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From Probability to 
Decision Analysis 
From Sankhyana Shaastra to Nirnaya Shaastra
Nala Damayanti 
Nala lost his kingdom and 
wealth to brother Pushkara in 
game of dice 
Makes a deal with King Rituparna 
Teach charioteering, learn gambling 
Challenges Pushkara to a 
rematch,wins this time, 
also remarries his wife 
“Knowledge I possess of the game of dice, thus is my skill in numbers” 
http://karatalaamalaka.wordpress.com/2011/04/20/probability-theory-gambling-and-the-mahabharata/
What tree is this? 
Photo by: Jan Ainali 
Photo by: J. M. Garg 
Hint: This is the 
fruit of the tree 
The Challenge: Estimate number of leaves without actually counting. 
Rituparna estimated number of leaves as 5 million (panchakoti) and fruits as 2095! 
http://karatalaamalaka.wordpress.com/2011/04/20/probability-theory-gambling-and-the-mahabharata/ 
Rituparna’s demo 
Vibhitaka (bibitaki)
Epistemic vs Aleatory Knowledge 
Ganesha, the first 
Bayesian god 
Karthik’s challenge - 
go around the world three times 
Goes around his parents 
three times!
कमर्ण्येवािधकारस्ते मा फलेषु कदाचन | 
मा कमर्फलहेतुभूर्मार् ते सङ्गोऽस्त्वकमर्िण ||२- ४७|| 
Our competence lies in action, not in the fruits thereof. 
Therefore focus on right action, and be not attached to inaction.
You cannot judge a decision from the outcome. 
Ronald Howard
Drive Drunk Drive Sober 
Bad Decision, 
Bad Outcome 
Crash 
Reach 
Safely 
Good Decision, 
Bad Outcome 
Bad Decision, 
Good Outcome 
Good Decision, 
Good Outcome
There are those who believe that there is 
something “cold and inhuman” about 
rational analysis. I believe that to be human 
is to be reasoning as well as compassionate. 
My ideal here is Buddha: 
“Perhaps the most striking thing about him, 
to use the words of J. B. Pratt, was his 
combination of a cool head and a warm 
heart, a blend which shielded him from 
sentimentality on the one hand and 
indifference on the other. He was 
undoubtedly one of the great rationalists of 
all times, resembling in this respect no one 
as much as Socrates. Every problem that 
came his way was automatically subjected to 
the cold, analytical glare of his intellect. 
First, it would be dissected into its 
component parts, after which these would be 
reassembled in logical, architectonic order 
with their meaning and import laid bare 
(Smith [29]).” 
Perhaps Buddha was the first decision 
analyst. 
—Ronald Howard
Rev. Thomas Bayes 
Pierre-Simon Laplace 
An Essay towards solving 
a Problem in the Doctrine 
of Chances, published in 
1763 after his death 
Modern father of 
probability theory
E. T. Jaynes 
Probability: The Logic of Science
Prof. Ronald Howard, Stanford 
University 
Named our field and did his first 
formal Decision Analysis in 1964

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From Probability to Decision Analysis

  • 1. From Probability to Decision Analysis From Sankhyana Shaastra to Nirnaya Shaastra
  • 2. Nala Damayanti Nala lost his kingdom and wealth to brother Pushkara in game of dice Makes a deal with King Rituparna Teach charioteering, learn gambling Challenges Pushkara to a rematch,wins this time, also remarries his wife “Knowledge I possess of the game of dice, thus is my skill in numbers” http://karatalaamalaka.wordpress.com/2011/04/20/probability-theory-gambling-and-the-mahabharata/
  • 3. What tree is this? Photo by: Jan Ainali Photo by: J. M. Garg Hint: This is the fruit of the tree The Challenge: Estimate number of leaves without actually counting. Rituparna estimated number of leaves as 5 million (panchakoti) and fruits as 2095! http://karatalaamalaka.wordpress.com/2011/04/20/probability-theory-gambling-and-the-mahabharata/ Rituparna’s demo Vibhitaka (bibitaki)
  • 4. Epistemic vs Aleatory Knowledge Ganesha, the first Bayesian god Karthik’s challenge - go around the world three times Goes around his parents three times!
  • 5. कमर्ण्येवािधकारस्ते मा फलेषु कदाचन | मा कमर्फलहेतुभूर्मार् ते सङ्गोऽस्त्वकमर्िण ||२- ४७|| Our competence lies in action, not in the fruits thereof. Therefore focus on right action, and be not attached to inaction.
  • 6. You cannot judge a decision from the outcome. Ronald Howard
  • 7. Drive Drunk Drive Sober Bad Decision, Bad Outcome Crash Reach Safely Good Decision, Bad Outcome Bad Decision, Good Outcome Good Decision, Good Outcome
  • 8. There are those who believe that there is something “cold and inhuman” about rational analysis. I believe that to be human is to be reasoning as well as compassionate. My ideal here is Buddha: “Perhaps the most striking thing about him, to use the words of J. B. Pratt, was his combination of a cool head and a warm heart, a blend which shielded him from sentimentality on the one hand and indifference on the other. He was undoubtedly one of the great rationalists of all times, resembling in this respect no one as much as Socrates. Every problem that came his way was automatically subjected to the cold, analytical glare of his intellect. First, it would be dissected into its component parts, after which these would be reassembled in logical, architectonic order with their meaning and import laid bare (Smith [29]).” Perhaps Buddha was the first decision analyst. —Ronald Howard
  • 9. Rev. Thomas Bayes Pierre-Simon Laplace An Essay towards solving a Problem in the Doctrine of Chances, published in 1763 after his death Modern father of probability theory
  • 10. E. T. Jaynes Probability: The Logic of Science
  • 11. Prof. Ronald Howard, Stanford University Named our field and did his first formal Decision Analysis in 1964