Posts filed under General (3148)

April 9, 2019

Super Rugby Predictions for Round 9

 

 

Team Ratings for Round 9

The basic method is described on my Department home page.
Here are the team ratings prior to this week’s games, along with the ratings at the start of the season.

Current Rating Rating at Season Start Difference
Crusaders 17.13 17.67 -0.50
Hurricanes 7.86 9.43 -1.60
Chiefs 4.80 8.56 -3.80
Highlanders 2.98 4.01 -1.00
Sharks 2.90 0.45 2.50
Lions 2.37 8.28 -5.90
Waratahs 0.81 2.00 -1.20
Jaguares -1.09 -0.26 -0.80
Stormers -1.09 -0.39 -0.70
Bulls -1.20 -3.79 2.60
Brumbies -1.26 0.00 -1.30
Blues -1.76 -3.42 1.70
Rebels -2.61 -7.26 4.60
Reds -5.73 -8.19 2.50
Sunwolves -13.11 -16.08 3.00

 

Performance So Far

So far there have been 53 matches played, 33 of which were correctly predicted, a success rate of 62.3%.
Here are the predictions for last week’s games.

Game Date Score Prediction Correct
1 Highlanders vs. Hurricanes Apr 05 28 – 31 -1.20 TRUE
2 Reds vs. Stormers Apr 05 24 – 12 -2.40 FALSE
3 Lions vs. Sharks Apr 05 5 – 42 8.40 FALSE
4 Crusaders vs. Brumbies Apr 06 36 – 14 22.40 TRUE
5 Blues vs. Waratahs Apr 06 32 – 29 1.20 TRUE
6 Rebels vs. Sunwolves Apr 06 42 – 15 12.80 TRUE
7 Bulls vs. Jaguares Apr 06 20 – 22 4.70 FALSE

 

Predictions for Round 9

Here are the predictions for Round 9. The prediction is my estimated expected points difference with a positive margin being a win to the home team, and a negative margin a win to the away team.

Game Date Winner Prediction
1 Crusaders vs. Highlanders Apr 12 Crusaders 17.60
2 Rebels vs. Stormers Apr 12 Rebels 2.50
3 Chiefs vs. Blues Apr 13 Chiefs 10.10
4 Brumbies vs. Lions Apr 13 Brumbies 0.40
5 Sharks vs. Jaguares Apr 13 Sharks 8.00
6 Bulls vs. Reds Apr 13 Bulls 8.50

 

Rugby Premiership Predictions for Round 19

Team Ratings for Round 19

The basic method is described on my Department home page.
Here are the team ratings prior to this week’s games, along with the ratings at the start of the season.

Current Rating Rating at Season Start Difference
Exeter Chiefs 11.56 11.13 0.40
Saracens 9.73 11.19 -1.50
Gloucester Rugby 5.23 1.23 4.00
Northampton Saints 3.62 3.42 0.20
Wasps 2.51 8.30 -5.80
Harlequins 2.35 2.05 0.30
Sale Sharks 2.11 -0.81 2.90
Bath Rugby 2.05 3.11 -1.10
Leicester Tigers -0.34 6.26 -6.60
Worcester Warriors -2.31 -5.18 2.90
Newcastle Falcons -2.33 -3.51 1.20
Bristol -2.59 -5.60 3.00

 

Performance So Far

So far there have been 108 matches played, 75 of which were correctly predicted, a success rate of 69.4%.
Here are the predictions for last week’s games.

Game Date Score Prediction Correct
1 Bath Rugby vs. Bristol Apr 06 26 – 19 10.80 TRUE
2 Leicester Tigers vs. Exeter Chiefs Apr 06 20 – 52 -4.20 TRUE
3 Northampton Saints vs. Gloucester Rugby Apr 06 31 – 40 5.20 FALSE
4 Sale Sharks vs. Harlequins Apr 06 28 – 17 4.00 TRUE
5 Saracens vs. Newcastle Falcons Apr 06 26 – 12 18.30 TRUE
6 Wasps vs. Worcester Warriors Apr 06 28 – 16 10.00 TRUE

 

Predictions for Round 19

Here are the predictions for Round 19. The prediction is my estimated expected points difference with a positive margin being a win to the home team, and a negative margin a win to the away team.

Game Date Winner Prediction
1 Bristol vs. Saracens Apr 13 Saracens -6.80
2 Exeter Chiefs vs. Wasps Apr 13 Exeter Chiefs 14.60
3 Gloucester Rugby vs. Bath Rugby Apr 13 Gloucester Rugby 8.70
4 Harlequins vs. Northampton Saints Apr 13 Harlequins 4.20
5 Newcastle Falcons vs. Leicester Tigers Apr 13 Newcastle Falcons 3.50
6 Worcester Warriors vs. Sale Sharks Apr 13 Worcester Warriors 1.10

 

Pro14 Predictions for Round 20

Team Ratings for Round 20

The basic method is described on my Department home page.
Here are the team ratings prior to this week’s games, along with the ratings at the start of the season.

Current Rating Rating at Season Start Difference
Leinster 10.53 9.80 0.70
Munster 10.10 8.08 2.00
Glasgow Warriors 9.40 8.55 0.90
Connacht 3.11 0.01 3.10
Scarlets 2.36 6.39 -4.00
Edinburgh 1.13 -0.64 1.80
Cardiff Blues 0.86 0.24 0.60
Ulster 0.77 2.07 -1.30
Ospreys -0.15 -0.86 0.70
Treviso -0.46 -5.19 4.70
Cheetahs -2.81 -0.83 -2.00
Dragons -9.47 -8.59 -0.90
Southern Kings -10.79 -7.91 -2.90
Zebre -14.04 -10.57 -3.50

 

Performance So Far

So far there have been 133 matches played, 103 of which were correctly predicted, a success rate of 77.4%.
Here are the predictions for last week’s games.

Game Date Score Prediction Correct
1 Cheetahs vs. Ospreys Apr 06 14 – 31 3.40 FALSE
2 Glasgow Warriors vs. Ulster Apr 06 30 – 7 12.20 TRUE
3 Leinster vs. Treviso Apr 06 27 – 27 16.80 FALSE
4 Munster vs. Cardiff Blues Apr 06 45 – 21 12.80 TRUE
5 Scarlets vs. Edinburgh Apr 06 12 – 20 6.90 FALSE
6 Southern Kings vs. Dragons Apr 06 18 – 18 3.80 FALSE
7 Zebre vs. Connacht Apr 06 5 – 6 -13.70 TRUE

 

Predictions for Round 20

Here are the predictions for Round 20. The prediction is my estimated expected points difference with a positive margin being a win to the home team, and a negative margin a win to the away team.

Game Date Winner Prediction
1 Cheetahs vs. Dragons Apr 13 Cheetahs 11.20
2 Connacht vs. Cardiff Blues Apr 13 Connacht 6.70
3 Edinburgh vs. Ulster Apr 13 Edinburgh 4.90
4 Leinster vs. Glasgow Warriors Apr 13 Leinster 5.60
5 Scarlets vs. Zebre Apr 13 Scarlets 20.90
6 Southern Kings vs. Ospreys Apr 13 Ospreys -6.10
7 Treviso vs. Munster Apr 13 Munster -6.10

 

NRL Predictions for Round 5

Team Ratings for Round 5

The basic method is described on my Department home page.
Here are the team ratings prior to this week’s games, along with the ratings at the start of the season.

Current Rating Rating at Season Start Difference
Roosters 9.41 8.72 0.70
Storm 7.98 6.03 1.90
Rabbitohs 5.13 3.89 1.20
Sharks 3.65 3.90 -0.30
Raiders 3.10 1.81 1.30
Broncos 1.08 2.63 -1.50
Dragons -1.02 0.06 -1.10
Warriors -2.12 -0.27 -1.80
Bulldogs -2.20 -0.61 -1.60
Eels -2.37 -6.17 3.80
Panthers -2.53 0.93 -3.50
Sea Eagles -3.19 -5.61 2.40
Cowboys -3.23 0.15 -3.40
Wests Tigers -3.74 -5.57 1.80
Titans -5.19 -3.36 -1.80
Knights -6.75 -8.51 1.80

 

Performance So Far

So far there have been 32 matches played, 22 of which were correctly predicted, a success rate of 68.8%.
Here are the predictions for last week’s games.

Game Date Score Prediction Correct
1 Roosters vs. Broncos Apr 04 36 – 4 8.00 TRUE
2 Warriors vs. Titans Apr 05 26 – 10 6.20 TRUE
3 Panthers vs. Wests Tigers Apr 05 9 – 8 4.70 TRUE
4 Sea Eagles vs. Rabbitohs Apr 06 13 – 12 -6.30 FALSE
5 Cowboys vs. Raiders Apr 06 12 – 30 -0.90 TRUE
6 Eels vs. Sharks Apr 06 24 – 12 -5.50 FALSE
7 Storm vs. Bulldogs Apr 07 18 – 16 15.00 TRUE
8 Knights vs. Dragons Apr 07 12 – 13 -3.00 TRUE

 

Predictions for Round 5

Here are the predictions for Round 5. The prediction is my estimated expected points difference with a positive margin being a win to the home team, and a negative margin a win to the away team.

Game Date Winner Prediction
1 Broncos vs. Wests Tigers Apr 11 Broncos 7.80
2 Titans vs. Panthers Apr 12 Titans 0.30
3 Cowboys vs. Storm Apr 12 Storm -8.20
4 Rabbitohs vs. Warriors Apr 13 Rabbitohs 11.80
5 Knights vs. Sea Eagles Apr 13 Sea Eagles -0.60
6 Sharks vs. Roosters Apr 13 Roosters -2.80
7 Dragons vs. Bulldogs Apr 14 Dragons 4.20
8 Raiders vs. Eels Apr 14 Raiders 8.50

 

April 6, 2019

Contains language

I bet you they won’t play this song on the radio
I bet you they won’t play this new (bleep) song
It’s not that it’s (buzzer) or (horn) controversial
Just that the (bell)-ing words are awfully strong

— Monty Python, I Bet You They Won’t Play This Song on the Radio

Last year, I missed mentioning one of the minor jewels of the NZ regulatory landscape: the report ‘Language That May Offend in Broadcasting’ from the Broadcasting Standards Authority.

There’s pretty wide agreement around the world that some words should be avoided in radio and TV, and that what language is appropriate would vary according to the setting.  A gritty crime drama would be allowed more license that the main news bulletin, and someone using “Jesus” to refer to the Christian messiah would be different from someone using the word just as an expletive. There’s often reference to “community standards”.  In a lot of places, though, “community standards” are just pulled out of the air or handed down in precedent.

The Broadcasting Standards Authority does a survey of New Zealand every few years, where they actually ask a representative sample of the population how they feel about various words in various contexts (and asks them to suggest other offensive words that weren’t listed).

This time, the BSA added some words or phrases from Samoan and Te Reo Māori. They also added a few English words that are pejorative references to particular groups — in contrast to religious references and content-free profanity, this sort of word has remained unacceptable or perhaps become more unacceptable.

April 5, 2019

Twitter patterns

There’s a new tool for graphing the Twitter output of people (or bots). It shows number of tweets per hour, and either the type of tweet (single new, threaded new, retweet ,reply, quote) or the app used to do post it.  It also shows repeated tweet text

Here’s my Auckland bus Twitter bot. It only does standalone tweets, four per hour, and it broke down for a few days. There’s the standard evening tweet repeated every day and the “can’t find the internet” tweet a few times.

Here are some NZ media people, where you can see the impact of the Christchurch terrorist attacks, roughly in the middle of the time period (click to enlarge)

Matt Nippert

Kirsty Johnson

Sean Plunket

Keith Ng

and, for fairness, me

You can see I was overseas last week. My tweeting went down a bit after Friday 15th.

Briefly

  • Newshub headline: Massive earthquake, tsunami in New Zealand inevitable in our lifetime – experts.  In the story “We know a large earthquake and tsunami is something we will face in our lifetime, or that of our children and grandchildren.”
  • From Stuff. Understatement watch: “Census general manager Kathy Connolly said 60 court cases were being lodged in relation to people not completing the census. That was not everyone who failed to fill out the census”
  • The New York Times has an analysis of online links between white extremist terrorists.
  • NZ statistician Peter Ellis has moved to Melbourne and is now predicting AFL results
  • CNBC story about artificial intelligence in the criminal justice system.
April 2, 2019

Super Rugby Predictions for Round 8

Team Ratings for Round 8

The basic method is described on my Department home page.
Here are the team ratings prior to this week’s games, along with the ratings at the start of the season.

Current Rating Rating at Season Start Difference
Crusaders 17.15 17.67 -0.50
Hurricanes 7.75 9.43 -1.70
Lions 5.10 8.28 -3.20
Chiefs 4.80 8.56 -3.80
Highlanders 3.09 4.01 -0.90
Waratahs 0.91 2.00 -1.10
Sharks 0.17 0.45 -0.30
Stormers -0.22 -0.39 0.20
Bulls -0.80 -3.79 3.00
Brumbies -1.29 0.00 -1.30
Jaguares -1.50 -0.26 -1.20
Blues -1.87 -3.42 1.60
Rebels -3.46 -7.26 3.80
Reds -6.59 -8.19 1.60
Sunwolves -12.25 -16.08 3.80

 

Performance So Far

So far there have been 46 matches played, 29 of which were correctly predicted, a success rate of 63%.
Here are the predictions for last week’s games.

Game Date Score Prediction Correct
1 Hurricanes vs. Crusaders Mar 29 8 – 32 -3.40 TRUE
2 Waratahs vs. Sunwolves Mar 29 29 – 31 19.80 FALSE
3 Blues vs. Stormers Mar 30 24 – 9 0.60 TRUE
4 Reds vs. Rebels Mar 30 13 – 32 3.00 FALSE
5 Sharks vs. Bulls Mar 30 16 – 19 5.50 FALSE
6 Jaguares vs. Chiefs Mar 30 27 – 30 -2.20 TRUE

 

Predictions for Round 8

Here are the predictions for Round 8. The prediction is my estimated expected points difference with a positive margin being a win to the home team, and a negative margin a win to the away team.

Game Date Winner Prediction
1 Highlanders vs. Hurricanes Apr 05 Hurricanes -1.20
2 Reds vs. Stormers Apr 05 Stormers -2.40
3 Lions vs. Sharks Apr 05 Lions 8.40
4 Crusaders vs. Brumbies Apr 06 Crusaders 22.40
5 Blues vs. Waratahs Apr 06 Blues 1.20
6 Rebels vs. Sunwolves Apr 06 Rebels 12.80
7 Bulls vs. Jaguares Apr 06 Bulls 4.70

 

NRL Predictions for Round 4

Team Ratings for Round 4

The basic method is described on my Department home page.
Here are the team ratings prior to this week’s games, along with the ratings at the start of the season.

Current Rating Rating at Season Start Difference
Storm 8.89 6.03 2.90
Roosters 7.73 8.72 -1.00
Rabbitohs 5.65 3.89 1.80
Sharks 4.87 3.90 1.00
Broncos 2.76 2.63 0.10
Raiders 1.91 1.81 0.10
Dragons -0.88 0.06 -0.90
Cowboys -2.03 0.15 -2.20
Panthers -2.26 0.93 -3.20
Warriors -2.81 -0.27 -2.50
Bulldogs -3.11 -0.61 -2.50
Eels -3.60 -6.17 2.60
Sea Eagles -3.70 -5.61 1.90
Wests Tigers -4.01 -5.57 1.60
Titans -4.50 -3.36 -1.10
Knights -6.89 -8.51 1.60

 

Performance So Far

So far there have been 24 matches played, 16 of which were correctly predicted, a success rate of 66.7%.
Here are the predictions for last week’s games.

Game Date Score Prediction Correct
1 Broncos vs. Dragons Mar 28 24 – 25 7.90 FALSE
2 Raiders vs. Knights Mar 29 17 – 10 12.60 TRUE
3 Eels vs. Roosters Mar 29 18 – 32 -7.40 TRUE
4 Sea Eagles vs. Warriors Mar 30 46 – 12 -1.30 FALSE
5 Cowboys vs. Sharks Mar 30 16 – 42 -0.30 TRUE
6 Panthers vs. Storm Mar 30 2 – 32 -4.60 TRUE
7 Wests Tigers vs. Bulldogs Mar 31 8 – 22 4.70 FALSE
8 Rabbitohs vs. Titans Mar 31 28 – 20 14.00 TRUE

 

Predictions for Round 4

Here are the predictions for Round 4. The prediction is my estimated expected points difference with a positive margin being a win to the home team, and a negative margin a win to the away team.

Game Date Winner Prediction
1 Roosters vs. Broncos Apr 04 Roosters 8.00
2 Warriors vs. Titans Apr 05 Warriors 6.20
3 Panthers vs. Wests Tigers Apr 05 Panthers 4.70
4 Sea Eagles vs. Rabbitohs Apr 06 Rabbitohs -6.30
5 Cowboys vs. Raiders Apr 06 Raiders -0.90
6 Eels vs. Sharks Apr 06 Sharks -5.50
7 Storm vs. Bulldogs Apr 07 Storm 15.00
8 Knights vs. Dragons Apr 07 Dragons -3.00

 

March 29, 2019

Ihaka Lectures – videos for your viewing pleasure

 

We’re three weeks into the month-long Ihaka Lecture Series, and it has been well received – thank you to those who have turned up in person and online.

Our final speaker, Robert Tibshirani, right, is up on Weds April 3 at the University of Auckland (details here). Robert is Professor of Statistics and Biomedical Data Science at Stanford University.

He is best known for proposing the ‘lasso’, a sparse regression estimator, and describing its relationship to the idea of boosting in supervised classification. He will talk about modern sparse supervised learning approaches that extend the lasso.

 

In the meantime, you might like to check out the films of the last three speakers. First up on March 13 was by Bernhard Pfahringer, left, who is Professor of Computer Science at the University of Waikato.

He is a member of the Weka project, New Zealand’s other famous open-source data science contribution, and here talks about the design and development of Weka and more recent projects.

 

 

 

Next was supposed to be JJ Allaire, the founder and CEO of RStudio, and the author of R interfaces to Tensorflow and Keras. However, ill-health prevented him coming, and our very own Professor Thomas Lumley stepped in.

Thomas talked entertainingly about deep learning, in particular how deep convolutional nets are structured and how they can be remarkably effective, but can also fail, as he puts it, “in remarkably alien ways”.

 

Following was Dr Kristian Lum, Lead Statistician at the Human Rights Data Analysis Group. Her research has concretely demonstrated the potential for machine learning-based predictive policing models to reinforce and, in some cases, amplify historical racial biases in law enforcement.

She talked about algorithmic fairness, and about ways in which policy, rather than data science, influences the development of these models and their choice over non-algorithmic approaches.