: The Blue House in Zaandam, 1871.
Philosophy of science in a nutshell Kareem Khalifa Middlebury College Department of Philosophy.
Hypothesis Testing – Introduction
Confidence Intervals and Hypothesis Testing - II
Chapter 13 Science and Hypothesis.  Modern science has had a profound impact on our lives— mostly for the better.  The laws and principles of science.
10.2 Tests of Significance Use confidence intervals when the goal is to estimate the population parameter If the goal is to.
Explanations Explanations can be thought of as answers to why-questions Explanations can be thought of as answers to why-questions They aim at helping.
Bell Work Write the answers on the left hand side of your IAN
Copyright © Cengage Learning. All rights reserved. 8 Introduction to Statistical Inferences.
Inferential Statistics Body of statistical computations relevant to making inferences from findings based on sample observations to some larger population.
Statistical Inference for the Mean Objectives: (Chapter 9, DeCoursey) -To understand the terms: Null Hypothesis, Rejection Region, and Type I and II errors.
Chapter 27: Hypotheses, Explanations, and Inference to the Best Explanation.
Philosophical Aspects of Science Soraj Hongladarom Department of Philosophy Faculty of Arts.
The Scientific Method Solving a problem by answering a question The way in which scientific knowledge is gathered Whatever the study, all scientist use.
CHAPTER 9 Testing a Claim
Fall 2002Biostat Statistical Inference - Confidence Intervals General (1 -  ) Confidence Intervals: a random interval that will include a fixed.
SOCIAL SCIENCE INQUIRY MODEL
Theories and Hypotheses. Assumptions of science A true physical universe exists Order through cause and effect, the connections can be discovered Knowledge.
Introduction Suppose that a pharmaceutical company is concerned that the mean potency  of an antibiotic meet the minimum government potency standards.
URBDP 591 I Lecture 4: Research Question Objectives How do we define a research question? What is a testable hypothesis? How do we test an hypothesis?
How does Science Work? Presented by : Sabar Nurohman, M.Pd.
Science Words. Scientific Inquiry The ways scientists study the natural world and propose explanations based on gathered evidence.
What is Science? Let’s review some important ideas.
Statistical Techniques
Transient Unterdetermination and the Miracle Argument Paul Hoyningen-Huene Leibniz Universität Hannover Center for Philosophy and Ethics of Science (ZEWW)
Epistemology (How do you know something?)  How do you know your science textbook is true?  How about your history textbook?  How about what your parents.
Section 10.2: Tests of Significance Hypothesis Testing Null and Alternative Hypothesis P-value Statistically Significant.
Critical Theory and Philosophy “The philosophers have only interpreted the world, in various ways; the point, however, is to change it” Marx, Theses on.
BHS Methods in Behavioral Sciences I April 14, 2003 Chapter 3 (Ray) – Developing the Hypothesis.
The Practice of Statistics, 5th Edition Starnes, Tabor, Yates, Moore Bedford Freeman Worth Publishers CHAPTER 9 Testing a Claim 9.1 Significance Tests:
MSE 600 Descriptive Statistics Chapter 11 & 12 in 6 th Edition (may be another chapter in 7 th edition)
Statistical Inference for the Mean Objectives: (Chapter 8&9, DeCoursey) -To understand the terms variance and standard error of a sample mean, Null Hypothesis,
The Practice of Statistics, 5th Edition Starnes, Tabor, Yates, Moore Bedford Freeman Worth Publishers CHAPTER 9 Testing a Claim 9.1 Significance Tests:
Philosophy of science in a nutshell Kareem Khalifa Middlebury College Department of Philosophy.
Van Fraassen’s Critique of Scientific Realism
Lecture 12: Metaphysics and science
By Prof. Dr. Salahuddin Khan
SOCIAL SCIENCE INQUIRY MODEL
Unit 3 Hypothesis.
Introduction to the PROCESS OF SCIENCE (aka the Scientific Method)
CHAPTER 9 Testing a Claim
Hypothesis Testing – Introduction
CHAPTER 9 Testing a Claim
Hypothesis Construction
CHAPTER 9 Testing a Claim
SOCIAL SCIENCE INQUIRY MODEL
CHAPTER 9 Testing a Claim
CHAPTER 9 Testing a Claim
CHAPTER 9 Testing a Claim
CHAPTER 9 Testing a Claim
Presentation transcript:

Underdetermination: The Big Picture Kareem Khalifa Department of Philosophy Middlebury College

Overview What is Underdetermination? Holistic Underdetermination Contrastive Underdetermination Why Underdetermination Matters: Rationality

General Structure of Underdetermination Input 1 Rule/ Process Output 1 Output 2 Output n … …

In words… Suppose we have input of type A. Furthermore, we have a rule that is consistent with the following: – If A, then B, C, D, … or Z. Then the input and the rule underdetermine the outputs. Sometimes the “blame” is assigned to the inputs; sometimes to the rules; sometimes to both.

Simple (Non-Scientific) Example Total Expenditure on apples and oranges = $10 Total expenditure = ($1 x #apples) + ($2 x #oranges) 10 apples, 0 oranges 10 apples, 0 oranges 8 apples, 1 orange 8 apples, 1 orange 0 apples, 5 oranges 0 apples, 5 oranges 4 apples, 3 oranges 4 apples, 3 oranges 6 apples, 2 oranges 6 apples, 2 oranges 2 apples, 4 oranges 2 apples, 4 oranges So your total expenditure (input) plus the price of fruit (rule) underdetermines the exact quantity of apples and oranges that you purchase (output).

Scientific Underdetermination: Basic Structure Empirical Evidence “Scientific Method” Theory 1 … … Theory 2 Theory n

Scientific Underdetermination: Simple Example Correlation between video games, violent behavior Causal Inference Video games cause violence … … Violence causes video games Some third factor causes both

Five ways of fleshing out underdetermination 1.Clarify the kinds of evidence that underdetermine (e.g. correlations, experimental, census, ethnographic, etc.) 2.Clarify the kinds of rules that underdetermine (e.g. significance tests, crucial experiments, Mill’s Methods, etc.) 3.Clarify the kinds of hypotheses/theories that are underdetermined (causal hypotheses, those concerning unobservables, qualitative, etc.) 4.Determine the strength of the underdetermination a.Nonuniqueness: more than one hypothesis is acceptable b.Egalitarian: any hypothesis is acceptable 5.Clarify if the underdetermination is transient or permanent.

Two Kinds of Underdetermination Holist Underdetermination (HU): – Input: evidence – Rules: Best fit/coherence – Output: theories to accept, rules Contrastive Underdetermination (CU) – Input: evidence and hypotheses available at a given time – Rules: any that identify which available hypothesis “best fits” the evidence – Output: hypotheses to accept (available and unavailable)

Holist Underdetermination 1.If evidence E disconfirms hypothesis H, then auxiliary hypotheses A 1, …, A n must be assumed. 2.If A 1, …, A n must be assumed, then E does not contradict H alone, but contradicts the conjunction of H & A 1 & … & A n. 3.So, if E is true, then either H is false OR A 1 is false OR … OR A n is false. 4.So any disconfirming evidence underdetermines the hypothesis (auxiliary or otherwise) to be rejected.

Comparison of Standard View and HU Theory: All F ’ s are G ’ s Falsifying Experiment: This F is not a G Standard View HU Aux. Hyp: Concrete apparatus is measuring an F. Aux. Hyp.: Concrete apparatus is measuring a not-G Aux. Hyp.: Concrete apparatus is not malfunctioning Aux. Hyp.: Scientist did not make a mistake. Which hypothesis do we reject?

Contrastive underdetermination 1.Suppose that, at time t, H is the available hypothesis that “fits” best with the evidence E. 2.Throughout the history of science, there has always been a hypothesis H* that is unavailable at t (but available at t+1) that would have fit E at least as well as H had it been available at t. 3.So at any given time, the evidence underdetermines the hypothesis that best fits with it.

HU without CU Suppose, contra CU, that there is only one conjunction of hypotheses H & A 1 & … & A n that could possibly fit with the evidence. However, HU could still apply: if there is a contradiction then should we reject H or A 1 or…?

CU Without HU Conversely, suppose, contra HU, that we knew that A 1 & … & A n should be accepted and H should be rejected. However, CU could still apply: is there a currently-unavailable alternative to H, H*, that better fits the evidence?

Why Underdetermination Matters 1.A sufficiently strong form of underdetermination implies that non-rational factors always play a role in how scientists accept theories. 2.But if scientists are (semi-)irrational in how they accept theories, then few beliefs are (fully) rational. 3.So sufficiently strong form of underdetermination implies few beliefs are (fully) rational.

Does Underdetermination Imply Irrationality? 1.If evidence and the rules of scientific method underdetermine the theory to be accepted, then something else (call it X) needs to be added to “pick up the slack” or “cover the difference.” 2.Evidence + scientific method exhaust the rational bases of theory acceptance. 3.So X must be a non-rational basis of theory acceptance.

Recap Underdetermination occurs when inputs and rules fail to provide a unique output. In science, the paradigmatic case is when evidence and the rules of scientific method fail to provide a unique “best theory” to accept. There are many ways of refining this basic idea, though HU and CU have been the most prominent. Certain forms of underdetermination suggest that science is not as rational as it appears.