The Theory That Would Not Die

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The Theory That Would Not Die Page 41

by Sharon Bertsch McGrayne


  genetic science and, 47–48

  hypotheses and, 116–17, 142, 217, 234

  image analysis and, 219

  insurance and, 92, 94

  likelihood principle and, 132, 233

  Lindley’s Paradox and, 132–33

  military and, 241

  movies and, 178

  nuclear weapons and, 123

  philosophy and, 253–54

  practical applications and, generally, 209

  priors and, 104, 177

  probability and, 36, 50, 55–57, 99, 130, 142, 145–46, 156, 170

  social science and, 217

  statistics and, 47–48, 87–88, 98–99, 104–5, 142, 214, 234, 253

  Stein’s Paradox and, 131–32

  subjectivity and, 104, 129

  Tukey and, 169–70

  uncertainty and, 55–57, 142

  unified approach and, 170

  Friedman, Milton, 102, 159, 235

  Fuchs, Klaus, 85

  gambling: astronomy and, 36

  Bayes’ rule and, 11

  beliefs and, 51–52

  game theory, 236

  at Harvard Business School, 148

  Laplace and, 19, 20, 21, 32

  probability and, 6, 9, 51–52

  statistics and, 106–7

  subjectivity and, 185

  game theory, 236.

  See also gambling

  Gastwirth, Joseph L., 227

  Gates, Bill, 242

  Gauss, C. F., 102

  Gelfand, Alan E., 220–22, 224–25

  Geman, Donald, 218–19, 221

  Geman, Stuart, 218–19, 221, 251

  gender, x, 24–27

  generating functions, 25

  genetic science, xi, 45–48, 225, 235–36, 238–40

  Gerrodette, Timothy, 230

  Gibbs, Josiah Willard, 219

  Gibbs sampling, 218–19, 221, 225–26

  Gilbert, Edgar N., 169

  Gillispie, Charles Coulston, 35

  Gini, Corrado, 52

  Gleason, Andrew, 83

  God: Bayes’ rule and, ix, 10, 11, 253–54

  cause-and-effect and, 5–6

  evil and, 4

  existence of, 177, 235

  happiness and, 4

  natural law and, 6, 30

  probability and, 19–20.

  See also religion

  Goheen, Robert F., 165

  Goldwater, Barry M., 172

  Good, I. J. “Jack”: on Bayes’ rule’s varieties, 129

  Colossi computers and, 81

  cryptography and, 68, 69, 74, 82, 83–84, 86, 99–100, 135, 173, 174

  genetic science and, 239

  on Markov chains, 222

  priors and, 178

  publication by, 99–101

  at Royal Statistical Society, 87, 99

  at Virginia Tech, 98, 176

  Goodman, Joshua, 242

  Goodman, Steven N., 56

  Google, xi, 244–45, 247

  Gorry, Anthony, 135

  Graham, Evarts A., 109

  Grattan-Guinness, Ivor, 35

  Graunt, John, 24

  gravitation, 6, 14, 16–18, 21, 28, 56

  Grazier, Colin, 75

  Green, Peter, 226–27

  Greenspan, Alan, 236, 237

  Gregg, Walter, 122–23, 183

  Grenander, Ulf, 218

  Groves, Leslie R., 165

  Guest, William S., 190–92, 193

  Hald, Anders, 48

  Halley, Edmond, 14

  Halley’s comet, 14

  Hamilton, Alexander, 155–58, 159–61

  Hammersley, John M., 223

  Hammond, E. Cuyler, 112

  happiness, 4

  Harris, Jeffrey E., 215–16

  Harris, Louis, 168

  Harsanyi, John C., 236

  Hartley, David, 9

  Harvard Business School, 140–43, 146–53, 156–57, 237

  Harvard College, 158

  Hastings, W. Keith, 223

  healthcare. See medicine

  heart attacks, x, 114–16

  Heckerman, David E., 228, 242, 243

  Hemings, Sally, 235–36

  hierarchies, 214–15

  Hilborn, Ray, 209

  Hill, Austin Bradford “Tony,” 109–10, 111, 112

  Hills, Susan E., 224

  Hiss, Alger, 85

  Hitler, Adolf, 61, 73, 81

  Hoff, Peter, 244

  Hoffenberg, Marvin, 110

  Holmes, Susan, 178, 238–39

  homosexuality, 85–86

  Horn, Daniel, 112

  Horwitz, Eric, 242, 243

  Howard, Ron, 228

  Howard, W. M. “Jack,” 184

  human immunodeficiency virus, 227

  Hume, David, 5–6, 10–11, 121

  Hung, Wing H., 220–21

  Hunt, Bobby R., 218

  Hunter, J. Stuart, 177

  Hunter, William G., 177

  Huntley, Chet, 163, 172

  Huntley-Brinkley Report, 163–64, 166–68, 171–73, 174–75

  hydrogen bomb, 119–128, 182–95.

  See also nuclear weapons

  hypotheses: astronomy and, 238

  business and, 145–46

  Cornfield and, 116–17

  cryptography and, 66–68, 75–76, 83

  earthquakes and, 55–57

  frequentism and, 116–17, 142, 217, 234

  Lindley’s Paradox and, 132–33

  Neyman-Pearson theory for, 49

  nuclear weapons and, 185–86, 195

  search and, 185–86, 195, 197, 198–202, 204–5, 206–8

  social science and, 217

  submarines and, 197, 198–202, 206–8

  U.S. Coast Guard and, 204–5

  IBM, 245–7

  Iklé, Fred Charles, 120, 123, 126, 127

  image analysis, 217–19, 220–21, 227, 238, 240–41

  impossibility, 121

  insurance: casualty, 3, 91–96

  probability and, 8–9, 19

  subjectivity and, 44–45, 93

  workers’ compensation, x, 3, 42–45, 93, 131

  integration, 134

  International Society for Bayesian Analysis, 135

  Internet, 242–45

  intuition, 33, 101, 150, 151, 241.

  See also belief

  subjectivity

  inverse probability: astronomy and, 21, 32–33, 36–37

  Bayes’ rule and, generally, 6–10, 11

  beliefs and, 36

  cancer and, 113–14

  cause-and-effect and, 9

  central limit theorem and, 30–31

  earthquakes and, 54–58

  Enigma code and, 68–69

  Fisher on, 48

  image analysis and, 218

  data and, 36, 53–54

  Laplace and, 19–28, 30–33, 113–14

  military and, 38

  objectivity and, 36, 37

  operations research and, 79

  subjectivity and, 36, 37

  terminology of, 129–30

  Jahn, Robert G., 133

  James, Willard D., 131

  Jay, John, 155

  Jaynes, Edwin T., 176, 227

  Jefferson, Thomas, 235–36

  Jeffreys, Harold: computation and, 134

  Cornfield and, 116

  decision making and, 234

  earthquakes and, 53–58

  influence of, 103, 116, 147

  Lindley’s Paradox and, 132

  objectivity and, 178

  physical sciences and, 176

  practical applications and, 145, 161

  publication by, 87

  Second World War and, 64, 69, 79

  Jesus Christ, 177

  JN-25 code, 82–83

  Johnson, Lyndon B., 172, 188, 190, 193, 196

  Johnson, Wesley O., 227

  Jordan, Michael I., 239

  judicial systems, 27–28, 38–39, 52–53, 135, 136, 235–36

  Kahn, David, 99–1
00

  Kahneman, Daniel, 236

  Kalman, Rudolf E., 205

  Kalman filters, 205, 225, 240–41, 248–49.

  Also called Kalman-Bucy filters.

  Kass, Robert E., 105, 234

  Keen, Harold “Doc,” 65

  Kemble, Edwin, 141

  Kempthorne, Oscar, 88

  Kennedy, John F., 127, 163, 168, 218

  Kepler, Johannes, 16

  Keynes, John Maynard, 37, 46, 235

  Kimball, George E., 78

  King, Ernest, 78

  Kinsey, Alfred C., 154

  Kinsey Report, 117, 154–55, 166–67

  Knox, Dillwyn, 65

  Koller, Daphne, 239–40

  Kolmogorov, Andrei, x, 72–73, 76, 77, 80, 101, 121

  Koopman, Bernard O., 78–80, 184, 187, 188, 204

  Koren, Yehuda, 243–44

  Kruskal, William, 46, 106

  Kuhn, Thomas, 225

  Laird, Nan, 221

  Lalande, Joseph, 14

  language, 245–47

  Laplace, Marie Anne, 28–29, 30

  Laplace, Pierre Simon: astronomy and, 14, 16–18, 19, 21, 28, 32–33, 36–37

  Bailey uses, 93

  Bayes’ rule discovered by, ix–x, 3, 20–22, 23, 31–32, 129–30, 176

  biographical details on, 13–14, 15–16, 22–23, 28–30, 33

  central limit theorem and, 21, 30–31

  criticism of, 34–38

  frequency methods and, 31, 156

  gambling and, 19, 20, 21

  gender and, 24–27

  data and, 17–18, 24

  intuition of, 33

  inverse probability and, 19–28, 30–33, 113–14

  mathe matics and, 14, 15, 16, 18–24, 33

  religion and, 13–14, 14–15, 19–20, 30, 36

  Royal Academy of Sciences and, 16, 18, 21, 22–23, 29

  statistics and, 35

  Lavoisier, Antoine, 29

  law. See judicial systems

  Lawrence, Charles E., 225

  Leahy, F. T., 135–36

  learning, 247–48, 249–50. See also education

  Ledley, Robert S., 135

  Leibniz, Gottfried, 14

  LeMay, Curtis E., 119, 127, 182

  Lepaute, Nicole-Reine, 14

  likelihood, xi, 8, 104, 132, 222, 233.

  Lindberg, Jon, 192

  Lindley, Dennis: administration by, 176

  on Bayes’ rule, generally, 88, 232

  computation and, 134, 214–15, 219–20

  Cornfield and, 116

  Diaconis and, 178

  forensic science and, 235

  hierarchies and, 214–15

  on information, 249–50

  Jeffreys and, 55, 57, 58

  on Laplace, 130

  Lindley’s Paradox, 132–33

  on Markov chains, 223

  mathematics and, 148

  Mosteller and, 178

  practical applications and, 139, 156, 178

  on priors, 123

  probability and, 55, 233–34

  publication by, 99, 101, 103–4, 107

  at Royal Statistical Society, 99, 107

  on Schlaifer, 152

  Lindley’s Paradox, 132–33

  Lindman, Harold, 133

  Link, Richard F., 168, 172, 174

  Liu, Jun S., 225

  Loane, Ed P., 187–88

  local effectiveness probability, 191–92, 195, 197, 203–4

  Longley-Cook, L. H., 94–95

  Loredo, Tom, 238

  Lorenz machines, 73–74, 75, 84

  Los Alamos National Laboratory, 218

  Louis XVIII, 33

  LSD, 126–27

  Ludlum, Robert, 235

  Lusted, Lee B., 135

  Maclean, Donald, 85, 86

  Madansky, Albert, 120–28, 149, 176

  Madison, James, 155–58, 159–61

  Mahon, Patrick, 68

  mammograms, 255–57

  Marie, Maximilien, 34

  Markov, Andrei Andreyevich, 222

  Markov chains, 149, 151, 221–26, 246

  Markowitz, Harry, 236

  mathematics: astronomy and, 14, 16–18, 19

  business and, 142–43, 148–49, 151

  Enigma code and, 62, 63

  The Federalist papers and, 157–58

  Laplace, and, 14

  Laplace and, 14, 15, 16, 18–24, 33

  military and, 97, 119

  nuclear weapons and, 186–92, 193

  probability and, 23–24, 33, 72

  reason and, 4

  religion and, 4, 5–6, 11

  science and, 167

  search and, 186–92, 193, 201

  Second World War and, 63–64

  statistics and, 97–98, 101, 103–6, 130, 157–58, 167, 214

  submarines and, 201

  Mauchly, John, 168

  Maxwell, James Clerk, 37

  Mayer, Maria Goeppert, 222

  Mayerson, Allen L., 95

  McCarthy, Joseph, 85, 87

  McCullagh, Peter, 169

  MCMC, 224–6, 232.

  See also Markov chains

  Monte Carlo simulation

  McNamara, Robert, 194

  means, 130–32

  medical devices, 228–29

  medicine: cancer, x, 108–9, 110–14, 215–16, 227–28, 235, 255–57

  diagnosis in, 135, 226–29, 255–57

  heart attacks, x, 114–16

  strokes, 226–27, 244

  treatment in, 116, 235

  X-rays, 53

  Mercer, Robert L., 237–38, 245–47

  Meshenberg, M. P., 101

  meta-analysis, 215–16

  metric system, 29

  Metropolis, Nicholas, 222–23, 224

  Michie, Donald, 81, 82

  Microsoft, 242–43

  military: asteroids and, 209

  in Cold War, generally, 164–65, 173–75, 215

  equal probabilities and, 38, 73

  of France, 29, 38–40

  image analysis and, 240, 241

  inverse probability and, 38

  mathematics and, 97

  nuclear weapons and, 119–28, 182–95

  robotics and, 240

  of Russia, 72–73

  satellites and, 209

  statistics and, 97

  submarines and, 194–203, 206–8

  translation and, 247

  weapons systems and, 241.

  See also Second World War

  Mill, John Stuart, 36, 52

  Milner-Barry, P. Stuart, 71–72

  mines, coal, 216–17

  minesweeping, 184

  modeling: averaging and, 244

  BUGS and, 226

  imaging and, 218, 221

  Netflix and, 243–44

  comparing and, 226–27,

  revolution in, 233–34

  after 1998, 225

  sociology and, 216–17

  Molina, Edward C., 40–42, 76, 93, 110

  Montagu, Elizabeth, 5

  Monte Carlo simulation, 199–200, 202, 205, 218–19, 221–22, 225–26

  Mooney, J. Brad, 192–93

  Morgenstern, Oskar, 144

  Morse, Philip M., 78

  Morton, Keith W., 223

  Mosteller, Frederick, 146, 154–62, 171, 176, 177, 178, 243

  movies, 149–50, 178, 243–44

  Moynihan, Daniel Patrick, 159, 162

  multivariate revolution, 213–14

  Murdoch, Patrick, 5

  naïve Bayes, 244

  Napoleon Bonaparte, 27, 30

  Nash, John, 236

  National Aeronautics and Space Administration, 215

  National Broadcasting Corporation, 163–64, 166–68, 171–73, 174–75

  National Institutes of Health, 110–11, 117

  National Security Agency, 135–36, 164–65, 173–74

  natural law, x, 6, 30

  Neiman, Fraser D., 236

  Netflix, 243–44

  netw
orks, 228, 239, 242, 245, 248

  neuroscience, 248–50

  Newman, Max, 81, 84, 85

  Newton, Isaac, 4, 6, 14, 16–18, 56

  Neyman, Jerzy: cancer and, 112

  empirical Bayes and, 134

  Fisher and, 98–99

  frequentism and, generally, 49–51, 234

  at Graduate School, 110

  influence of, generally, 83, 87, 92, 96, 141, 178

  Lindley and, 133

  practical applications and, generally, 145

  priors and, 129

  Second World War and, 64

  Tukey and, 170

  at UC Berkeley, 98–99, 107, 177

  Nicholson, John, 206, 207–8

  Nightingale, Florence, 35

  Nixon, Richard M., 163, 168, 235

  Nobel Prize, 236

  Nollet, Jean Antoine, 15

  Norvig, Peter, 244

  Novak, Kim, 114

  nuclear energy, x, 3, 117, 178–81

  nuclear weapons: development of, 85

  earthquakes and, 164

  expert opinion and, 185–86

  hypotheses and, 185–86, 195

  image analysis and, 218

  location of, x, 3, 182–95

  Markov chains and, 222

  mathematics and, 186–92, 193

  operations research and, 186–92

  Palomares accident, 182–95

  priors and, 186, 187–88, 195

  probability and, 121–22, 185–86, 187–88, 191–92, 193, 195

  safety of, 119–28, 182–83, 189–90, 194–95

  subjectivity and, 185–86, 195

  Thule accident, 194

  objectivity: Bayes’ rule and, generally, ix, x, 8, 11

  information and, 103

  inverse probability and, 36, 37

  priors and, 103, 178

  probability and, 36, 37, 106

  statistics and, 103, 106.

  See also subjectivity

  oil drilling, 149, 209

  Operation Chrome Dome, 182–83, 194–95

  operations research, 77–80, 119–20, 141, 186–92

  opinion polls, 154–55, 163–64, 166–67, 171

  Orear, Jay, 102

  Orts, Francisco Simo, 186, 192–93, 194

  Palomares accident, 182–95

  paternity law, 52–53

  Pearl, Judea, 228, 239

  Pearson, Egon: empirical Bayes and, 134

  frequentism and, generally, 48–49, 234

  influence of, 130, 141, 147, 178

  practical applications and, 139, 145

  Tukey and, 170

  Pearson, Karl, 35, 45–46, 48–49, 132

  Peirce, Charles Sanders, 37

  pharmaceuticals, 229

  philosophy: Bayes’ rule as, 3, 97, 105–6, 116–17, 123, 147–48, 253–54

  frequentism and, 253–54

  physical sciences, 102–3, 176, 214, 222–23, 238.

  See also astronomy

  earthquakes

  Pierce, John R., 174

  Poincaré, Henri, 39, 40

  Poisson distribution, 42

  population, 27

  posteriors: in Bayes’ rule, 8

  in communications, 77

  conjugate priors and, 149

  fiducial probability and, 133

  in heart disease study, 115

  location and, 203–4

 

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